Publikationen
2024
Begutachteter Zeitschriftenartikel
Heterogeneity in response to treatment across tinnitus phenotypes
Niemann, Uli; Boecking, Benjamin; Brueggemann, Petra; Spiliopoulou, Myra; Mazurek, Birgit
In: Scientific reports - [London] : Macmillan Publishers Limited, part of Springer Nature, Bd. 14 (2024), Artikel 2111, insges. 11 S.
Begutachteter Zeitschriftenartikel
Parsimonious predictors for medical decision support - minimizing the set of questionnaires used for tinnitus outcome prediction
Schleicher, Miro; Brüggemann, Petra; Böcking, Benjamin; Niemann, Uli; Mazurek, Birgit; Spiliopoulou, Myra
In: Expert systems with applications - Amsterdam [u.a.] : Elsevier Science, Bd. 239 (2024), Artikel 122336
2023
Abstract
Predicting the chance for being at-risk of AD based on smartphone data obtained during an everyday wayfinding task in the real world
Marquardt, Jonas; Mohan, Priyanka; Spiliopoulou, Myra; Glanz, Wenzel; Butryn, Michaela; Kühn, Esther; Schreiber, Stefanie; Maass, Anne; Diersch, Nadine
In: Alzheimer's and dementia - Hoboken, NJ : Wiley, Bd. 19 (2023), Heft Suppl. 18, Artikel e072058, insges. 4 S.
Buchbeitrag
Joining imputation and active feature acquisition for cost saving on data streams with missing features
Büttner, Maike; Beyer, Christiane; Spiliopoulou, Myra
In: Discovery Science , 1st ed. 2023. - Cham : Springer Nature Switzerland ; Bifet, Albert, S. 308-322 - (Lecture notes in computer science; volume 14276)
Buchbeitrag
Productive teaming under uncertainty: when a human and a machine classify objects together
Rother, Anne; Notni, Gunther; Hasse, Alexander; Noack, Benjamin; Beyer, Christian; Reißmann, Jan; Zhang, Chen; Ragni, Marco; Arlinghaus, Julia C.; Spiliopoulou, Myra
In: 2023 IEEE International Conference on Advanced Robotics and its Social Impacts (ARSO) , 2023 - [Piscataway, NJ] : IEEE, S. 9-14
Buchbeitrag
A similarity-guided framework for error-driven discovery of patient neighbourhoods in EMA data
Unnikrishnan, Vishnu; Schleicher, Miro; Puga, Clara; Pryss, Rüdiger; Vogel, Carsten; Schlee, Winfried; Spiliopoulou, Myra
In: Advances in Intelligent Data Analysis XXI , 1st ed. 2023. - Cham : Springer Nature Switzerland ; Crémilleux, Bruno, S. 459-471 - ( Lecture notes in computer science book series; volume 13876)
Buchbeitrag
Expect the gap - a recommender approach to estimate the absenteeism of self-monitoring mHealth app users
Schleicher, Miro; Pryss, Rüdiger; Schlee, Winfried; Spiliopoulou, Myra
In: 2022 IEEE 9th International Conference on Data Science and Advanced Analytics / IEEE International Conference on Data Science and Advanced Analytics , 2022 - Piscataway, NJ : IEEE . - 2023, insges. 10 S.
Buchbeitrag
Reducing missingness in a stream through cost-aware active feature acquisition
Büttner, Maik; Beyer, Christian; Spiliopoulou, Myra
In: Konferenz: IEEE 9th International Conference on Data Science and Advanced Analytics, DSAA, Shenzhen, China, 13-16 October 2022, 2022 IEEE 9th International Conference on Data Science and Advanced Analytics (DSAA) - [Piscataway, NJ]: IEEE . - 2023, insges. 10 S.
Buchbeitrag
Challenges for active feature acquisition and imputation on data streams
Beyer, Christian; Büttner, Maik; Spiliopoulou, Myra
In: CEUR workshop proceedings - Aachen, Germany : RWTH Aachen, Bd. 3470 (2023), S. 9-13 [Workshop: Workshop on Interactive Adaptive Learning, Torino, Italy, 22. September 2023]
Begutachteter Zeitschriftenartikel
Stability of mental motor-imagery classification in EEG depends on the choice of classifier model and experiment design, but not on signal preprocessing
Rosenfelder, Martin Justinus; Spiliopoulou, Myra; Hoppenstedt, Burkhard; Pryss, Rüdiger Christoph; Fissler, Patrick; Piedra Walter, Mario; Kolassa, Iris-Tatjana; Bender, Andreas
In: Frontiers in computational neuroscience - Lausanne : Frontiers Research Foundation, Bd. 17 (2023), S. 1-18, Artikel 1142948
Begutachteter Zeitschriftenartikel
Editorial: Smart mobile data collection in the context of neuroscience, volume II
Pryss, Rüdiger; Schlee, Winfried; Reichert, Manfred; Probst, Thomas; Langguth, Berthold; Spiliopoulou, Myra
In: Frontiers in neuroscience - Lausanne : Frontiers Research Foundation, Bd. 17 (2023), insges. 3 S.
Begutachteter Zeitschriftenartikel
The statistical analysis plan for the unification of treatments and interventions for tinnitus patients randomized clinical trial (UNITI-RCT)
Simoes, Jorge Piano; Schoisswohl, Stefan; Schlee, Winfried; Basso, Laura; Bernal-Robledano, Alberto; Boecking, Benjamin; Cima, Rilana; Denys, Sam; Engelke, Milena; Escalera-Balsera, Alba; Gallego-Martinez, Alvaro; Gallus, Silvano; Kikidis, Dimitris; López-Escámez, Jose A.; Marcrum, Steven C.; Markatos, Nikolaos; Martin-Lagos, Juan; Martinez-Martinez, Marta; Mazurek, Birgit; Vassou, Evgenia; Jarach, Carlotta Micaela; Mueller-Locatelli, Nicolas; Neff, Patrick; Niemann, Uli; Omar, Hafez Kader; Puga, Clara; Schleicher, Miro; Unnikrishnan, Vishnu; Perez-Carpena, Patricia; Pryss, Rüdiger; Robles-Bolivar, Paula; Rose, Matthias; Schecklmann, Martin; Schiele, Tabea; Schobel, Johannes; Spiliopoulou, Myra; Stark, Sabine; Vogel, Carsten; Wunder, Nina; Zachou, Zoi; Langguth, Berthold
In: Trials - London : BioMed Central, Bd. 24 (2023), Artikel 472, insges. 13 S.
Begutachteter Zeitschriftenartikel
A cost-based multi-layer network approach for the discovery of patient phenotypes
Puga, Clara; Niemann, Uli; Schlee, Winfried; Spiliopoulou, Myra
In: International journal of data science and analytics - Cham, Switzerland : Springer International Publishing . - 2023, insges. 21 S. [Online first]
Begutachteter Zeitschriftenartikel
Prediction meets time series with gaps - user clusters with specific usage behavior patterns
Schleicher, Miro; Unnikrishnan, Vishnu; Pryss, Rüdiger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: Artificial intelligence in medicine - Amsterdam [u.a.] : Elsevier Science, Bd. 142 (2023), Artikel 102575
2022
Abstract
Analysis of exhausted T cells, systemically enhanced cytokine levels ex vivo and machine learning facilitated search for ageing-related biomarkers
Beyer, Christian; Jamaludeen, Noor; Vogel, Katrin; Pierau, Mandy; Lingel, Holger; Meltendorf, Stefan; Spiliopoulou, Myra; Brunner-Weinzierl, Monika
In: Das Gesundheitswesen - Stuttgart [u.a.] : Thieme, Bd. 84 (2022), Heft 8/9, S. 846
Buchbeitrag
Prediction of declining engagement to self-monitoring apps on the example of tinnitus mHealth data
Schleicher, Miro; Hamacher, Sebastian; Naujoks, Mats; Günther, Kolja; Schmidt, Timo; Pryss, Rüdiger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: 2022 IEEE 35th International Symposium on Computer-Based Medical Systems (CBMS) / IEEE International Symposium on Computer-Based Medical Systems , 2022 - Piscataway, NJ : IEEE [Symposium: 35th International Symposium on Computer-Based Medical Systems, CBMS, Shenzen, China, 21-23 July 2022]
Buchbeitrag
Classification of cardiac cohorts based on morphological and hemodynamic features derived from 4D PC-MRI data
Niemann, Uli; Neog, Atrayee; Behrendt, Benjamin; Lawonn, Kai; Gutberlet, Matthias; Spiliopoulou, Myra; Preim, Bernhard; Meuschke, Monique
In: 2022 IEEE 35th International Symposium on Computer-Based Medical Systems (CBMS) / IEEE International Symposium on Computer-Based Medical Systems , 2022 - Piscataway, NJ : IEEE, S. 416-421 [Symposium: 35th International Symposium on Computer-Based Medical Systems, CBMS, Shenzen, China, 21-23 July 2022]
Buchbeitrag
Data-driven prediction of athletes performance based on their social media presence
Dreyer, Frank; Greif, Jannik; Günther, Kolja; Spiliopoulou, Myra; Niemann, Uli
In: Discovery Science , 1st ed. 2022. - Cham : Springer Nature Switzerland ; Pascal, Poncelet, S. 197-211 - (Lecture notes in computer science; volume 13601) [Konferenz: 25th International Conference on Discovery Science, DS 2022, Montpellier, France, October 10-12, 2022]
Buchbeitrag
Discovering instantaneous granger causalities in non-stationary categorical time series data
Jamaludeen, Noor; Unnikrishnan, Vishnu; Brechmann, André; Spiliopoulou, Myra
In: Artificial Intelligence in Medicine , 1st ed. 2022. - Cham : Springer International Publishing ; Michalowski, Martin, S. 200-209 - (Lecture notes in computer science; volume 13263) [Konferenz: 20th International Conference on Artificial Intelligence in Medicine, AIME 2022, Halifax, NS, Canada, June 14–17, 2022]
Buchbeitrag
When can I expect the mhealth user to return? - prediction meets time series with gaps
Schleicher, Miro; Pryss, Rüdiger; Schlee, Winfried; Spiliopoulou, Myra
In: Artificial Intelligence in Medicine , 1st ed. 2022. - Cham : Springer International Publishing ; Michalowski, Martin, S. 310-320 - ( Lecture notes in computer science; volume 13263) [Konferenz: 20th International Conference on Artificial Intelligence in Medicine, AIME 2022, Halifax, NS, Canada, June 1417, 2022]
Begutachteter Zeitschriftenartikel
Smartphone-guided educational counseling and self-help for chronic tinnitus
Schlee, Winfried; Neff, Patrick; Simoes, Jorge; Langguth, Berthold; Schoisswohl, Stefan; Steinberger, Heidi; Norman, Marie; Spiliopoulou, Myra; Schobel, Johannes; Hannemann, Ronny; Pryss, Rüdiger
In: Journal of Clinical Medicine - Basel : MDPI, Bd. 11 (2022), Heft 7, Artikel 1825, insges. 11 S.
Begutachteter Zeitschriftenartikel
Assessment of immune status using inexpensive cytokines - a literature review and learning approaches
Jamaludeen, Noor; Lehmann, Juliane; Beyer, Christian; Vogel, Katrin; Pierau, Mandy; Brunner-Weinzierl, Monika; Spiliopoulou, Myra
In: Sensors - Basel : MDPI, Bd. 22 (2022), Heft 24, Artikel 9785, insges. 26 S.
Begutachteter Zeitschriftenartikel
Predicting ecological momentary assessments in an app for tinnitus by learning from each user's stream with a contextual multi-armed bandit
Shahania, Saijal; Unnikrishnan, Vishnu; Pryss, Rüdiger; Kraft, Robin; Schobel, Johannes; Hannemann, Ronny; Schlee, Winny; Spiliopoulou, Myra
In: Frontiers in neuroscience - Lausanne : Frontiers Research Foundation, Bd. 16 (2022), Artikel 836834, insges. 17 S.
Begutachteter Zeitschriftenartikel
Standardized clinical profiling in spanish patients with chronic tinnitus
Haro-Hernandez, Elisheba; Perez-Carpena, Patricia; Unnikrishnan, Vishnu; Spiliopoulou, Myra; Lopez-Escamez, Jose A.
In: Journal of Clinical Medicine - Basel : MDPI, Bd. 11 (2022), Heft 4, Artikel 978
Begutachteter Zeitschriftenartikel
Transferability of a battery cell end-of-life prediction model using survival analysis
Santhira Sekeran, Maya; Živadinović, Milan; Spiliopoulou, Myra
In: Energies - Basel : MDPI, Bd. 15 (2022), Heft 8, Artikel 2930, insges. 16 S.
Begutachteter Zeitschriftenartikel
XAI4EEG - spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series
Raab, Dominik; Theissler, Andreas; Spiliopoulou, Myra
In: Neural computing & applications - London : Springer, Bd. 35 (2023), Heft 14, S. 10051 - 10068 [Special Issue on Interpretation of Deep Learning: Prediction, Representation, Modeling and Utilization]
Begutachteter Zeitschriftenartikel
Virtual reality for medical annotation tasks - a systematic review
Rother, Anne; Spiliopoulou, Myra
In: Frontiers in virtual reality - Lausanne : Frontiers Media, Bd. 3 (2022), Artikel 717383, insges. 12 S.
Begutachteter Zeitschriftenartikel
Juxtaposing medical centers using different questionnaires through score predictors
Puga, Clara; Schleicher, Miro; Niemann, Uli; Unnikrishnan, Vishnu; Boecking, Benjamin; Brueggemann, Petra; Simoes, Jorge; Langguth, Berthold; Schlee, Winfried; Mazurek, Birgit; Spiliopoulou, Myra
In: Frontiers in neuroscience - Lausanne : Frontiers Research Foundation, Bd. 16 (2022), Artikel 818686, insges. 12 S.
Begutachteter Zeitschriftenartikel
Dimensions of tinnitus-related distress
Brueggemann, Petra; Mebus, Wilhelm; Boecking, Benjamin; Amarjargal, Nyamaa; Niemann, Uli; Spiliopoulou, Myra; Dobel, Christian; Rose, Matthias; Mazurek, Birgit
In: Brain Sciences - Basel : MDPI AG, Bd. 12 (2022), Heft 2, Artikel 275, insges. 13 S.
2021
Buchbeitrag
Juxtaposing 5G coronavirus tweets with general coronavirus tweets during the early months of coronavirus outbreak
Trad, Rafi; Spiliopoulou, Myra
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems / IEEE CBMS , 2021 - Piscataway, NJ : IEEE ; Almeida, João Rafael [Symposium: IEEE 34th International Symposium on Computer-Based Medical Systems, CBMS 2021, virtual, 7-9 June 2021]
Buchbeitrag
Circadian conditional granger causalities on ecological momentary assessment data from an mHealth app
Jamaludeen, Noor; Unnikrishnan, Vishnu; Pryss, Rüdiger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems / IEEE CBMS , 2021 - Piscataway, NJ : IEEE ; Almeida, João Rafael [Symposium: IEEE 34th International Symposium on Computer-Based Medical Systems, CBMS 2021, virtual, 7-9 June 2021]
Buchbeitrag
User-centric vs whole-stream learning for EMA prediction
Shahania, Saijal; Unnikrishnan, Vishnu; Pryss, Rüdiger; Kraft, Robin; Schobel, Johannes; Hannemann, Ronny; Schlee, Winny; Spiliopoulou, Myra
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems / IEEE CBMS , 2021 - Piscataway, NJ : IEEE ; Almeida, João Rafael [Symposium: IEEE 34th International Symposium on Computer-Based Medical Systems, CBMS 2021, virtual, 7-9 June 2021]
Buchbeitrag
Love thy neighbours - a framework for error-driven discovery of useful neighbourhoods for one-step forecasts on EMA data
Unnikrishnan, Vishnu; Shah, Yash; Schleicher, Miro; Fernández-Viadero, Carlos; Strandzheva, Mirela; Velikova, Doroteya; Dimitrov, Plamen; Pryss, Rüdiger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems / IEEE CBMS , 2021 - Piscataway, NJ : IEEE ; Almeida, João Rafael [Symposium: IEEE 34th International Symposium on Computer-Based Medical Systems, CBMS 2021, virtual, 7-9 June 2021]
Buchbeitrag
Using big data to develop a clinical decision support system for tinnitus treatment
Schlee, Winfried; Langguth, Berthold; Pryss, Rüdiger; Allgaier, Johannes; Mulansky, Lena; Vogel, Carsten; Spiliopoulou, Myra; Schleicher, Miro; Unnikrishnan, Vishnu; Puga, Clara; Manta, Ourania; Sarafidis, Michalis; Kouris, Ioannis; Vellidou, Eleftheria; Koutsouris, Dimitris; Koloutsou, Konstantina; Spanoudakis, George; Cederroth, Christopher; Kikidis, Dimitris
In: The Behavioral Neuroscience of Tinnitus , 1st ed. 2021. - Cham : Springer International Publishing ; Searchfield, Grant D., S. 175-189 - (Current topics in behavioral neurosciences; volume 51)
Buchbeitrag
Discovery of patient phenotypes through multi-layer network analysis on the example of tinnitus
Puga, Clara; Niemann, Uli; Unnikrishnan, Vishnu; Schleicher, Miro; Schlee, Winfried; Spiliopoulou, Myra
In: 2021 IEEE International Conference on Data Science and Advanced Analytics / IEEE DSAA , 2021 - Piscataway, NJ : IEEE, insges. 10 S. [Konferenz: IEEE 8th International Conference on Data Science and Advanced Analytics, DSAA, Porto, Portugal, 6-9 October 2021]
Buchbeitrag
A framework for authorial clustering of shorter texts in latent semantic spaces
Trad, Rafi; Spiliopoulou, Myra
In: Advances in Intelligent Data Analysis XIX , 1st ed. 2021. - Cham : Springer International Publishing ; Abreu, Pedro Henriques, S. 301-312 - (Lecture Notes in Computer Science; 12695) [Symposium: 19th International Symposium on Intelligent Data Analysis, IDA 2021, Porto, Portugal, April 26-28, 2021]
Begutachteter Zeitschriftenartikel
Immune-checkpoint blockade of CTLA-4 (CD152) in antigen-specific human T-cell responses differs profoundly between neonates, children, and adults
Arra, Aditya; Pech, Maximilian; Fu, Hang; Lingel, Holger; Braun, Franziska; Beyer, Christian; Spiliopoulou, Myra; Bröker, Barbara; Lampe, Karen; Arens, Christoph; Vogel, Katrin; Pierau, Mandy; Brunner-Weinzierl, Monika
In: OncoImmunology - Abingdon : Taylor & Franics, Bd. 10 (2021), Heft 1, Artikel e1938475, insges. 12 S.
Begutachteter Zeitschriftenartikel
LAC: Latent Authorial Clustering of shorter texts
Trad, Rafi; Spiliopoulou, Myra
In: Software impacts - [Amsterdam] : Elsevier ScienceDirect, Bd. 10 (2021), Artikel 100119, insges. 3 S.
Begutachteter Zeitschriftenartikel
Assessing the difficulty of annotating medical data in crowdworking with help of experiments
Rother, Anne; Niemann, Uli; Hielscher, Tommy; Völzke, Henry; Ittermann, Till; Spiliopoulou, Myra
In: PLOS ONE - San Francisco, California, US : PLOS, Bd. 16 (2021), Heft 7, Artikel e0254764, insges. 26 S.
Begutachteter Zeitschriftenartikel
Potential of point-of-care and at-home assessment of immune status via rapid cytokine detection and questionnaire-based anamnesis
Jamaludeen, Noor; Beyer, Christian; Billing, Ulrike; Vogel, Katrin; Brunner-Weinzierl, Monika; Spiliopoulou, Myra
In: Sensors - Basel : MDPI, Bd. 21 (2021), Heft 15, Artikel 4960, insges. 33 S.
Dissertation
Intelligent assistance for expert-driven subpopulation discovery in high-dimensional timestamped medical data
Niemann, Uli; Spiliopoulou, Myra; Preim, Bernhard
In: Magdeburg, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2021, ix, 185 Seiten [Literaturverzeichnis: Seite 159-182][Literaturverzeichnis: Seite 159-182]
2020
Buchbeitrag
Multivariate time series as images - imputation using convolutional denoising autoencoder
Safi, Abdullah Al; Beyer, Christian; Unnikrishnan, Vishnu; Spiliopoulou, Myra
In: Advances in Intelligent Data Analysis XVIII , 1st ed. 2020. - Cham : Springer International Publishing ; Berthold, Michael R., insges. 13 S. - (Lecture notes in computer science; 12080) [Symposium: 18th International Symposium on Intelligent Data Analysis, IDA 2020, Konstanz, Germany, April 27-29, 2020]
Buchbeitrag
Predicting the health condition of mHealth app users with large differences in the number of recorded observations - where to learn from?
Unnikrishnan, Vishnu; Shah, Yash; Schleicher, Miro; Strandzheva, Mirela; Dimitrov, Plamen; Velikova, Doroteya; Pryss, Ruediger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: Discovery Science , 1st ed. 2020. - Cham : Springer International Publishing ; Appice, Annalisa, S. 659-673 - ( Lecture Notes in Computer Science; volume 12323) [Konferenz: 23rd International Conference on Discovery Science, DS 2020, Thessaloniki, Greece, October 19-21, 2020]
Begutachteter Zeitschriftenartikel
Plantar temperatures in stance position - a comparative study with healthy volunteers and diabetes patients diagnosed with sensoric neuropathy
Niemann, Uli; Spiliopoulou, Myra; Malanowski, Jan; Kellersmann, Juliane; Szczepanski, Thorsten; Klose, Silke; Dedonaki, Eirini; Walter, Isabell; Ming, Antao; Mertens, Peter R.
In: EBioMedicine - Amsterdam [u.a.] : Elsevier - Volume 54.2020, article 102712, 11 Seiten
Begutachteter Zeitschriftenartikel
Understanding adherence to the recording of ecological momentary assessments in the example of tinnitus monitoring
Schleicher, Miro; Unnikrishnan, Vishnu; Neff, Patrick; Simoes, Jorge; Probst, Thomas; Pryss, Rüdiger; Schlee, Winfried; Spiliopoulou, Myra
In: Scientific reports - [London] : Macmillan Publishers Limited, part of Springer Nature - Volume 10(2020), article number 22459, 13 Seiten
Begutachteter Zeitschriftenartikel
The effect of non-personalised tips on the continued use of self-monitoring mHealth applications
Unnikrishnan, Vishnu; Schleicher, Miro; Shah, Yash; Jamaludeen, Noor; Pryss, Ruediger; Schobel, Johannes; Kraft, Robin; Schlee, Winfried; Spiliopoulou, Myra
In: Brain Sciences - Basel : MDPI AG - Volume 10(2020), issue 12, article 924, 13 Seiten
Begutachteter Zeitschriftenartikel
Resource management for model learning at entity level
Beyer, Christian; Unnikrishnan, Vishnu; Brüggemann, Robert; Toulouse, Vincent; Omar, Hafez Kader; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Annals of telecommunications - Paris : Lavoisier, Bd. 75 (2020), S. 549-561
Begutachteter Zeitschriftenartikel
Phenotyping chronic tinnitus patients using self-report questionnaire data - cluster analysis and visual comparison
Niemann, Uli; Brueggemann, Petra; Boecking, Benjamin; Mebus, Wilhelm; Rose, Matthias; Spiliopoulou, Myra; Mazurek, Birgit
In: Scientific reports - [London] : Macmillan Publishers Limited, part of Springer Nature, Bd. 10 (2020), Artikel 16411, insges. 10 S.
Begutachteter Zeitschriftenartikel
Active feature acquisition on data streams under feature drift
Beyer, Christian; Büttner, Maik; Unnikrishnan, Vishnu; Schleicher, Miro; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Annals of telecommunications - Paris : Lavoisier, Bd. 75 (2020), Heft 9/10, S. 597-611
Begutachteter Zeitschriftenartikel
Efficient processing of geospatial mhealth data using a scalable crowdsensing platform
Kraft, Robin; Birk, Ferdinand; Reichert, Manfred; Deshpande, Aniruddha; Schlee, Winfried; Langguth, Berthold.; Baumeister, Harald; Probst, Thomas; Spiliopoulou, Myra; Pryss, Rüdiger
In: Sensors - Basel : MDPI - Volume 20 (2020), issue 12, article 3456, 21 Seiten
Begutachteter Zeitschriftenartikel
Gender-specific differences in patients with chronic tinnitus-baseline characteristics and treatment effects
Niemann, Uli; Boecking, Benjamin; Brueggemann, Petra; Mazurek, Birgit; Spiliopoulou, Myra
In: Frontiers in neuroscience - Lausanne : Frontiers Research Foundation, Bd. 14 (2020), Artikel 487, insges. 11 S.
Begutachteter Zeitschriftenartikel
Tinnitus-related distress after multimodal treatment can be characterized using a key subset of baseline variables
Niemann, Uli; Boecking, Benjamin; Brueggemann, Petra; Mebus, Wilhelm; Mazurek, Birgit; Spiliopoulou, Myra
In: PLOS ONE - San Francisco, California, US : PLOS - 15 (2020), 1, article e0228037, insgesamt 18 Seiten
Begutachteter Zeitschriftenartikel
Machine learning identifies the dynamics and influencing factors in an auditory category learning experiment
Abolfazli, Amir; Brechmann, André; Wolff, Susann; Spiliopoulou, Myra
In: Scientific reports - [London] : Macmillan Publishers Limited, part of Springer Nature - Volume 10(2020), article-number 6548, 12 Seiten
Begutachteter Zeitschriftenartikel
Development and internal validation of a depression severity prediction model for tinnitus patients based on questionnaire responses and socio-demographics
Niemann, Uli; Brueggemann, Petra; Boecking, Benjamin; Mazurek, Birgit; Spiliopoulou, Myra
In: Scientific reports - [London] : Macmillan Publishers Limited, part of Springer Nature - Volume 10 (2020), article number 4664, 9 Seiten
2019
Buchbeitrag
Active feature acquistion for opinion stream classication under drift
Shivakumaraswamy, Ranjith; Beyer, Christian; Unnikrishnan, Vishnu; Ntoutsi, Eirini; Spiliopoulou, Myra
In: CEUR workshop proceedings - Aachen : RWTH, Bd. 2444 (2019), S. 108-111 [Workshop on Interactive Adaptive Learning, IAL 2019, Würzburg, Germany, September 16, 2019]
Buchbeitrag
Assessing the reliability of crowdsourced labels via Twitter
Jamaludeen, Noor; Unnikrishnan, Vishnu; Sekeran, Maya S.; Ali, Majed; Trang, Le Anh; Spiliopoulou, Myra
In: CEUR workshop proceedings - Aachen, Germany : RWTH Aachen, Bd. 2454 (2019), S. 115-126 [Konferenz: Konferenz "Lernen, Wissen, Daten, Analysen", LWDA 2019, Berlin, Germany, September 30 - October 2, 2019]
Buchbeitrag
Exploiting entity information for stream classification over a stream of reviews
Beyer, Christian; Unnikrishnan, Vishnu; Niemann, Uli; Matuszyk, Pawel; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Applied computing 2019 / Annual ACM Symposium on Applied Computing , 2019 - [New York, NY] : Association for Computing Machinery, Inc. (ACM), S. 564-573 [Symposium: 34th ACM/SIGAPP Symposium on Applied Computing, SAC, Limassol, Cyprus, April 08 - 12, 2019]
Buchbeitrag
Towards a hierarchical approach for outlier detection in industrial production settings
Hoppenstedt, Burkhard; Reichert, Manfred; Kammerer, Klaus; Spiliopoulou, Myra; Pryss, Rüdiger
In: CEUR workshop proceedings - Aachen, Germany : RWTH Aachen, Bd. 2322 (2019), S. 1-4 [Workshop: Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), Lisbon, Portugal, March 26, 2019]
Begutachteter Zeitschriftenartikel
Editorial: Towards an understanding of tinnitus heterogeneity
Cederroth, Christopher R.; Gallus, Silvano; Hall, Deborah A.; Kleinjung, Tobias; Langguth, Berthold; Maruotti, Antonello; Meyer, Martin; Norena, Arnaud; Probst, Thomas; Pryss, Rüdiger; Searchfield, Grant; Shekhawat, Giriraj; Spiliopoulou, Myra; Vanneste, Sven; Schlee, Winfried
In: Frontiers in aging neuroscience - Lausanne : Frontiers Research Foundation - Vol. 11.2019, Art. 53, insgesamt 7 S.
Begutachteter Zeitschriftenartikel
Entity-level stream classification - exploiting entity similarity to label the future observations referring to an entity
Unnikrishnan, Vishnu; Beyer, Christian; Matuszyk, Pawel; Niemann, Uli; Pryss, Rüdiger; Schlee, Winfried; Ntoutsi, Eirini; Spiliopoulou, Myra
In: International journal of data science and analytics - Cham, Switzerland : Springer International Publishing . - 2019 [Online first]
Begutachteter Zeitschriftenartikel
Introduction to the special issue on social data analytics in medicine and healthcare
Rodríguez-González, Alejandro; Vakali, Athena; Mayer, Miguel A.; Okumura, Takashi; Menasalvas-Ruiz, Ernestina; Spiliopoulou, Myra
In: International journal of data science and analytics - Cham, Switzerland : Springer International Publishing . - 2019 [Online first]
Begutachteter Zeitschriftenartikel
Visual analysis of missing values in longitudinal cohort study data
Alemzadeh, Shiva; Niemann, Uli; Ittermann, Till; Völzke, Henry; Schneider, Daniel; Spiliopoulou, Myra; Bühler, K.; Preim, Bernhard
In: Computer graphics forum - Oxford : Wiley-Blackwell, Bd. 39 (2020), Heft 1, S. 63-75
Dissertation
Exploiting background knowledge on evolving objects to identify relevant dimensions for classification
Hielscher, Tommy; Spiliopoulou, Myra; Preim, Bernhard
In: Magdeburg, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2019, xv, 137 Seiten [Literaturverzeichnis: Seite 121-135][Literaturverzeichnis: Seite 121-135]
2018
Buchbeitrag
Studying the potential of multi-target classification on patient screening data to predict dropout cases
Motwani, Rajeev; Reichert, Manfred; Kalle, Sven; Pryss, Ruediger; Schlee, Winfried; Probst, Thomas; Langguth, Berthold; Landgrebe, Michael; Spiliopoulou, Myra
In: 31st IEEE International Symposium on Computer-Based Medical Systems , 2018 - Piscataway, NJ : IEEE [Symposium: 31st IEEE International Symposium on Computer-Based Medical Systems, CBMS 2018, Karlstad, Sweden, 18-21 June 2018]
Buchbeitrag
Learning under feature drifts in textual streams
Melidis, Damianos P.; Spiliopoulou, Myra; Ntoutsi, Eirini
In: Proceedings of the 27th ACM Conference on Information and Knowledge Management - New York, NY : ACM, Association for Computing Machinery . - 2018, S. 527-536 [Konferenz: 27th ACM Conference on Information and Knowledge Management, CIKM '18, Torino, Italy, October 22 - 26, 2018]
Buchbeitrag
Rupture status classification of intracranial aneurysms using morphological parameters
Niemann, Uli; Berg, Philipp; Niemann, Annika; Beuing, Oliver; Preim, Bernhard; Spiliopoulou, Myra; Saalfeld, Sylvia
In: 31st IEEE International Symposium on Computer-Based Medical Systems , 2018 - Piscataway, NJ : IEEE [Symposium: 31st IEEE International Symposium on Computer-Based Medical Systems, CBMS 2018, Karlstad, Sweden, 18-21 June 2018]
Buchbeitrag
Building a Bayesian Network to understand the interplay of variables in an epidemiological population-based study
Multani, Paras; Niemann, Uli; Cypko, Mario A.; Kuehn, Jens-Peter; Völzke, Henry; Oeltze-Jafra, Steffen; Spiliopoulou, Myra
In: 31st IEEE International Symposium on Computer-Based Medical Systems , 2018 - Piscataway, NJ : IEEE [Symposium: 31st IEEE International Symposium on Computer-Based Medical Systems, CBMS 2018, Karlstad, Sweden, 18-21 June 2018]
Buchbeitrag
Predicting polarities of entity-centered documents without reading their contents
Beyer, Christian; Niemann, Uli; Unnikrishnan, Vishnu; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Proceedings of the 33rd Annual ACM Symposium on Applied Computing 2018 - New York, NY : ACM, S. 525-528 [Symposium: 33rd Annual ACM Symposium on Applied Computing, SAC '18, Pau, France, April 09 - 13, 2018]
Buchbeitrag
Transformation of temperature timeseries into features that characterize patients with diabetic autonomic nerve disorder
Ravindran, Rohith; Niemann, Uli; Klose, Silke; Walter, Isabell; Ming, Antao; Mertens, Peter R.; Spiliopoulou, Myra
In: 31st IEEE International Symposium on Computer-Based Medical Systems , 2018 - Piscataway, NJ : IEEE [Symposium: 31st IEEE International Symposium on Computer-Based Medical Systems, CBMS 2018, Karlstad, Sweden, 18-21 June 2018]
Buchbeitrag
Enriching lexicons with ephemeral words for sentiment analysis in social streams
Melidis, Damianos P.; Campero, Alvaro V.; Iosifidis, Vasileios; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Proceedings of the 8th International Conference on Web Intelligence, Mining and Semantics - New York : ACM - 2018, Art. 38, insgesamt 8 S. [Konferenz: 8th International Conference on Web Intelligence, Mining and Semantics, WIMS '18, Novi Sad, Serbia, June 25 - 27, 2018]
Buchbeitrag
Discovering, selecting and exploiting feature sequence records of study participants for the classification of epidemiological data on hepatic steatosis
Hielscher, Tommy; Völzke, Henry; Papapetrou, Panagiotis; Spiliopoulou, Myra
In: Proceedings of the 33rd Annual ACM Symposium on Applied Computing 2018 - New York, NY : ACM, S. 6-13 [Symposium: 33rd Annual ACM Symposium on Applied Computing, SAC '18, Pau, France, April 09 - 13, 2018]
Buchbeitrag
Active stream learning with an oracle of unknown availability for sentiment prediction
Serrao, Elson; Spiliopoulou, Myra
In: CEUR workshop proceedings - Aachen, Germany : RWTH Aachen, Bd. 2192 (2018), S. 36-47 [Workshop: Workshop on Interactive Adaptive Learning, Dublin, Ireland, 10. September 2018]
Buchbeitrag
Differences between android and iOS users of the TrackYourTinnitus mobile crowdsensing mHealth platform
Pryss, Ruediger; Reichert, Manfred; Schlee, Winfried; Spiliopoulou, Myra; Langguth, Berthold; Probst, Thomas
In: 31st IEEE International Symposium on Computer-Based Medical Systems , 2018 - Piscataway, NJ : IEEE [Symposium: 31st IEEE International Symposium on Computer-Based Medical Systems, CBMS 2018, Karlstad, Sweden, 18-21 June 2018]
Begutachteter Zeitschriftenartikel
How do annotators label short texts? - toward understanding the temporal dynamics of tweet labeling
Räbiger, Stefan; Spiliopoulou, Myra; Saygın, Yücel
In: Information sciences - New York, NY : Elsevier Science Inc., Bd. 457/458 (2018), S. 29-47
Begutachteter Zeitschriftenartikel
Outpatient tinnitus clinic, self-help web platform, or mobile application to recruit tinnitus study samples?
Probst, Thomas; Pryss, Rüdiger C.; Langguth, Berthold; Spiliopoulou, Myra; Landgrebe, Michael; Vesala, Markku; Harrison, Stephen; Schobel, Johannes; Reichert, Manfred; Stach, Michael; Schlee, Winfried
In: Frontiers in aging neuroscience - Lausanne : Frontiers Research Foundation - Vol. 9.2018, Art. 113, insgesamt 7 Seiten
Begutachteter Zeitschriftenartikel
Prospective crowdsensing versus retrospective ratings of tinnitus variability and tinnitus-stress associations based on the TrackYourTinnitus mobile platform
Pryss, Rüdiger; Probst, Thomas; Schlee, Winfried; Schobel, Johannes; Langguth, Berthold; Neff, Patrick; Spiliopoulou, Myra; Reichert, Manfred
In: International journal of data science and analytics - Cham, Switzerland : Springer International Publishing . - 2018 [Online First]
Begutachteter Zeitschriftenartikel
Review of smart services for tinnitus self-help, diagnostics and treatments
Kalle, Sven; Schlee, Winfried; Pryss, Rüdiger C.; Probst, Thomas; Reichert, Manfred; Langguth, Berthold; Spiliopoulou, Myra
In: Frontiers in neuroscience - Lausanne : Frontiers Research Foundation - Vol. 12.2018, Art. 541, insgesamt 8 S.
Begutachteter Zeitschriftenartikel
A framework for expert-driven subpopulation discovery and evaluation using subspace clustering for epidemiological data
Hielscher, Tommy; Niemann, Uli; Preim, Bernhard; Völzke, Henry; Ittermann, Till; Spiliopoulou, Myra
In: Expert systems with applications - Amsterdam [u.a.] : Elsevier Science, Bd. 113 (2018), S. 147-160
Begutachteter Zeitschriftenartikel
Personalized recommender systems for product-line configuration processes
Pereira, Juliana Alves; Matuszyk, Pawel; Krieter, Sebastian; Spiliopoulou, Myra; Saake, Gunter
In: Computer languages, systems and structures - Amsterdam [u.a.] : Elsevier Science . - 2018, insges. 21 S.
Dissertation
A system for the automatic detection and identification of engineered nanoparticles in scanning electron microscopy images
Kockentiedt, Stephen; Tönnies, Klaus; Spiliopoulou, Myra
In: Magdeburg, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2018, xxxi, 219 Seiten [Literaturverzeichnis: Seite 207-219][Literaturverzeichnis: Seite 207-219]
Dissertation
Personalized recommender systems for software product line configurations
Arriel, Juliana; Saake, Gunter; Spiliopoulou, Myra
In: Magdeburg, Dissertationn Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2018, xviii, 206 Seiten [Literaturverzeichnis: Seite [179]-206][Literaturverzeichnis: Seite [179]-206]
2017
Buchbeitrag
Mobile crowdsensing for the juxtaposition of realtime assessments and retrospective reporting for neuropsychiatric symptoms
Pryss, Rudiger; Probst, Thomas; Schlee, Winfried; Schobel, Johannes; Langguth, Berthold; Neff, Patrick; Spiliopoulou, Myra; Reichert, Manfred
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017 / IEEE International Symposium on Computer-Based Medical Systems , 2017 - Piscataway, NJ : IEEE, S. 642-647 [Symposium: IEEE 30th International Symposium on Computer-Based Medical Systems, (CBMS)Thessaloniki, Greece, 22-24 June 2017]
Buchbeitrag
Patient empowerment through summarization of discussion threads on treatments in a patient self-help forum
Dandage, Sourabh; Huber, Johannes; Janki, Atin; Niemann, Uli; Pryss, Rüdiger; Reichert, Manfred; Harrison, Steve; Vessala, Markku; Schlee, Winfried; Probst, Thomas; Spiliopoulou, Myra
In: Precision medicine powered by pHealth and connected health - Singapore : Springer Nature Singapore ; Maglaveras, Nicos . - 2017, S. 16-29 - (IFMBE proceedings; 66) [Konferenz: International Conference on Biomedical and Health Informatics, ICBHI 2017, Thessaloniki, Greece, 18-21 November 2017]
Buchbeitrag
ICE - interactive classification rule exploration on epidemiological data
Schleicher, Miro; Ittermann, Till; Niemann, Uli; Völzke, Henry; Spiliopoulou, Myra
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017 / IEEE International Symposium on Computer-Based Medical Systems , 2017 - Piscataway, NJ : IEEE ; Bamidis, Panagiotis D., S. 606-611 [Symposium: IEEE 30th International Symposium on Computer-Based Medical Systems, (CBMS)Thessaloniki, Greece, 22-24 June 2017]
Buchbeitrag
Studying the potential of multi-target classification to characterize combinations of classes with skewed distribution
Schneck, Arne; Kalle, Sven; Pryss, Rüdiger; Schlee, Winfried; Probst, Thomas; Langguth, Berthold; Landgrebe, Michael; Reichert, Manfred; Spiliopoulou, Myra
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017 / IEEE International Symposium on Computer-Based Medical Systems , 2017 - Piscataway, NJ : IEEE, S. 630-635 [Symposium: IEEE 30th International Symposium on Computer-Based Medical Systems, (CBMS)Thessaloniki, Greece, 22-24 June 2017]
Buchbeitrag
Subpopulation discovery and validation in epidemiological data
Alemzadeh, Shiva; Hielscher, Tommy; Niemann, Uli; Cibulski, Lena; Ittermann, Till; Völzke, Henry; Spiliopoulou, Myra; Preim, Bernhard
In: EuroVa 2017 - Eurographics ; Sedlmaier, Michael [Workshop: EuroVis Workshop on Visual Analytics, EuroVa 2017, Barcelona, Spain, June 12 - 13, 2017]
Buchbeitrag
Combining subgroup discovery and clustering to identify diverse subpopulations in cohort study data
Niemann, Uli; Spiliopoulou, Myra; Preim, Bernhard; Ittermann, Till; Völzke, Henry
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017 / IEEE International Symposium on Computer-Based Medical Systems , 2017 - Piscataway, NJ : IEEE ; Bamidis, Panagiotis D., S. 582-587 [Symposium: IEEE 30th International Symposium on Computer-Based Medical Systems, (CBMS)Thessaloniki, Greece, 22-24 June 2017]
Buchbeitrag
Scalable online Top-N recommender systems
Jorge, Alípio M.; Vinagre, João; Domingues, Marcos; Gama, João; Soares, Carlos; Matuszyk, Pawel; Spiliopoulou, Myra
In: E-Commerce and Web Technologies - Cham : Springer . - 2017, S. 3-20 - (Lecture Notes in Business Information Processing; 278) [Konferenz: 17th International Conference, EC-Web 2016, Porto, Portugal, September 5-8, 2016]
Buchbeitrag
Visual analytics of missing data in epidemiological cohort studies
Alemzadeh, Shiva; Niemann, Uli; Ittermann, Till; Völzke, Henry; Schneider, Daniel; Spiliopoulou, Myra; Preim, Bernhard
In: VCBM 2017 - Eurographics Ass. [Workshop: Eurographics Workshop on Visual Computing for Biology and Medicine, VCBM 2017, Bremen, Germany, Bremen, Germany, September 07-08, 2017]
Begutachteter Zeitschriftenartikel
Does tinnitus depend on time-of-day? - an ecological momentary assessment study with the TrackYourTinnitus application
Probst, Thomas; Pryss, Rüdiger Christoph; Langguth, Berthold; Rauschecker, Josef P.; Schobel, Johannes; Reichert, Manfred; Spiliopoulou, Myra; Schlee, Winfried; Zimmermann, Johannes
In: Frontiers in aging neuroscience - Lausanne : Frontiers Research Foundation - Vol. 9, Art. 253, insgesamt 9 S.
Begutachteter Zeitschriftenartikel
Stream-based semi-supervised learning for recommender systems
Matuszyk, Pawel; Spiliopoulou, Myra
In: Machine learning - Dordrecht [u.a.] : Springer Science + Business Media B.V . - 2017
Begutachteter Zeitschriftenartikel
Forgetting techniques for stream-based matrix factorization in recommender systems
Matuszyk, Pawel; Vinagre, João; Spiliopoulou, Myra; Jorge, Alípio Mário; Gama, João
In: Knowledge and information systems - London : Springer, Bd. 55 (2018), Heft 2, S. 275-304
Dissertation
Selective learning for recommender systems
Matuszyk, Pawel; Spiliopoulou, Myra
In: Magdeburg, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2017, 201 Seiten [Literaturverzeichnis: Seite 185-198][Literaturverzeichnis: Seite 185-198]
Nicht begutachteter Zeitschriftenartikel
Visual subpopulation discovery and validation in epidemiological data
Alemzadeh, Shiva; Hielscher, Tommy; Niemann, Uli; Cibulski, Lena; Ittermann, Till; Völzke, Henry; Spiliopoulou, Myra; Preim, Bernhard
In: De.arxiv.org - [S.l.] : Arxiv.org . - 2017, insges. 12 S.
2016
Buchbeitrag
Learning pressure patterns for patients with diabetic foot syndrome
Niemann, Uli; Spiliopoulou, Myra; Samland, Fred; Szczepanski, Thorsten; Grützner, Jens; Ming, Antao; Kellersmann, Juliane; Malanowski, Jan; Klose, Silke; Mertens, Peter R.
In: IEEE 29th International Symposium on Computer-Based Medical Systems / IEEE International Symposium on Computer-Based Medical Systems , 2016 - Piscataway, NJ : IEEE ; Kane, Bridget, S. 54-59 [Kongress: IEEE 29th International Symposium on Computer-Based Medical Systems (CBMS), 20 June 2016, Dublin, Ireland und 21 - 23 June 2016, Belfast, Nothern Ireland]
Buchbeitrag
Investigating exploratory capabilities of uncertainty sampling using SVMs in active learning
Lang, Dominik; Kottke, Daniel; Krempl, Georg; Spiliopoulou, Myra
In: CEUR workshop proceedings - Aachen, Germany : RWTH Aachen, Bd. 1707 (2016), S. 25-34 [Kongress: Workshop on Active Learning: Applications, Foundations and Emerging Trends, AL@iKNOW 2016, Graz, Austria, October 18, 2016]
Buchbeitrag
A feature-based personalized recommender system for product-line configuration
Pereira, Juliana Alves; Matuszyk, Pawel; Krieter, Sebastian; Spiliopoulou, Myra; Saake, Gunter
In: Proceedings of the 2016 ACM SIGPLAN International Conference on Generative Programming - New York, NY : ACM, S. 120-131 [Kongress: 2016 ACM SIGPLAN International Conference on Generative Programming, GPCE 2016, Amsterdam, Netherlands, October 31 - November 01, 2016]
Buchbeitrag
SteM at SemEval-2016 Task 4 - applying active learning to improve sentiment classification
Räbiger, Stefan; Kazmi, Mishal; Saygın, Yücel; Schüller, Peter; Spiliopoulou, Myra
In: The 10th International Workshop on Semantic Evaluation - proceedings of the workshop , 2016 - Stroudsburg, PA : Association for Computational Linguistics (ACL) - 2016, Art. S16-1007, S. 64-70 [Kongress: 10th International Workshop on Semantic Evaluation (SemEval-2016), San Diego, California, USA, 16-17 June, 2016]
Buchbeitrag
Identifying relevant features for a multi-factorial disorder with constraint-based subspace clustering
Hielscher, Tommy; Spiliopoulou, Myra; Völzke, Henry; Kühn, Jens-Peter
In: IEEE 29th International Symposium on Computer-Based Medical Systems - Piscataway, NJ : IEEE . - 2016, S. 207-212 [Kongress: IEEE 29th International Symposium on Computer-Based Medical Systems (CBMS), 20 June 2016, Dublin, Ireland und 21 - 23 June 2016, Belfast, Nothern Ireland]
Begutachteter Zeitschriftenartikel
Comparative clustering of plantar pressure distributions in diabetics with polyneuropathy may be applied to reveal inappropriate biomechanical stress
Niemann, Uli; Spiliopoulou, Myra; Szczepanski, Thorsten; Samland, Fred; Grützner, Jens; Senk, Dominik; Ming, Antao; Kellersmann, Juliane; Malanowski, Jan; Klose, Silke; Mertens, Peter R.
In: PLOS ONE - San Francisco, California, US : PLOS - Bd. 11 (2016), 8, Art.-Nr. e0161326, insges. 12 S.
Begutachteter Zeitschriftenartikel
Multi-class probabilistic active learning
Kottke, Daniel; Krempl, Georg; Lang, Dominik; Teschner, Sebastian; Spiliopoulou, Myra
In: ECAI 2016 , 2016 - Amsterdam : IOS Press, S. 586 - 594 - (Frontiers in artificial intelligence and applications; 285) [Kongress: 22nd European Conference on Artificial Intelligence, ECAI 2016, The Hague, The Netherlands, 29 August-2 September, 2016]
2015
Buchbeitrag
Probabilistic active learning in datastreams
Kottke, Daniel; Krempl, Georg; Spiliopoulou, Myra
In: Advances in intelligent data analysis XIV - Cham [u.a.] : Springer . - 2015, S. 145-157 - (Lecture notes in computer science; 9385)
Buchbeitrag
Forgetting methods for incremental matrix factorization in recommender systems
Matuszyk, Pawel; Vinagre, João; Spiliopoulou, Myra; Jorge, Alípio Mário; Gama, João
In: Proceedings of the 30th Annual ACM Symposium on Applied Computing 2015 - New York, NY : ACM, S. 947-953
Buchbeitrag
Ageing-based multinomial naive bayes classifiers over opinionated data streams
Wagner, Sebastian; Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Machine Learning and Knowledge Discovery in Databases , 1st ed. 2015 - Cham [u.a.] : Springer ; Appice, Annalisa, S. 401-416 - (Lecture notes in computer science; 9284)
Buchbeitrag
Clustering-based optimised probabilistic active learning (COPAL)
Krempl, Georg; Ha, Tuan Cuong; Spiliopoulou, Myra
In: Discovery Science , 1st ed. 2015 - Cham : Springer ; Japkowicz, Nathalie, S. 101-115 - (Lecture notes in computer science; 9356)
Buchbeitrag
Semi-supervised learning for stream recommender systems
Matuszyk, Pawel; Spiliopoulou, Myra
In: Discovery Science , 1st ed. 2015 - Cham : Springer ; Japkowicz, Nathalie, S. 131-145 - (Lecture notes in computer science; 9356)
Begutachteter Zeitschriftenartikel
Discovering and monitoring product features and the opinions on them with OPINSTREAM
Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Neurocomputing - Amsterdam : Elsevier - Vol. 150.2015, Part A, S. 318-330
Begutachteter Zeitschriftenartikel
Predicting the post-treatment recovery of patients suffering from traumatic brain injury (TBI)
Siddiqui, Zaigham Faraz; Krempl, Georg; Spiliopoulou, Myra; Pena, Jose M.; Paul, Nuria; Maestro, Fernando
In: Brain Informatics - Heidelberg : Springer, Bd. 2 (2015), Heft 1, S. 33-44
Begutachteter Zeitschriftenartikel
Learning relational user profiles and recommending items as their preferences change
Siddiqui, Zaigham Faraz; Tiakas, Eleftherios; Symeonidis, Panagiotis; Spiliopoulou, Myra; Manolopoulos, Yannis
In: International journal on artificial intelligence tools - Singapore [u.a.] : World Scientific Publ. - Vol. 24.2015, 2, Art. 1540009, insgesamt 31 S.
Begutachteter Zeitschriftenartikel
Incremental active opinion learning over a stream of opinionated documents
Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Arxiv - Ithaca, NY : Cornell University . - 2015, insges. 10 S. [Kongress: WISDOM'15 ; (Sidney) : 2015.08.10]
Begutachteter Zeitschriftenartikel
Can we classify the participants of a longitudinal epidemiological study from their previous evolution?
Niemann, Uli; Hielscher, Tommy; Spiliopoulou, Myra; Völzke, Henry; Kühn, Jens-Peter
In: 2015 IEEE 28th International Symposium on Computer-Based Medical Systems - Piscataway, NJ : IEEE ; Traina, Caetano, S. 121-126
Begutachteter Zeitschriftenartikel
A framework for validating the merit of properties that predict the influence of a twitter user
Räbiger, Stefan; Spiliopoulou, Myra
In: Expert systems with applications - Amsterdam [u.a.] : Elsevier Science, Bd. 42 (2015), Heft 5, S. 2824-2834
Begutachteter Zeitschriftenartikel
Extracting opinionated (sub)features from a stream of product reviews using accumulated novelty and internal re-organization
Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Information sciences - New York, NY : Elsevier Science Inc. . - 2015
Dissertation
Understanding and monitoring attitudes of product properties over time
Zimmermann, Max; Spiliopoulou, Myra
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2015, XIV, 185 S.
2014
Buchbeitrag
A semi-supervised self-adaptive classifier over opinionated streams
Zimmerann, M.; Ntoutsi, E.; Spiliopoulou, Myra
In: IEEE International Conference on Data Mining workshop (ICDMW), 2014: 14 Dec. 2014, Shenzhen, China - Piscataway, NJ: IEEE, S. 425-432
Buchbeitrag
Predicting the performance of collaborative filtering algorithms
Matuszyk, Pawel; Spiliopoulou, Myra
In: Proceedings of the 4th International Conference on Web Intelligence, Mining and Semantics (WIMS14) - New York, NY: ACM, 2014, Art. 38, insgesamt 6 S.
Buchbeitrag
Hoeffding-CF - neighbourhood-based recommendations on reliably similar users
Matuszyk, Pawel; Spiliopoulou, Myra
In: User modeling, adaptation and personalization: 22nd international conference, UMAP 2014, Aalborg, Denmark, July 7-11, 2014 ; proceedings - Berlin [u.a.]: Springer, S. 146-157 - (Lecture notes in computer science; 8538)
Buchbeitrag
Using participant similarity for the classification of epidemiological data on hepatic steatosis
Hielscher, Tommy; Spiliopoulou, Myra; Völzke, Henry; Kühn, Jens-Peter
In: 2014 IEEE 27th International Symposium on Computer-Based Medical Systems (CBMS): 27 - 29 May 2014, New York, New York, USA - Piscataway, NJ: IEEE, insges. 7 S.Kongress: CBMS 27 (New York : 2014.05.27-29)
Buchbeitrag
Interactive medical miner - interactively exploring subpopulations in epidemiological datasets
Niemann, Uli; Spiliopoulou, Myra; Völzke, Henry; Kühn, Jens-Peter
In: Machine Learning and Knowledge Discovery in Databases / Calders , Toon - Berlin, Heidelberg : Springer . - 2014, S. 460-463 - (Lecture notes in computer science; 8726) Kongress: ECML PKDD 2014 Nancy, France 2014.09.15-19
Buchbeitrag
Are some brain injury patients improving more than others?
Siddiqui, Zaigham Faraz; Krempl, Georg; Spiliopoulou, Myra; Peña, Jose M.; Paul, Nuria; Maestu, Fernando
In: Brain Informatics and Health / Slezak , Dominik - Cham [u.a.] : Springer . - 2014, S. 376-387 - (Lecture notes in computer science; 8609) Kongress: BIH 2014 Warsaw, Poland 2014.08.11-14
Buchbeitrag
Adaptive semi supervised opinion classifier with forgetting mechanism
Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Proceedings of the 29th Annual ACM Symposium on Applied Computing 2014: Gyeongju, Korea, March 24 - 28, 2014 - New York, NY: ACM, S. 805-812Kongress: SAC 29 (Gyeongju : 2014.03.24-28)
Buchbeitrag
xStreams - recommending items to users with time-evolving preferences
Siddiqui, Zaigham Faraz; Tiakas, Eleftherios; Symeonidis, Panagiotis; Spiliopoulou, Myra; Manolopoulos, Yannis
In: Proceedings of the 4th International Conference on Web Intelligence, Mining and Semantics (WIMS14) - New York, NY: ACM, 2014, Art. 22, insgesamt 12 S.
Buchbeitrag
Probabilistic active learning - a short proposition
Krempl, Georg; Kottke, Daniel; Spiliopoulou, Myra
In: ECAI 2014: 21st European Conference on Artificial Intelligence, 18-22 August 2014, Prague, Czech Republic ; including Prestigious applications of intelligent systems (PAIS 2014) ; proceedings - Amsterdam [u.a.]: IOS Press, S. 1049-1050 - (Frontiers in artificial intelligence and applications; 263)Kongress: PAIS 2014 (Prague : 2014.08.18-22)
Buchbeitrag
Probabilistic active learning - towards combining versatility, optimality and efficiency
Krempl, Georg; Kottke, Daniel; Spiliopoulou, Myra
In: Discovery Science / Džeroski , Sašo - Cham [u.a.] : Springer ; Džeroski, Sašo *1968-* . - 2014, S. 168-179 - (Lecture Notes in Computer Science; 8777) Kongress: DS 2014 17 Bled, Slovenia 2014.10.08-10
Buchbeitrag
Mining longitudinal epidemiological data to understand a reversible disorder
Hielscher, Tommy; Spiliopoulou, Myra; Völzke, Heinz; Kühn, Jens-Peter
In: Advances in Intelligent Data Analysis XIII / Blockeel , Hendrik - Cham [u.a.] : Springer ; Blockeel, Hendrik . - 2014, S. 120-130 - (Lecture Notes in Computer Science; 8819) Kongress: IDA 2014 13 Leuven, Belgium 2014.10.30-11.01
Buchbeitrag
Selective forgetting for incremental matrix factorization in recommender systems
Matuszyk, Pawel; Spiliopoulou, Myra
In: Discovery Science / Džeroski , Sašo - Cham [u.a.] : Springer ; Džeroski, Sašo *1968-* . - 2014, S. 204-215 - (Lecture Notes in Computer Science; 8777) Kongress: DS 2014 17 Bled, Slovenia 2014.10.08-10
Begutachteter Zeitschriftenartikel
Subpopulation discovery in epidemiological data with subspace clustering
Niemann, Uli; Spiliopoulou, Myra; Völzke, Henry; Kühn, Jens-Peter
In: Foundations of computing and decision sciences - Berlin: de Gruyter Open, Bd. 39 (2014), 4, S. 271-300
Begutachteter Zeitschriftenartikel
Summarizing dynamic Social Tagging Systems
Gabriel, Hans-Henning; Spiliopoulou, Myra; Nanopoulos, Alexandros
In: Expert systems with applications: an international journal - Amsterdam [u.a.]: Elsevier Science, Bd. 41.2014, 2, S. 457-469
Begutachteter Zeitschriftenartikel
Learning and inspecting classification rules from longitudinal epidemiological data to identify predictive features on hepatic steatosis
Niemann, Uli; Völzke, Henry; Kühn, Jens-Peter; Spiliopoulou, Myra
In: Expert systems with applications: an international journal - Amsterdam [u.a.]: Elsevier Science, Bd. 41 (2014), 11, S. 5405-5415
Begutachteter Zeitschriftenartikel
Open challenges for data stream mining research
Krempl, Georg; Zliobaite, Indre; Brzezinski, Dariusz; Hüllermeier, Eyke; Last, Mark; Lemaire, Vincent; Noack, Tino; Shaker, Ammar; Sievi, Sonja; Spiliopoulou, Myra; Stefanowski, Jerzy
In: ACM SIGKDD explorations newsletter - New York, NY: ACM, Bd. 16.2014, 1, insges. 10 S.
Herausgeberschaft
Data analysis, machine learning and knowledge discovery
Spiliopoulou, Myra; Schmidt-Thieme, Lars; Janning, Ruth
In: Heidelberg [u.a.]: Springer, 2014, XXI, 470 S., graph. Darst. - (Studies in classification, data analysis, and knowledge organization)Kongress: Annual Conference of the German Classification Society 36 (Hildesheim : 2012.08.01-03)
2013
Buchbeitrag
Correcting the usage of the hoeffding inequality in stream mining
Matuszyk, Pawel; Krempl, Georg; Spiliopoulou, Myra
In: Advances in Intelligent Data Analysis XII / Tucker , Allan - Berlin, Heidelberg : Springer ; Tucker, Allan . - 2013, S. 298-309 - (Lecture Notes in Computer Science; 8207) Kongress: IDA 2013 12 London 2013.10.17-19
Buchbeitrag
Classification of benign and malignant DCE-MRI breast tumors by analyzing the most suspect region
Saalfeld, Sylvia; Niemann, Uli; Preim, Uta; Preim, Bernhard; Spiliopoulou, Myra
In: Bildverarbeitung für die Medizin 2013 / Meinzer , Hans-Peter - Berlin, Heidelberg : Springer ; Meinzer, Hans-Peter, S. 45-50 Kongress: Bildverarbeitung für die Medizin Heidelberg 2013.03.03-05
Buchbeitrag
Framework for storing and processing relational entities in stream mining
Matuszyk, Pawel; Spiliopoulou, Myra
In: Advances in knowledge discovery and data mining ; Pt. 2. - Berlin [u.a.] : Springer, S. 497-508, 2013 - (Lecture Notes in Computer Science; 7819)Kongress: PAKDD 2013; 17 (Gold Coast, Australia) : 2013.04.14-17
Buchbeitrag
Extracting opinionated (sub)features from a stream of product reviews
Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Discovery Science / Fürnkranz , Johannes - Berlin, Heidelberg : Springer . - 2013, S. 340-355 - (Lecture notes in computer science; 8140) Kongress: DS 16 Singapore 2013.10.06-09
Begutachteter Zeitschriftenartikel
Reference process flows for telecommunication companies
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Business & information systems engineering. - Wiesbaden : Gabler, Bd. 5.2013, 2, S. 83-96
Begutachteter Zeitschriftenartikel
Referenzprozessabläufe für Telekommunikationsunternehmen
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Wirtschaftsinformatik. - Berlin : Springer, Bd. 55.2013, 2, S. 83-97
Dissertation
Mining perennial objects
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2013, XXII, 173 S., graph. Darst.
Dissertation
Entwicklung einer referenzmodellbasierten Unternehmensarchitektur für die Telekommunikationsindustrie
Czarnecki, Christian; Spiliopoulou, Myra; Turowski, Klaus
In: Zugl.: Magdeburg, Univ., Fak. für Informatik, Diss., 2013: Berlin: Logos-Verl., XX, 204 S., graph. Darst., 24 cm
Konferenz/Aufsatz
Visually summarizing semantic evolution in document streams with topic table
Gohr, Andrè; Spiliopoulou, Myra; Hinneburg, Alexander
In: Knowledge discovery, knowledge engineering and knowledge management - Berlin: Springer, 2013 . - 2013, S. 136-150
2012
Buchbeitrag
Transformation in Telecommunication - Analyse und Clustering von Real-life Projekten
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Multikonferenz Wirtschaftsinformatik 2012/ MKWI - Berlin: Gito . - 2012, S. 985-998
Buchbeitrag
Where are we going? - predicting the evolution of individuals
Siddiqui, Zaigham Faraz; Oliveira, Márcia; Gama, João; Spiliopoulou, Myra
In: Advances in intelligent data analysis XI. - Berlin [u.a.] : Springer, S. 357-368, 2012 - (Lecture Notes in Computer Science; 7619)Kongress: IDA 2012; 11 (Helsinki) : 2012.10.25-27
Buchbeitrag
Discovering global and local bursts in a stream of news
Zimmermann, max; Ntoutsi, Irene; Siddiqui, Zaigham Faraz; Spiliopoulou, Myra; Kriegel, Hans-Peter
In: The 27th annual ACM Symposium on Applied Computing. - New York, NY : ACM, S. 807-812, 2012Kongress: SAC; 27 (Riva del Garda, Italy) : 2012.03.26-30
Buchbeitrag
Tranformation in Telecummunication - Analyse und Clustering von Real-life Projekten
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Multikonferenz Wirtschaftsinformatik 2012. - Berlin : Gito, S. 985-997Kongress: MKWI; (Braunschweig) : 2012.02.29-03.02
Buchbeitrag
Framework for computer aided analysis of medical protocols in a hospital
Schult, Rene; Matuszyk, Pawel; Spiliopoulou, Myra
In: HEALTHINF 2012. - SciTePress, S. 225-230Kongress: HEALTHINF; (Vilamoura, Portugal) : 2012.02.01-04
Dissertation
Knowledge representation with condensed set-valued attributes
Rügheimer, Frank Christopher; Kruse, Rudolf; Spiliopoulou, Myra
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2012, XI, 178 S., graph. Darst.
Dissertation
Label monitoring on document streams
Schult, René; Spiliopoulou, Myra; Nürnberger, Andreas
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2012, 101 Bl., graph. Darst.
Herausgeberschaft
LWA 2011 - Otto-von-Guericke-Universität Magdeburg, 28. - 30. September 2011 - technical report ; report of the symposium "Lernen, Wissen, Adaptivität 2011" of the GI special interest groups KDML, IR and WM
Spiliopoulou, Myra; Nürnberger, Andreas; Schult, Rene
In: Magdeburg: Univ., 2011; Online-Ressource (PDF-Datei: 324 S.)Kongress: LWA; (Magdeburg) : 2011.09.28-30
Originalartikel in begutachteter internationaler Zeitschrift
A holistic framework for the implementation of a next generation network
Czarnecki, Christian; Spiliopoulou, Myra
In: International journal of business information systems: IJBIS - Olney, Bucks.: Inderscience Enterprises, 2005, Bd. 9.2012, 4, S. 385-401
Originalartikel in begutachteter internationaler Zeitschrift
Guest editorial: special issue on a decade of mining the Web
Spiliopoulou, Myra; Mobasher, Bamshad; Nasraoui, Olfa; Zaiane, Osmar
In: Data mining and knowledge discovery : DMKD. - Norwell, Mass : Springer Science + Business Media, LCC, Bd. 24.2012, 3, S. 473-477
Originalartikel in begutachteter zeitschriftenartiger Reihe
A semi-supervised incremental clustering algorithm for streaming data
Halkidi, Maria; Spiliopoulou, Myra; Pavlou, Aikaterini
In: Advances in knowledge discovery and data mining. - Berlin [u.a.] : Springer, S. 578-590, 2012 - (Lecture notes in computer science; 7301)Kongress: PAKDD; 16 (Kuala Lumpur, Malaysia) : 2012.05.29-06.01
2011
Buchbeitrag
Making business systems in the telecommunication industry more customer-oriented
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Information Systems Development. - New York, NY : Springer Science+Business Media, LLC, S. 169-180, 2011
Buchbeitrag
Evolution in social networks - a survey
Spiliopoulou, Myra
In: Social network data analytics. - New York, NY [u.a.] : Springer, S. 149-170, 2011
Habilitation
Text mining and applications in life sciences
Hinneburg, Alexander; Brass, Stefan; Seidl, Thomas; Spiliopoulou, Myra
In: Halle Univ., Naturwissenschaftliche Fakultät III, Habil.-Schr., 2011, Online-Ressource (152 S. = 2,57 mb)
Artikel in Kongressband
Prediction of surgery duration using empirical anesthesia protocols
Schult, Rene; Matuszyk, Pawel; Spiliopoulou, Myra
In: The first International Workshop on Knowledge Discovery in Health Care and Medicine. - Athen, insges. 12 S., 2011Kongress: KDHCM; 1 (Athen) : 2011.09.09
Artikel in Kongressband
A data generator for multi-stream data
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra; Panagiotis, Symeonidis; Eleftherios, Tiakas
In: The second International Workshop on Mining Ubiquitous and Social Environments, MUSE '11, September 5, 2011 Athens, Greece, insges. 8 S.
Originalartikel in begutachteter zeitschriftenartiger Reihe
On the distinctiveness of tags in collaborative tagging systems
Gohr, André; Hinneburg, Alexander; Spiliopoulou, Myra; Usbeck, Ricardo
In: Proceedings of the International Conference on Web Intelligence, Mining and Semantics, WIMS'11. - New York : ACM, insges. 5 S., 2011
Originalartikel in begutachteter zeitschriftenartiger Reihe
Classification rule mining for a stream of perennial objects
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Proceedings of the 5th international conference on Rule-based reasoning, programming, and applications, Barcelona, 2011
Originalartikel in begutachteter zeitschriftenartiger Reihe
Extracting cross references from life science databases for search result ranking
Bachmann, Anja; Schult, René; Spiliopoulou, Myra
In: Proceedings of the 2011 ACM International Conference on Information and Knowledge Management & co-located workshops. - New York, NY : ACM, S. 1253-1258
Originalartikel in begutachteter zeitschriftenartiger Reihe
Query-Sets ++ - a scalable approach for modeling web sites
Poblete, Barbara; Spiliopoulou, Myra; Mendoza, Marcelo
In: String processing and information retrieval. - Heidelberg [u.a.] : Springer, S. 129-134, 2011 - (Lecture notes in computer science; 7024)Kongress: SPIRE; 18 (Pisa) : 2011.10.17-21
Originalartikel in begutachteter zeitschriftenartiger Reihe
Dealing with concept drift and class imbalance in multi-label stream classification
Spyromitros Xioufis, Eleftherios; Spiliopoulou, Myra; Tsoumakas, Grigorios; Vlahavas, Ioannis
In: Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence ; Vol. 2. - Menlo Park, Calif. : AAAI Press [u.a.], S. 1583-1588, 2011Kongress: IJCAI; 22 (Barcelona, Spain) : 2011.07.16-22
Originalartikel in begutachteter zeitschriftenartiger Reihe
Summarization meets visualization on online social networks
Gabriel, Hans-Henning; Spiliopoulou, Myra; Stachtiari, Emmanouela; Vakali, Athina
In: IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT), 2011. - Piscataway, NJ : IEEE, S. 475-478Kongress: WI-IAT 2011; (Lyon, France) : 2011.08.22-27
Originalartikel in begutachteter zeitschriftenartiger Reihe
Summarizing cluster evolution in dynamic environments
Ntoutsi, Irene; Spiliopoulou, Myra; Theodoridis, Yannis
In: Computational science and its applications - ICCSA 2011 ; Pt. 2. - Berlin [u.a.] : Springer, S. 562-577 - (Lecture notes in computer science; 6783)Kongress: ICCSA; 11 (Santander) : 2011.06.20-23
Originalartikel in begutachteter zeitschriftenartiger Reihe
Online clustering of high-dimensional trajectories under concept drift
Krempl, Georg; Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Machine learning and knowledge discovery in databases ; Pt. 2. - Heidelberg [u.a.] : Springer, S. 261-276, 2011 - (Lecture notes in computer science; 6912)Kongress: ECML PKDD; (Athens) : 2011.09.05-09
2010
Buchbeitrag
Eigenvector-based clustering using aggregated similarity matrices
Gabriel, Hans-Henning; Spiliopoulou, Myra; Nanopoulos, Alexandros
In: Applied computing 2010. - New York, NY : ACM, S. 1083-1087Kongress: ACM Symposium on Applied Computing; 25 (Sierre, Switzerland) : 2010.03.22-26
Buchbeitrag
Wissensmanagement kleiner und mittelständischer Unternehmen in Zeiten demographischen Wandels
Peters, Sibylle; Spengler, Thomas; Spiliopoulou, Myra
In: Wertschöpfungsmanagement im Mittelstand. - Wiesbaden : Gabler, S. 43-69, 2010
Dissertation
Ontology learning from semi-structured Web documents
Brunzel, Marko; Spiliopoulou, Myra
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2010, XIII, 223 S., graph. Darst., 30 cm
Herausgeberschaft
Special issue: 13th International Conference on Natural Language and Information Systems (NLDB 2008) - five selected and extended papers
Kapetanios, Epaminondas; Sugumaran, V.; Spiliopoulou, Myra
In: St. Louis, Mo.: Elsevier, 2010; S. 249-316 - (Data & knowledge engineering; 69.2010,3)Kongress: International Conference on Natural Language and Information Systems ; 13 (London, UK) : 2008.06.24-27NLDB; 13 (London, UK) : 2008.06.24-27
Konferenz/Aufsatz
Visually summarizing the evolution of documents under a social tag
Gohr, Andre; Spiliopoulou, Myra; Hinneburg, Alexander
In: Proceedings of the International Conference on Knowledge Discovery and Information Retrieval. - [S.l.] : SciTePress, S. 85-94, 2010
Originalartikel in begutachteter internationaler Zeitschrift
Services in electronic telecommunication markets: a framework for planning the virtualization of processes
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Electronic markets: the international journal on networked business - Heidelberg: Springer, 1991, Bd. 20.2010, 3/4, S. 197-207
Originalartikel in begutachteter internationaler Zeitschrift
Privacy-preserving query log mining for business confidentiality protection
Poblete, Barbara; Spiliopoulou, Myra; Baeza-Yates, Ricardo
In: ACM transactions on the web. - New York, NY : ACM, Bd. 4.2010, 3, insges. 20 S.
Originalartikel in begutachteter internationaler Zeitschrift
Novel data stream pattern mining report on the StreamKDD'10 workshop
Dunham, Margaret H.; Hahsler, Michael; Spiliopoulou, Myra
In: SIGKDD explorations. - New York, NY : ACM, Bd. 12.2010, 2, S. 54-55
Originalartikel in begutachteter zeitschriftenartiger Reihe
Automated constraint selection for semi-supervised clustering algorithm
Ruiz, Carlos; Carlos, G. Vallejo; Spiliopoulou, Myra; Menasalvas, Ernestina
In: Current topics in artificial intelligence. - Berlin [u.a.] : Springer, S. 151-160, 2010 - (Lecture notes in computer science ; 5988)Kongress: CAEPIA; 13 (Seville) : 2009.11.09-13
Originalartikel in begutachteter zeitschriftenartiger Reihe
Tree Induction over Perennial Objects
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Scientific and Statistical Database Management, 22nd International Conference, SSDBM 2010, Heidelberg, Germany, June 30-July 2, Proceedings
Originalartikel in begutachteter zeitschriftenartiger Reihe
Stream Clustering of Growing Objects
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Discovery Science, 12th International Conference, DS 2009, Porto, Portugal, October 3-5, 2009, Proceedings
2009
Buchbeitrag
How does the implementation of a next generation network influence a telecommunication company?
Czarnecki, Christian; Heuser, Marcus; Spiliopoulou, Myra
In: Online Proceedings of the European and Mediterranean Conference on Information Systems (EMCIS). - Brunel University, insges. 11 S., 2009[Track: Enterprise Systems, Artikel C34]
Herausgeberschaft
Advances in Web Mining and Web Usage Analysis
Nasraoui, Olfa; Spiliopoulou, Myra; Srivastava, Jaideep; Mobasher, Bamshad; Masand, Brij
In: 8th Int.\ Workshop on Knowledge Discovery on the Web, WebKDD 2008, Revised Papers
Herausgeberschaft
Knowledge discovery enhanced with semantic and social information
Berendt, Bettina; Mladenič, Dunja; Gemmis, Marco; Semeraro, Giovanni; Spiliopoulou, Myra; Stumme, Gerd; Svátek, Vojtěch; Železný, Filip
In: Heidelberg: Springer, 2009, X, 143 S. - (Studies in computational intelligence; Vol. 220), ISBN: 978-3-642-01890-9 Kongress: European Conference on Principles and Practice of Knowledge Discovery in Databases 11 Warsaw 2007.09.17-21
Herausgeberschaft
Advances in web mining and web usage analysis - 9th International Workshop on Knowledge Discovery on the Web, WebKDD 2007 and 1st International Workshop on Social Networks Analysis, SNA-KDD 2007, San Jose, CA, USA, August 12-15, 2007 ; revised papers
Zhang, Haizheng; Spiliopoulou, Myra; Mobasher, Bamshad; Giles, C. Lee; McCallum, Andrew; Nasraoui, Olfa; Srivastava, Jaideep; Yen, John
In: Heidelberg [u.a.]: Springer, 2009, X, 153 S. - (Lecture notes in computer science; 5439; Lecture notes in artificial intelligence), ISBN: 978-3-642-00527-5 Kongress: International Workshop on Social Networks Analysis 1 San Jose, CA 2007.08.12-15
Konferenz/Aufsatz
Topic evolution in a stream of documents
Gohr, André; Hinneburg, Alexander; Schult, René; Spiliopoulou, Myra
In: Proceedings of the Ninth SIAM International Conference on Data Mining , 2009 , [Elektronische Ressource] - Philadelphia : SIAM, insges. 12 S.
Artikel in Kongressband
Finding stops in error-prone tTrajectories of moving objects with time-based clustering
Zimmermann, Max; Spiliopoulou, Myra; Kirste, Thomas
In: IMC 2009. - [Marburg] : Blista, S. 275-286Kongress: IMC 2009; 13 (Marburg) : 2009.07.14-17
Originalartikel in begutachteter internationaler Zeitschrift
Density-based semi-supervised clustering
Ruiz, Carlos; Spiliopoulou, Myra; Menasalvas, Ernestina
In: Data mining and knowledge discovery. - Dordrecht [u.a.] : Springer Science + Business Media B.V, 2009
Originalartikel in begutachteter internationaler Zeitschrift
On Exploiting the Power of Time in Data Mining
Böttcher, Mirko; Höppner, Frank; Spiliopoulou, Myra
In: SIGKDD Explorations, 2008
Originalartikel in begutachteter internationaler Zeitschrift
Tracing cluster transitions for different cluster types
Ntoutsi, Irene; Spiliopoulou, Myra; Theodoridis, Yannis
In: Control and cybernetics. - Warszawa : SRI PAS, Bd. 38.2009, 1, S. 239-259
Originalartikel in begutachteter internationaler Zeitschrift
Website Privacy Preservation for Query Log Publishing
Poblete, Barbara; Spiliopoulou, Myra; Baeza-Yates, Ricardo
In: Privacy, Security, and Trust in KDD - First ACM SIGKDD International Workshop, PinKDD 2007, San Jose, CA, USA, August 12, 2007, Revised, Selected Papers
Originalartikel in begutachteter zeitschriftenartiger Reihe
Combining Multiple Interrelated Streams for Incremental Clustering
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Scientific and Statistical Database Management, 21st International Conference, SSDBM 2009, New Orleans, LA, USA, June 2-4, 2009, Proceedings
Originalartikel in begutachteter zeitschriftenartiger Reihe
Imprecision, diversity and uncertainty - disentangling theads in uncertainty management
Spiliopoulou, Myra; Keulen, Maurice van; Lenz, Hans-Joachim; Wijsen, Jef; Renz, Matthias; Kruse, Rudolf; Stern, Mirco
In: Uncertainty mnagement in information systems. - [Wadern] : Leibnitz-Zentrum für Informatik, insges. 3 S., 2009 - (Dagstuhl seminar proceedings; 08421)Kongress: Dagstuhl Seminar; : (Wandern) ; 2008.10.12-17
Originalartikel in begutachteter zeitschriftenartiger Reihe
Spectral clustering in social-tagging systems
Nanopoulos, Alexandros; Gabriel, Hans-Henning; Spiliopoulou, Myra
In: Web information systems engineering - WISE 2009. - Berlin [u.a.] : Springer, S. 87-100 - (Lecture notes in computer science; 5802)Kongress: WISE; 10 (Poznan) : 2009.10.05-07
Originalartikel in begutachteter zeitschriftenartiger Reihe
Discovering groups of sibling terms from web documents with XTREEM-SG
Brunzel, Marko; Spiliopoulou, Myra
In: , S. 126-155, 2008 - (Lecture notes in computer science; 5383)Kongress: EKAW 2006; 15 (Podebrady, Czech Republic) : 2006.10.
Originalartikel in begutachteter zeitschriftenartiger Reihe
C-DenStream - using domain knowledge on a data stream
Ruiz, Carlos; Menasalvas, Ernestina; Spiliopoulou, Myra
In: Discovery science. - Berlin [u.a.] : Springer, S. 287-301, 2009 - (Lecture notes in computer science; 5808)Kongress: DS; 12 (Porto) : 2009.10.03-05
2008
Buchbeitrag
Understanding change before adaption - tracing changes over a stream of data
Spiliopoulou, Myra
In: LWA 2007 - Lernen, Wissen, Adaption, Halle, September 2007 ; Workshop Proceedings , 2007 - Halle : Martin-Luther-Univ. Halle-Wittenberg, Inst. for Informatics, Databases and Information Systems, S. 10 Kongress: Lernen, Wissen, Adaption Halle 2007.09.24-26
Buchbeitrag
Understanding change before adaption - tracing changes over a stream of data
Spiliopoulou, Myra
In: LWA 2007 - Lernen, Wissen, Adaption, Halle, September 2007 ; Workshop Proceedings/ LWA - Halle: Martin-Luther-Univ. Halle-Wittenberg, Inst. for Informatics, Databases and Information Systems . - 2007, S. 10Kongress: Lernen, Wissen, Adaption (Halle : 2007.09.24-26)
Herausgeberschaft
WebKDD'08 - 10 years of knowledge discovery on the web ; 10th International Workshop on Knowledge Discovery on the Web in conjunction with the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2008), August 24, 2008, Las Vegas, Nevada, USA ; proceedings
Nasraoui, Olfa; Spiliopoulou, Myra; Zaiane, Osmar; Srivastava, Jaideep; Mobasher, Bamshad
In: Las Vegas, 2008Kongress: WebKDD; 10 (Las Vegas) : 2008.08.24International Workshop on Knowledge Discovery on the Web; 10 (Las Vegas) : 2008.08.24
Herausgeberschaft
Natural language and information systems - 13th International Conference on Applications of Natural Language to Information Systems, NLDB 2008 London, UK, June 24-27, 2008 ; proceedings
Kapetanios, Epaminondas; Sugumaran, Vijayan; Spiliopoulou, Myra
In: Heidelberg [u.a.]: Springer, 2008, XIX, 386 S. - (Lecture notes in computer science; 5039), ISBN: 978-3-540-69857-9 Kongress: International Conference on Applications of Natural Language to Information Systems 13 London 2008.06.24-27
Artikel in Kongressband
Studying community dynamics with an incremental graph mining algorithm
Falkowski, Tanja; Barth, Anja; Spiliopoulou, Myra
In: 14th Americas Conference on Information Systems. - Red Hook, NY : Curran, insges. 11 S., 2008Kongress: AMCIS 2008; 14 (Toronto) : 2008.08.14-17
Originalartikel in begutachteter internationaler Zeitschrift
Higher order mining
Roddick, John F.; Spiliopoulou, Myra; Lister, Daniel; Ceglar, Aaron
In: SIGKDD explorations: newsletter of the Special Interest Group (SIG) on Knowledge Discovery & Data Mining / Association for Computing Machinery: newsletter of the Special Interest Group (SIG) on Knowledge Discovery & Data Mining/ Association for Computing Machinery - New York, NY: ACM, Bd. 10 (2008), 1, S. 5-17
Originalartikel in begutachteter internationaler Zeitschrift
On exploiting the power of time in data mining
Bötcher, Mirko; Höppner, Frank; Spiliopoulou, Myra
In: SIGKDD explorations. - New York, NY : ACM, Bd. 10.2008, 2, S. 3-11
Originalartikel in begutachteter nationaler Zeitschrift
Contributing to market monitoring with topic evolution monitoring
Schult, Rene; Spiliopoulou, Myra
In: Datenbank-Spektrum. - Berlin : Springer, Bd. 8.2008, 25, S. 23-30
Originalartikel in begutachteter zeitschriftenartiger Reihe
Lifelong knowledge acquisition with topic monitoring
Spiliopoulou, Myra; Schult, Rene
In: Informatik 2008 ; Bd. 1: [Workshop E-Government und Digitale Archive - Workshop Gesundheitstelematik und eGK - Workshop SOA und EU-Dienstleistungsrichtlinie in der Öffentlichen Verwaltung - Workshop Security for Web Services and SOA - Workshop Software, Services und Plattformen für Neue Infrastrukturen in der Telekommunikation - Workshop Modellbasiertes Testen - Workshop Informationssysteme mit Open Source - Workshop Mobile and Embedded Interactive Systems - Workshop Vorgehensmodelle in der Praxis - Workshop IT-gestütztes Wissensmanagement - Workshop Elektronische Wahlen, Elektronische Teilhabe, Societyware: Beherrschbare Systeme? Wünschenswerte Systeme? - Workshop Mobiles Spielen]. - Bonn : Ges. für Informatik, S. 378-385 - (GI-Edition)Kongress: Jahrestagung der Gesellschaft für Informatik e.V.; 38 (München) : 2008.09.08-13
Wissenschaftliche Monographie
Notes of knowledge discovery from evolving data
Spiliopoulou, Myra; Höppner, Frank; Boettcher, Mirko
In: Antwerp, 2008Kongress: European Conference on Machine Learning and Principles and practice of Knowledge Discovery in Databases; (Antwerp, Belgium) : 2008.09.15-19ECML PKDD 2008; (Antwerp, Belgium) : 2008.09.15-19
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