Publications for Data Mining in Tinnitus Research
- Jorge Piano Simoes, Stefan Schoisswohl, Winfried Schlee, Laura Basso, Alberto Bernal-Robledano, Benjamin Boecking, Rilana Cima, Sam Denys, Milena Engelke, Alba Escalera-Balsera, Alvaro Gallego-Martinez, Silvano Gallus, Dimitris Kikidis, Jose A Lopez-Escamez, Steven C Marcrum, Nikolaos Markatos, Juan Martin-Lagos, Marta Martinez-Martinez, Birgit Mazurek, Evgenia Vassou, Carlotta Micaela Jarach, Nicolas Mueller-Locatelli, Patrick Neff, Uli Niemann, Hafez Kader Omar, Clara Puga, Miro Schleicher, Vishnu Unnikrishna, Patricia Perez-Carpena, Rüdiger Pryss, Paula Robles-Bolivar, Matthias Rose, Martin Schecklmann, Tabea Schiele, Johannes Schobel, Myra Spiliopoulou, Sabine Stark, Carsten Vogel, Nina Wunder, Zoi Zachou, and Berthold Langguth.
The statistical analysis plan for the unification of treatments and interventions for tinnitus patients randomized clinical trial (UNITI-RCT). Trials, (24)1:472, Springer, 2023.
- Miro Schleicher, Petra Brüggemann, Benjamin Böcking, Uli Niemann, Birgit Mazurek, and Myra Spiliopoulou.
Parsimonious predictors for medical decision support: Minimizing the set of questionnaires used for tinnitus outcome prediction. Expert Systems with Applications, (239):122336, Elsevier BV, April 2023. URL
- Petra Brueggemann, Wilhelm Mebus, Benjamin Boecking, Nyamaa Amarjargal, Uli Niemann, Myra Spiliopoulou, Christian Dobel, Matthias Rose, and Birgit Mazurek.
Dimensions of Tinnitus-Related Distress. Brain Sciences, (12)22022. URL
- Clara Puga, Miro Schleicher, Uli Niemann, Vishnu Unnikrishnan, Benjamin Boecking, Petra Brueggemann, Jorge Simoes, Berthold Langguth, Winfried Schlee, Birgit Mazurek, and Myra Spiliopoulou.
Juxtaposing Medical Centers Using Different Questionnaires Through Score Predictors. In
Andreas K. Maier (Eds.),
Frontiers in Neuroscience, (16)Frontiers Media SA, March 2022. URL
- Saijal Shahania, Vishnu Unnikrishnan, Rüdiger Pryss, Robin Kraft, Johannes Schobel, Ronny Hannemann, Winny Schlee, and Myra Spiliopoulou.
User-centric vs whole-stream learning for EMA prediction. 2021 IEEE 34th International Symposium on Computer-Based Medical Systems (CBMS), 307-312, June 2021.
- Clara Puga, Uli Niemann, Vishnu Unnikrishnan, Miro Schleicher, Winfried Schlee, and Myra Spiliopoulou.
Discovery of Patient Phenotypes through Multi-layer Network Analysis on the Example of Tinnitus. 2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA), 1--10, IEEE, 2021. URL
- Vishnu Unnikrishnan, Yash Shah, Miro Schleicher, Carlos Fernández-Viadero, Mirela Strandzheva, Doroteya Velikova, Plamen Dimitrov, Ruediger Pryss, Johannes Schobel, Winfried Schlee, and Myra Spiliopoulou.
Love thy Neighbours: A Framework for Error-Driven Discovery of Useful Neighbourhoods for One-Step Forecasts on EMA data. 2021 IEEE 34th International Symposium on Computer-Based Medical Systems (CBMS), 295-300, June 2021.
- Noor Jamaludeen, Vishnu Unnikrishnan, Ruediger Pryss, Johannes Schobel, Winfried Schlee, and Myra Spiliopoulou.
Circadian Conditional Granger Causalities on Ecological Momentary Assessment Data from an mHealth App. 2021 IEEE 34th International Symposium on Computer-Based Medical Systems (CBMS), 354-359, 2021.
- Subash Prakash, Vishnu Unnikrishnan, Rüdiger Pryss, Robin Kraft, Johannes Schobel, Ronny Hannemann, Berthold Langguth, Winfried Schlee, and Myra Spiliopoulou.
Interactive System for Similarity-Based Inspection and Assessment of the Well-Being of mHealth Users. Entropy, (23)122021. URL
- Uli Niemann, Petra Brueggemann, Benjamin Boecking, Matthias Rose, Myra Spiliopoulou, and Birgit Mazurek.
Phenotyping chronic tinnitus patients using self-report questionnaire data: cluster analysis and visual comparison. Scientific Reports, (10)1:16411, 2020. URL
- Uli Niemann, Benjamin Boecking, Petra Brueggemann, Birgit Mazurek, and Myra Spiliopoulou.
Gender-Specific Differences in Patients With Chronic Tinnitus—Baseline Characteristics and Treatment Effects. Frontiers in Neuroscience, (14):487, 2020. URL
- Vishnu Unnikrishnan, Miro Schleicher, Yash Shah, Noor Jamaludeen, Ruediger Pryss, Johannes Schobel, Robin Kraft, Winfried Schlee, and Myra Spiliopoulou.
The Effect of Non-Personalised Tips on the Continued Use of Self-Monitoring mHealth Applications. Brain Sciences, (10)122020. URL
- Uli Niemann, Benjamin Boecking, Petra Brueggemann, Wilhelm Mebus, Birgit Mazurek, and Myra Spiliopoulou.
Tinnitus-related distress after multimodal treatment can be characterized using a key subset of baseline variables. PLOS ONE, (15)1:1-18, Public Library of Science, January 2020. URL
- Miro Schleicher, Vishnu Unnikrishnan, Patrick Neff, Jorge Simoes, Thomas Probst, Rüdiger Pryss, Winfried Schlee, and Myra Spiliopoulou.
Understanding adherence to the recording of ecological momentary assessments in the example of tinnitus monitoring. Scientific Reports, (10)1Springer Science and Business Media LLC, December 2020. URL
- Uli Niemann, Petra Brueggemann, Benjamin Boecking, Birgit Mazurek, and Myra Spiliopoulou.
Development and internal validation of a depression severity prediction model for tinnitus patients based on questionnaire responses and socio-demographics. Scientific Reports, (10)1:4664, 2020. URL
- Christopher R. Cederroth, Silvano Gallus, Deborah A. Hall, Tobias Kleinjung, Berthold Langguth, Antonello Maruotti, Martin Meyer, Arnaud Norena, Thomas Probst, Rüdiger Pryss, Grant Searchfield, Giriraj Shekhawat, Myra Spiliopoulou, Sven Vanneste, and Winfried Schlee.
Editorial: Towards an Understanding of Tinnitus Heterogeneity. Frontiers in aging neuroscience, (11)2019.
- Rüdiger Pryss, Thomas Probst, Winfried Schlee, Johannes Schobel, Berthold Langguth, Patrick Neff, Myra Spiliopoulou, and Manfred Reichert.
Prospective crowdsensing versus retrospective ratings of tinnitus variability and tinnitus--stress associations based on the TrackYourTinnitus mobile platform. International Journal of Data Science and Analytics, (8)4:327--338, Nov 1, 2019. URL
- Rüdiger Pryss, Winfried Schlee, Burkhard Hoppenstedt, Manfred Reichert, Myra Spiliopoulou, Berthold Langguth, and Thomas Probst.
Applying Machine Learning on the
Daily Life Data of the TrackYourTinnitus mHealth Crowdsensing Platform
Predicts the Mobile Operating System with High Accuracy. 2019.
- Sourabh Dandage, Johannes Huber, Atin Janki, Uli Niemann, Rüdiger Pryss, Manfred Reichert, Steve Harrison, Markku Vessala, Winfried Schlee, Thomas Probst, and Myra Spiliopoulou.
Patient Empowerment Through Summarization of Discussion Threads on Treatments in a Patient Self-help Forum. In
Nicos Maglaveras, Ioanna Chouvarda, and Paulo de Carvalho (Eds.),
Precision Medicine Powered by pHealth and Connected Health: ICBHI 2017, Thessaloniki, Greece, 18-21 November 2017, 229-233, Springer Singapore, 2018. URL
- Rajeev Motwani, Manfred Reichert, Sven Kalle, Rüdiger Pryss, Winfried Schlee, Thomas Probst, Berthold Langguth, Michael Landgrebe, and Myra Spiliopoulou.
Studying the Potential of Multi-Target Classification on Patient Screening Data to Predict Dropout Cases. IEEE 31st International Symposium on Computer-Based Medical Systems (CBMS), 239 -243, 2018.
- Lakshmi Prasath Muniandi, Winfried Schlee, Rüdiger Pryss, Manfred Reichert, Johannes Schobel, Robin Kraft, and Myra Spiliopoulou.
Finding Tinnitus Patients with Similar Evolution of their Ecological Momentary Assessments. Proc. of the 31th IEEE Int. Symposium on Computer-Based Medical Systems (CBMS18), 112-117, 2018.
- Sven Kalle, Winfried Schlee, Rüdiger Pryss, Thomas Probst, Manfred Reichert, Berthold Langguth, and Myra Spiliopoulou.
Review of Smart Services for Tinnitus Self-Help, Diagnostics and Treatments. Frontiers in neuroscience, (12)2018.
- Rüdiger Pryss, Manfred Reichert, Winfried Schlee, Myra Spiliopoulou, Berthold Langguth, and Thomas Probst.
Differences between Android and iOS Users of the TrackYourTinnitus Mobile Crowdsensing mHealth Platform. IEEE 31st International Symposium on Computer-Based Medical Systems (CBMS), 411 -416, 2018.
- Rajeev Motwani, Sven Kalle, Rüdiger Pryss, Winfried Schlee, Thomas Probst, Berthold Langguth, Manfred Reichert, and Myra Spiliopoulou.
Studying the Potential of Multi-Target Classification on Patient Screening Data to Predict Dropout Cases. Proc. of the 31th IEEE Int. Symposium on Computer-Based Medical Systems (CBMS18), 239-243, 2018.
- Rüdiger Pryss, Thomas Probst, Winfried Schlee, Johannes Schobel, Berthold Langguth, Patrick Neff, Myra Spiliopoulou, and Manfred Reichert.
Prospective crowdsensing versus retrospective ratings of tinnitus variability and tinnitus–stress associations based on the TrackYourTinnitus mobile platform. International Journal of Data Science and Analytics, (8):327 -338, 2018.
- Ruediger C. Pryss, Thomas Probst, Winfried Schlee, Johannes Schobel, Berthold Langguth, Patrick Neff, Myra Spiliopoulou, and Manfred Reichert.
Mobile Crowdsensing for the Juxtaposition of Realtime Assessments and Retrospective Reporting for Neuropsychiatric Symptoms. Proc. of IEEE Symposium on Computer-Based Medical Systems (CBMS 2017), Thessaloniki, Greece, June 2017.
- Thomas Probst, Ruediger C. Pryss, Berthold Langguth, Myra Spiliopoulou, Michael Landgrebe, Markku Vesala, Stephen Harrison, Johannes Schobel, Manfred Reichert, Michael Stach, and Winfried Schlee.
Outpatient Tinnitus Clinic, Self-Help Web Platform, or Mobile Application to Recruit Tinnitus Study Samples?. Frontiers in Aging Neuroscience, (9):113, 2017. URL
- Thomas Probst, Ruediger C. Pryss, Berthold Langguth, Josef P. Rauschecker, Johannes Schobel, Manfred Reichert, Myra Spiliopoulou, Winfried Schlee, and Johannes Zimmermann.
Does Tinnitus Depend on Time-of-Day? An Ecological Momentary Assessment Study with the ``TrackYourTinnitus'' Application. Frontiers in Aging Neuroscience, (9):253, 2017. URL
- Arne Schneck, Sven Kalle, Rüdiger Pryss, Winfried Schlee, Thomas Probst, Berthold Langguth, Michael Landgrebe, Manfred Reichert, and Myra Spiliopoulou.
Studying the Potential of Multi-Target Classification to Characterize Combinations of Classes with Skewed Distribution. Proc. of IEEE Symposium on Computer-Based Medical Systems, Thessaloniki, Greece, 2017.
