Burkhardt Funk
Prof. Dr.
- Business informatics
Research areas
- 2025
- PublishedFrom Feedback to Formative Guidance: Leveraging LLMs for Personalized Support in Programming ProjectsGhoochani, F., Scharfenberger, J., Funk, B., Doublan, R., Jakharabhai Odedra, M. & Etsiwah, B., 12.06.2025, UMAP 2025 - Adjunct Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization. Conati, C., Narducci, F., Rossiello, G., Musto, C. & Vassileva, J. (eds.). Association for Computing Machinery, Inc, p. 398-403 6 p. (UMAP 2025 - Adjunct Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedThe promise and challenges of computer mouse trajectories in DMHIs – A feasibility study on pre-treatment dropout predictionsZantvoort, K., Matthiesen, J., Bjurner, P., Bendix, M., Brefeld, U., Funk, B. & Kaldo, V., 06.2025, In: Internet Interventions. 40, 7 p., 100828.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedCapitalizing on natural language processing (NLP) to automate the evaluation of coach implementation fidelity in guided digital cognitive-behavioral therapy (GdCBT)Zainal, N. H., Eckhardt, R., Rackoff, G. N., Fitzsimmons-Craft, E. E., Rojas-Ashe, E., Barr Taylor, C., Funk, B., Eisenberg, D., Wilfley, D. E. & Newman, M. G., 02.04.2025, In: Psychological Medicine. 55, e106.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedConstruct relation extraction from scientific papers: Is it automatable yet?Funk, B. & Scharfenberger, J., 07.01.2025, Proceedings of the 58th Hawaii International Conference on System Sciences, HICSS 2025. Bui, T. X. (ed.). Honolulu: University of Hawaii at Manoa, p. 4675-4684 10 p. (Hawaii International Conference on System Sciences (HICSS); vol. 2025).Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review 
- 2024
- PublishedEstimation of minimal data sets sizes for machine learning predictions in digital mental health interventionsZantvoort, K., Nacke, B., Görlich, D., Hornstein, S., Jacobi, C. & Funk, B., 12.2024, In: npj Digital Medicine. 7, 1, 10 p., 361.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedIdentifying clinically relevant agranulocytosis in people registered on the UK clozapine Central Non-Rechallenge Database: retrospective cohort studyOloyede, E., Bachmann, C. J., Dzahini, O., Lopez Alcaraz, J. M., Singh, S. D., Vallianatu, K., Funk, B., Whiskey, E. & Taylor, D., 11.2024, In: The British Journal of Psychiatry. 225, 5, p. 484-491 8 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedA Universal Digital Stress Management Intervention for Employees: Randomized Controlled Trial with Health-Economic EvaluationFreund, J., Smit, F., Lehr, D., Zarski, A. C., Berking, M., Riper, H., Funk, B., Ebert, D. D. & Buntrock, C., 22.10.2024, In: Journal of Medical Internet Research. 26, 13 p., e48481.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedUse of Machine-Learning Algorithms Based on Text, Audio and Video Data in the Prediction of Anxiety and Post-Traumatic Stress in General and Clinical Populations: A Systematic ReviewCiharova, M., Amarti, K., van Breda, W., Peng, X., Lorente-Català, R., Funk, B., Hoogendoorn, M., Koutsouleris, N., Fusar-Poli, P., Karyotaki, E., Cuijpers, P. & Riper, H., 01.10.2024, In: Biological Psychiatry. 96, 7, p. 519-531 13 p.Research output: Journal contributions › Scientific review articles › Research 
- PublishedDigitale Kontaktnachverfolgung bei Infektionskrankheiten: Projektstudie ZIL-KontaktDrews, P., Funk, B., Heger, J., Lehr, D., Zimmer, M. P. & Lemmer, K., 22.08.2024, Lüneburg: Leuphana Universität Lüneburg, 25 p.Research output: Working paper › Project reports › Transfer 
- E-pub ahead of printDataset size versus homogeneity: A machine learning study on pooling intervention data in e-mental health dropout predictionsZantvoort, K., Hentati Isacsson, N., Funk, B. & Kaldo, V., 15.05.2024, (E-pub ahead of print) In: Digital Health. 10, 10 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- 2023
- PublishedFinding the Best Match — a Case Study on the (Text‑) Feature and Model Choice in Digital Mental Health InterventionsZantvoort, K., Scharfenberger, J., Boß, L., Lehr, D. & Funk, B., 12.2023, In: Journal of Healthcare Informatics Research. 7, 4, p. 447-479 33 p., 00148.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedAutomated Invoice Processing: Machine Learning-Based Information Extraction for Long Tail SuppliersKrieger, F., Drews, P. & Funk, B., 01.11.2023, In: Intelligent Systems with Applications. 20, 14 p., 200285.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedUnderstanding the first-offer conundrum: How buyer offers impact sale price and impasse risk in 26 million eBay negotiationsSchweinsberg, M., Petrowsky, H. M., Funk, B. & Loschelder, D. D., 01.08.2023, In: Proceedings of the National Academy of Sciences (USA). 120, 32, e2218582120.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedParsing Causal Models – An Instance Segmentation ApproachScharfenberger, J. & Funk, B., 08.06.2023, Intelligent Information Systems - CAiSE Forum 2023, Proceedings. Cabanillas, C. & Pérez, F. (eds.). Springer Science and Business Media Deutschland, p. 43-51 9 p. (Lecture Notes in Business Information Processing; vol. 477 LNBIP).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedPersonalization strategies in digital mental health interventions: a systematic review and conceptual framework for depressive symptomsHornstein, S., Zantvoort, K., Lueken, U., Funk, B. & Hilbert, K., 22.05.2023, In: Frontiers in Digital Health. 5, 14 p., 1170002.Research output: Journal contributions › Scientific review articles › Research 
- PublishedEditorial: Quantitative modeling of psychopathology using passively collected dataJacobson, N. C., Funk, B. & Abdullah, S., 24.01.2023, In: Frontiers in Psychology. 13, 2 p., 1126971.Research output: Journal contributions › Other (editorial matter etc.) › Research 
- PublishedDeal or no deal? How round vs precise percentage offers and price-ending mimicry affect impasse risk in over 25 million eBay negotiationsPetrowsky, H. M., Schweinsberg, M., Seitz, L., Funk, B. & Loschelder, D. D., 01.01.2023, In: Journal of Economic Psychology. 94, 10 p., 102584.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedDigital guided self-help for eating disorders: thematic analysis of participant text messages to coachesSadeh-Sharvit, S., Idan, O., Fowler, L. A., Fitzsimmons-Craft, E. E., Firebaugh, M.-L., Smith, A., Graham, A. K., Goelf , N. J., Flatt, R. E., Balantekinh, K. N., Monterubiod, G. E., Karam, A. M., Funk, B., Trockel, M. T., Wilfley, D. E. & Taylor, C. B., 2023, In: Eating Disorders, The Journal of Treatment & Prevention. 31, 2, p. 191-199 9 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedExtraction of information from invoices - challenges in the extraction pipelineThiée, L. W., Krieger, F. & Funk, B., 2023, INFORMATIK 2023: Designing Futures: Zukünfte gestalten, 26. – 29. September 2023, Berlin. Klein, M., Krupka, D., Winter, C. & Wohlgemuth, V. (eds.). Bonn: Gesellschaft für Informatik e.V., p. 1777-1792 16 p. (Lecture Notes in Informatics (LNI), Proceedings - Series of the Gesellschaft fur Informatik (GI); vol. P-337).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- 2022
- PublishedWatch out, pothole! Featuring Road Damage Detection in an End-to-end System for Autonomous DrivingKortmann, F., Faßmeyer, P., Funk, B. & Drews, P., 01.11.2022, In: Data and Knowledge Engineering. 142, 102091.Research output: Journal contributions › Journal articles › Research › peer-review 
- 2021
- PublishedEffectiveness and Moderators of an Internet-Based Mobile-Supported Stress Management Intervention as a Universal Prevention Approach: Randomized Controlled TrialEbert, D. D., Franke, M., Zarski, A.-C., Berking, M., Riper, H., Cuijpers, P., Funk, B. & Lehr, D., 22.12.2021, In: Journal of Medical Internet Research. 23, 12, 19 p., e22107.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedParking space management through deep learning – an approach for automated, low-cost and scalable real-time detection of parking space occupancySchulte, M. R., Thiée, L.-W., Scharfenberger, J. & Funk, B., 11.2021, Innovation Through Information Systems - Volume II: A Collection of Latest Research on Technology Issues. Ahlemann, F., Schütte, R. & Stieglitz, S. (eds.). Cham: Springer Science and Business Media Deutschland, p. 642-655 14 p. (Lecture Notes in Information Systems and Organisation; vol. 47).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedTowards a Camera-Based Road Damage Assessment and Detection for Autonomous Vehicles: Applying Scaled-YOLO and CVAE-WGANFaßmeyer, P., Kortmann, F., Drews, P. & Funk, B., 01.09.2021, 2021 IEEE 94th Vehicular Technology Conference, VTC 2021-Fall - Proceedings: Proceedings, Virtual Conference, 27 - 30 September 2021. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 7 p. (IEEE Vehicular Technology Conference; vol. 94).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedModeling the Quarter-Vehicle: Use of Passive Sensor Data for Road Condition MonitoringKortmann, F., Horstkötter, J., Warnecke, A., Meier, N., Heger, J., Funk, B. & Drews, P., 15.07.2021, In: IEEE Sensors Journal. 21, 14, p. 15535-15543 9 p., 9281332.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedQuality and Adoption of COVID-19 Tracing Apps and Recommendations for Development: Systematic Interdisciplinary Review of European AppsKahnbach, L., Lehr, D., Brandenburger, J., Mallwitz, T., Jent, S., Hannibal, S., Funk, B. & Janneck, M., 02.06.2021, In: Journal of Medical Internet Research. 23, 6, 18 p., e27989.Research output: Journal contributions › Scientific review articles › Research 
- Published'SPREAD THE APP, NOT THE VIRUS’ – AN EXTENSIVE SEM-APPROACH TO UNDERSTAND PANDEMIC TRACING APP USAGE IN GERMANYThiée, L.-W., Petrowsky, H. M., Frech, M.-L., Loschelder, D. D. & Funk, B., 11.05.2021, ECIS 2021 Proceedings: Human Values Crisis in a Digitizing World. A. F. I. S. (ed.). AIS eLibrary, 1655Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedEvaluating a hybrid web-based training program for panic disorder and agoraphobia: Randomized controlled trialEbenfeld, L., Lehr, D., Ebert, D. D., Stegemann, S. K., Riper, H., Funk, B. & Berking, M., 04.03.2021, In: Journal of Medical Internet Research. 23, 3, 14 p., e20829.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedInformation Extraction from Invoices: A Graph Neural Network Approach for Datasets with High Layout VarietyKrieger, F., Drews, P., Funk, B. & Wobbe, T., 2021, Innovation Through Information Systems - Volume II: A Collection of Latest Research on Technology Issues. Ahlemann, F., Schütte, R. & Stieglitz, S. (eds.). Cham: Springer Science and Business Media Deutschland, p. 5-20 16 p. (Lecture Notes in Information Systems and Organisation; vol. 47).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedThe Augmented Theorist - Toward Automated Knowledge Extraction from Conceptual ModelsScharfenberger, J., Funk, B. & Mueller, B., 2021, ICIS 2021 Proceedings: Building sustainability and resilience with IS: A call for action. The Association for Information Systems (AIS), 1975Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- 2020
- PublishedDetecting Various Road Damage Types in Global Countries Utilizing Faster R-CNNKortmann, F., Talits, K., Fassmeyer, P., Warnecke, A., Meier, N., Heger, J., Drews, P. & Funk, B., 10.12.2020, Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020: Proceedings, Dec 10 - Dec 13, 2020 • Virtual Event. Wu, X., Jermaine, C., Xiong, L., Hu, X. T., Kotevska, O., Lu, S., Xu, W., Aluru, S., Zhai, C., Al-Masri, E., Chen, Z. & Saltz, J. (eds.). Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., p. 5563-5571 9 p. 9378245. (Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedApplying Quarter-Vehicle Model Simulation for Road Elevation Measurements Utilizing the Vehicle Level SensorKortmann, F., Rodeheger, M., Warnecke, A., Meier, N., Heger, J., Funk, B. & Drews, P., 01.11.2020, 2020 IEEE 92nd Vehicular Technology Conference: Proceedings. Canada: IEEE - Institute of Electrical and Electronics Engineers Inc., 6 p. 9348664. (IEEE Vehicular Technology Conference).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedDeveloping a Process for the Analysis of User Journeys and the Prediction of Dropout in Digital Health Interventions: Machine Learning ApproachBremer, V., Chow, P., Funk, B., Thorndike, F. P. & Ritterband, L. M., 28.10.2020, In: Journal of Medical Internet Research. 22, 10, 20 p., e17738.Research output: Journal contributions › Conference article in journal › Research › peer-review 
- PublishedLive Demonstration: Passive Sensor Setup for Road Condition MonitoringKortmann, F., Horstkotter, J., Warnecke, A., Meier, N., Heger, J., Funk, B. & Drews, P., 25.10.2020, 2020 IEEE SENSORS Proceedings. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 1 p. 9278776. (IEEE Sensors Proceedings).Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review 
- PublishedCreating Value from in-Vehicle Data: Detecting Road Surfaces and Road HazardsKortmann, F., Hsu, Y.-C., Warnecke, A., Meier, N., Heger, J., Funk, B. & Drews, P., 20.09.2020, 2020 IEEE 23rd International Conference on Intelligent Transportation Systems, ITSC 2020. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 6 p. 9294684. (2020 IEEE 23rd International Conference on Intelligent Transportation Systems, ITSC 2020).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedPreliminary data on help‐seeking intentions and behaviors of individuals completing a widely available online screen for eating disorders in the United StatesFitzsimmons-Craft, E. E., Balantekin, K. N., Graham, A. K., DePietro, B., Laing , O., Firebaugh, M.-L., Smolar, L., Park, D., Mysko, C., Funk, B., Taylor, C. B. & Wilfley, D. E., 01.09.2020, In: The International journal of eating disorders. 53, 9, p. 1556-1562 7 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedAnalyzing User Journey Data In Digital Health: Predicting Dropout From A Digital CBT-I InterventionBremer, V., Chow, P., Funk, B., Thorndike, F. & Ritterband, L., 27.05.2020, In: Sleep. 43, Supplement 1, p. A460 1 p., 1204.Research output: Journal contributions › Conference abstract in journal › Research › peer-review 
- PublishedUsing CNNs to Detect Graphical Representations of Structural Equation Models in IS PapersGenz, T. & Funk, B., 09.03.2020, Entwicklungen, Chancen und Herausforderungen der Digitalisierung: Proceedings der 15. Internationalen Tagung Wirtschaftsinformatik 2020. Gronau, N., Heine, M., Krasnova, H. & Pousttchi, K. (eds.). Berlin: GITO mbH Verlag, Vol. 1. p. 115-120 6 p. 8. (WI 2020; vol. 1).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedA mobile application for panic disorder and agoraphobia: Insights from a multi-methods feasibility studyEbenfeld, L., Kleine Stegemann, S., Lehr, D., Ebert, D. D., Funk, B., Riper, H. & Berking, M., 01.03.2020, In: Internet Interventions. 19, 10 p., 100296 .Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedA Framework for Applying Natural Language Processing in Digital Health InterventionsFunk, B., Sadeh-Sharvit, S., Fitzsimmons-Craft, E. E., Trockel, M. T., Monterubio, G. E., Goel , N. J., Balantekin, K. N., Eichen, D. M., Flatt, R. E., Firebaugh, M.-L., Jacobi, C., Graham, A. K., Hoogendoorn, M., Wilfley, D. E. & Taylor, C. B., 19.02.2020, In: Journal of Medical Internet Research. 22, 2, 13 p., e13855.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedEvaluation of a temporal causal model for predicting the mood of clients in an online therapyBecker, D., Bremer, V., Funk, B., Hoogendoorn, M., Rocha, A. & Riper, H., 11.02.2020, In: BMJ mental health. 23, 1, p. 27-33 7 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedUsing Natural Language Processing Techniques to Tackle the Construct Identity Problem in Information Systems ResearchLudwig, S., Funk, B. & Mueller, B., 07.01.2020, Proceedings of the 53rd Annual Hawaii International Conference on System Sciences, HICSS 2020: Knowing What We Know: Theory, Meta-analysis, and Review. Bui, T. X. (ed.). Honolulu: University of Hawaii at Manoa, p. 5675-5684 10 p. (Proceedings of the Annual Hawaii International Conference on System Sciences; vol. 2020-January).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- 2019
- PublishedOptimizing eating disorder treatment outcomes for individuals identified via screening: An idea worth researchingTaylor, C. B., Graham, A. K., Fitzsimmons-Craft, E. E., Sadeh-Sharvit, S., Balantekin, K. N., Flatt, R. E., Goel , N. J., Monterubio, G. E., Topooco, N., Karam, A. M., Firebaugh, M.-L., Ruzek, J. I., Funk, B., Oldenburg, B., Wilfley, D. E. & Jacobi, C., 01.11.2019, In: The International journal of eating disorders. 52, 11, p. 1224-1228 5 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedResults of disseminating an online screen for eating disorders across the U.S. Reach, respondent characteristics, and unmet treatment needFitzsimmons-Craft, E. E., Balantekin, K. N., Graham, A. K., Smolar, L., Park, D., Mysko, C., Funk, B., Taylor, C. B. & Wilfley, D. E., 06.2019, In: The International journal of eating disorders. 52, 6, p. 721-729 9 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedEconomic Evaluation of an Internet-Based Stress Management Intervention Alongside a Randomized Controlled TrialKählke, F., Buntrock, C., Smit, F., Berking, M., Lehr, D., Heber, E., Funk, B., Riper, H. & Ebert, D. D., 15.05.2019, In: JMIR Mental Health. 6, 5, 13 p., e10866.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedState-wide university implementation of an online platform for eating disorders screening and intervention.Fitzsimmons-Craft, E. E., Firebaugh, M.-L., Graham, A. K., Eichen M., D., Monterubio, G., Balantekin, K. N., Karam, A. M., Seal , A., Funk, B., Taylor, C. B. & Wilfley, D., 05.2019, In: Psychological Services. 16, 2, p. 239-249 11 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedHeterogeneity Matters: Predicting Self-Esteem in Online Interventions Based on Ecological Momentary Assessment DataBremer, V., Funk, B. & Riper, H., 13.01.2019, In: Depression Research and Treatment. 2019, 9 p., 3481624.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedDatenkompetenzen in Kooperationen fördernFunk, B. & Wuppermann, M., 01.2019, In: DUZ Wissenschaft & Management. 2, 1, p. 26-29 4 p.Research output: Journal contributions › Journal articles › Transfer › peer-review 
- PublishedA two-step approach for the prediction of mood levels based on diary dataBremer, V., Becker, D., Genz, T., Funk, B. & Lehr, D., 2019, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Proceedings: European Conference, ECML PKDD 2018, Dublin, Ireland. Brefeld, U., Curry, E., Daly, E., MacNamee, B., Marascu, A., Pinelli, F., Berlingerio, M. & Hurley, N. (eds.). Cham: Springer International Publishing, p. 626-629 4 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11053 LNAI).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedDISKNET – A Platform for the Systematic Accumulation of Knowledge in IS ResearchDann, D., Maedche, A., Teubner, T., Mueller, B., Meske, C. & Funk, B., 2019, ICIS 2019 Proceedings: IS research methods, theorizing and philosophy of science. The Association for Information Systems (AIS), 9 p. Paper ID 2785. (40th International Conference on Information Systems, ICIS 2019).Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review 
- PublishedTopic Embeddings – A New Approach to Classify Very Short Documents Based on Predefined TopicsLommel, L., Riebeling, M., Funk, B. & Junginger, C., 2019, Human Practice. Digital Ecologies. Our Future: 14. Internationale Tagung Wirtschaftsinformatik (WI 2019), Tagungsband . Ludwig, T. & Pipek, V. (eds.). Siegen: Universitätsverlag Siegen, p. 453-467 15 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- 2018
- PublishedPredicting Therapy Success and Costs for Personalized Treatment Recommendations Using Baseline Characteristics: Data-Driven AnalysisBremer, V., Becker, D., Kolovos, S., Funk, B., van Breda, W., Hoogendoorn, M. & Riper, H., 21.08.2018, In: Journal of Medical Internet Research. 20, 8, 11 p., e10275.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedInvestigating Factors on R estorative Sleep Quality and its Relationship with Personal Work Performance - An Analysis of Diary DataBremer, V., Funk, B. & Lehr, D., 24.07.2018, Cornell: PsyArXiv, 14 p.Research output: Working paper › Working papers 
- PublishedPredicting Therapy Success For Treatment as Usual and Blended Treatment in the Domain of Depressionvan Breda, W. R. J., Bremer, V., Becker, D., Funk, B., Ruwaard, J. & Riper, H., 01.06.2018, In: Internet Interventions. 12, p. 100-104 5 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedPredictive modeling in e-mental health: A common language frameworkBecker, D., van Breda, W., Funk, B., Hoogendoorn, M., Ruwaard, J. & Riper, H., 01.06.2018, In: Internet Interventions. 12, Juni 2018, p. 57-67 11 p.Research output: Journal contributions › Scientific review articles › Research 
- PublishedWeb-based intervention for depressive symptoms in adults with types 1 and 2 diabetes mellitus: a health economic evaluationNobis, S., Ebert, D. D., Lehr, D., Smit, F., Buntrock, C., Berking, M., Baumeister, H., Snoek, F., Funk, B. & Riper, H., 04.2018, In: The British Journal of Psychiatry. 212, 4, p. 199-206 8 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedMultikonferenz Wirtschaftsinformatik 2018: Data driven X — Turning Data into ValueDrews, P. (Editor), Funk, B. (Editor), Niemeyer, P. (Editor) & Xie, L. (Editor), 14.03.2018, Lüneburg: Institut für Wirtschaftsinformatik. 2094 p.Research output: Books and anthologies › Conference proceedings › Research 
- PublishedA health economic outcome evaluation of an internet-based mobile-supported stress management intervention for employeesEbert, D. D., Kählke, F., Buntrock, C., Berking, M., Smit, F., Heber, E., Baumeister, H., Funk, B., Riper, H. & Lehr, D., 02.2018, In: Scandinavian Journal of Work, Environment and Health. 44, 2, p. 171-182 12 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedMachine Learning for the Quantified Self: On the Art of Learning from Sensory DataHoogendoorn, M. & Funk, B., 2018, 1 ed. Cham: Springer International Publishing. 231 p. (Cognitive Systems Monograph; vol. 35)Research output: Books and anthologies › Monographs › Research › peer-review 
- 2017
- PublishedDeep Learning auf sequenziellen Daten als Grundlage unternehmerischer Entscheidungen: Schwerpunkt Analyse sequenzieller DatenFunk, B., Dr. Rettenmeier, M. & Lang, T., 10.2017, In: Wirtschaftsinformatik & Management. 9, 5, p. 16-25 10 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedWhat’s Hot: Machine Learning for the Quantified Self: On the Art of Learning from Sensory DataHoogendoorn, M. & Funk, B., 28.09.2017Research output: other publications › Articles in scientific forums or blogs › Research › peer-review 
- PublishedPredicting the Individual Mood Level based on Diary DataBremer, V., Becker, D., Funk, B. & Lehr, D., 06.2017, Proceedings of the 25th European Conference on Information Systems, ECIS 2017. AIS eLibrary, p. 1161-1177 17 p. (Proceedings of the 25th European Conference on Information Systems, ECIS 2017).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedAnalysing clickstream data: Do paid and organic search affect each other?Bremer, V. & Funk, B., 04.04.2017, In: International Journal of Electronic Business. 13, 2/3, p. 205-215 11 p., 5.Research output: Journal contributions › Journal articles › Research › peer-review 
- 2016
- PublishedDoes Internet-based guided self-help for depression cause harm? An individual participant data meta-analysis on deterioration rates and its moderators in randomized controlled trialsEbert, D. D., Donkin, L., Andersson, G., Andrews, G., Berger, T. K., Carlbring, P., Rozental, A., Choi, I., Laferton, J. A. C., Johansson, R., Kleiboer, A., Lange, A., Lehr, D., Reins, J. A., Funk, B., Newby, J., Perini, S., Riper, H., Ruwaard, J., Sheeber, L., Snoek, F., Titov, N., Ünlü Ince, B., Van Bastelaar, K. M. P., Vernmark, K., Van Straten, A., Warmerdam, L., Salsman, N. & Cuijpers, P., 01.10.2016, In: Psychological Medicine. 46, 13, p. 2679-2693 15 p.Research output: Journal contributions › Scientific review articles › Research 
- PublishedEuropean COMPARative Effectiveness research on blended Depression treatment versus treatment-as-usual (E-COMPARED): Study protocol for a randomized controlled, non-inferiority trial in eight European countriesKleiboer, A., Smit, J., Bosmans, J., Ruwaard, J., Andersson, G., Topooco, N., Berger, T., Krieger, T., Botella, C. M., Banos Rivera, R. M., Chevreul, K., Araya, R., Cerga-Pashoja, A., Cieslak, R., Rogala, A., Vis, C., Draisma, S., van Schaik, D. J., Kemmeren, L., Ebert, D. D., Berking, M., Funk, B., Cuijpers, P. & Riper, H., 03.08.2016, In: Trials. 17, 1, 10 p., 387.Research output: Journal contributions › Journal articles › Research › peer-review 
- Published"Occupational eMental Health" in der Lehrergesundheit: Ein metaanalytisches Review zur Wirksamkeit von Online-Gesundheitstrainings bei LehrkräftenLehr, D., Heber, E., Sieland, B., Hillert, A., Funk, B. & Ebert, D. D., 01.08.2016, In: Prävention und Gesundheitsförderung. 11, 3, p. 182-192 11 p.Research output: Journal contributions › Scientific review articles › Research 
- PublishedHow to Predict Mood? Delving into Features of Smartphone-Based DataBecker, D., Bremer, V., Funk, B., Asselbergs, J., Riper, H. & Ruwaard, J., 08.2016, Proceedings of the AMCIS 2016. AIS eLibrary, 10 p. (Proceedings of the Americas Conference on Information Systems (AMCIS); vol. 2016).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedHow Big Does Big Data Need to Be?Stange, M. & Funk, B., 06.2016, Enterprise Big Data Engineering, Analytics, and Management. Atzmueller, M., Oussena, S. & Roth-Berghofer, T. (eds.). Hershey: Business Science Reference, p. 1-12 12 p.Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review 
- PublishedPredicting online user behavior based on Real-Time Advertising DataStange, M. & Funk, B., 06.2016, Proceedings of the Twenty-Fourth Conference on Information Systems (ECIS) 2016. AIS eLibrary, 14 p. (Research Papers; no. 152).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedSelf-guided internet-based and mobile-based stress management for employees: results of a randomised controlled trialEbert, D. D., Heber, E., Berking, M., Riper, H., Cuijpers, P., Funk, B. & Lehr, D., 05.05.2016, In: Occupational and Environmental Medicine. 73, 5, p. 315-323 9 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedMentoring in Massive Open Online Courses - Eine Nutzenanalyse auf Basis des IS-Success-ModellsDrawert, K., Mager, M., Funk, B., Trötschel, R. & Pfeifer, C., 03.2016, Multikonferenz Wirtschaftsinformatik (MKWI) 2016: Technische Universität Ilmenau 09. - 11. März 2016 . Nissen, V., Stelzer, D., Straßburger, S. & Fischer, D. (eds.). Universitätsverlag Ilmenau - ilmedia, Vol. 3. p. 1511-1522 12 p. (Multikonferenz Wirtschaftsinformatik, MKWI 2016; vol. 3).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedModeling the Intention to Use Carbon Footprint AppsSagawe, A., Funk, B. & Niemeyer, P., 05.02.2016, Information Technology in Environmental Engineering: Proceedings of the 7th International Conference on Information Technologies in Environmental Engineering (ITEE2015). Gómez, J. M. & Scholtz, B. (eds.). Springer Verlag, p. 139-150 12 p. (Springer Proceedings in Business and Economics).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedOccupational e-Mental Health: Current Approaches and Promising Perspectives for Promoting Mental Health in WorkersLehr, D., Geraedts, A., Persson Asplund, R., Khadjesari, Z., Heber, E., de Bloom, J., Ebert, D. D., Angerer, P. & Funk, B., 01.01.2016, Healthy at Work: Interdisciplinary Perspectives. Wiencke, M., Cacace, M. & Fischer, S. (eds.). 1 ed. Cham: Springer International Publishing, p. 257-281 25 p.Research output: Contributions to collected editions/works › Chapter › peer-review 
- PublishedCarbon Footprint Apps - eine Analyse der NutzungsintentionFunk, B., Sagawe, A. & Niemeyer, P., 2016, Multikonferenz Wirtschaftsinformatik (MKWI) 2016 : Technische Universität Ilmenau 09. - 11. März 2016 . Nissen, V., Stelzer, D., Straßburger, S. & Fischer, D. (eds.). Universitätsverlag Ilmenau - ilmedia, Vol. 2. p. 901-911 11 p. (Multikonferenz Wirtschaftsinformatik, MKWI 2016; vol. 2).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedCross-Channel Real-Time Response AnalysisFunk, B. & Abou Nabout, N., 2016, Programmatic Advertising: The Successful Transformation to Automated, Data-Driven Marketing in Real-Time. Busch, O. (ed.). Springer Verlag, p. 141-151 11 p. (Management for Professionals; vol. Part F582).Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Transfer 
- PublishedKosten-Effektivitäts-Analyse eines Online Programmes zur Reduktion von depressiven Beschwerden bei Personen mit Diabetes mellitus Typ 1 und Typ 2Nobis, S., Ebert, D. D., Lehr, D., Smit, F., Buntrock, C., Berking, M., Baumeister, H., Snoek, F., Funk, B. & Riper, H., 2016, 15. Kongress der Deutschen Gesellschaft für Verhaltensmedizin und Verhaltensmodifikation: Verhaltensmedizin 2.0 - von eHealth zu mHealth, 25. bis 27. Februar 2016 Johannes Gutenberg-Universität Mainz, Abstractband. Johannes Gutenberg-Universität Mainz, p. 9 1 p.Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review 
- 2015
- PublishedHow Much Tracking Is Necessary? - The Learning Curve in Bayesian User Journey AnalysisStange, M. & Funk, B., 29.05.2015, Proceedings of the Twenty-Third European Conference on Information Systems. AIS eLibrary, 13 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedDatenschutzbedenken in Sozialen Netzen -: ein StrukturgleichungsmodellKuckertz, M. & Funk, B., 2015, Smart Enterprise Engineering: 12. Internationale Tagung Wirtschaftsinformatik (WI 2015), Tagungsband. Thomas., O. & Teuteberg, F. (eds.). Osnabrück: Universität Osnabrück, p. 1771-1785 15 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- 2014
- PublishedEfficacy of a hybrid online training for panic symptoms and agoraphobia: study protocol for a randomized controlled trialEbenfeld, L., Kleine Stegemann, S., Lehr, D., Ebert, D. D., Jazaieri, H., van Ballegooijen, W., Funk, B., Riper, H. & Berking, M., 04.11.2014, In: Trials. 15, 1, 10 p., 427.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedReal-Time AdvertisingStange, M. & Funk, B., 10.2014, In: Business and Information Systems Engineering. 6, 5, p. 305-308 4 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedConsumer Online Search Behavior: A Cross-Industry Analysis Based on User-Level DataNottorf, F., Mastel, A. & Funk, B., 2014, E-Business and Telecommunications: International Joint Conference, ICETE 2012. Rome, Italy, July 24–27, 2012, Revised Selected Papers. Obaidat, M. S. & Filipe, J. (eds.). Heidelberg: Springer Verlag, p. 72-87 16 p. (Communications in Computer and Information Science; vol. 455).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedGreen Big Data: A Green IT/Green IS Perspective on Big DataHansmann, T., Funk, B. & Niemeyer, P., 2014, Information Technologies in Environmental Engineering: Selected Contributions to the Sixth International Conference on Information Technologies in Environmental Engineering (ITEE2013). Funk, B., Niemeyer, P. & Gómez, J. M. (eds.). Berlin, Heidelberg: Springer Verlag, p. 67-76 10 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedInformation Technology in Environmental Engineering: Selected Contributions to the Sixth International Conference on Information Technologies in Environmental Engineering (ITEE2013)Funk, B. (Editor), Niemeyer, P. (Editor) & Marx Gómez, J. (Editor), 2014, Berlin/Heidelberg: Springer Verlag. 228 p.Research output: Books and anthologies › Conference proceedings › Research 
- PublishedKanalübergreifende Werbewirkungsanalyse in EchtzeitFunk, B., 2014, Realtime Advertising: Digitales Marketing in Echtzeit: Strategien, Konzepte und Perspektiven. Busch, O. (ed.). Wiesbaden: Gabler Verlag, p. 41-51 11 p.Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Transfer 
- PublishedReal-Time-AdvertisingStange, M. & Funk, B., 2014, In: Wirtschaftsinformatik. 56, 5, p. 335-338 4 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- 2013
- PublishedA Cross-Industry Analysis of the Spillover Effect in Paid Search AdvertisingNottorf, F. & Funk, B., 09.2013, In: Electronic Markets. 23, 3, p. 205-216 12 p.Research output: Journal contributions › Journal articles › Research › peer-review 
- PublishedFreie Pizzawahl für Informatiker und Wirtschaftsinformatiker: Didaktische Herausforderungen für Informatik und Wirtschaftsinformatik angesichts der digitalen GesellschaftRolf, A., Möller, A., Funk, B. & Niemeyer, P., 02.2013, In: Informatik-Spektrum. 36, 1, p. 90-98 9 p.Research output: Journal contributions › Journal articles › Education › peer-review 
- PublishedDevelopment of a Mobile Application for People with Panic Disorder as augmentation for an Internet-based InterventionKleine Stegemann, S., Ebenfeld, L., Lehr, D., Berking, M. & Funk, B., 2013, 2013 Federated Conference on Computer Science and Information Systems, FedCSIS 2013: Conference on Computer Science and Information Systems. Polskie Towarzystwo Informatyczne, p. 1331-1337 7 p. 6644187. (2013 Federated Conference on Computer Science and Information Systems, FedCSIS 2013).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedGreen Big Data – eine Green IT/Green IS Perspektive auf Big DataHansmann, T., Funk, B. & Niemeyer, P., 2013, IT-gestütztes Ressourcen- und Energiemanagement: Konferenzband zu den 5. BUIS-Tagen. Marx Gómez, J. C., Lang, C. & Wohlgemuth, V. (eds.). Springer Vieweg, p. 455-466 12 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedThe Economic Value of Clickstream Data From an Advertiser's PerspectiveNottorf, F. & Funk, B., 2013, ECIS 2013 Proceedings. Atlanta, GA: AIS eLibrary, 12 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- 2012
- PublishedThe User-Journey in Online Search: An Empirical Study of the Generic-to-Branded Spillover Effect based on User-level DataNottorf, F., Mastel, A. & Funk, B., 01.01.2012, Proceedings of the International Conference on Data Communication Networking, e-Business and Optical Communication Systems, ICETE: DCNET 2012, ICE-B 2012, OPTICS 2012. Obaidat, M. S., Sevillano, J. L., Zhang, Z., Marca, D., van Sinderen, M., Marzo, J. L. & Nicopolitidis, P. (eds.). Science and Technology Publications, Lda (SciTePress), p. 145-154 10 p. (DCNET 2012, ICE-B 2012, OPTICS 2012 - Proceedings of the International Conference on Data Communication Networking, e-Business and Optical Communication Systems, ICETE).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedAn Integrated Case Study of the Concepts and Applications of SAP ERP HCMLehmann, M., Funk, B., Niemeyer, P. & Weidner, S., 2012, Advanced Information Technology in Education. Thaung, K. S. (ed.). Berlin Heidelberg: Springer Verlag, p. 117-125 9 p. (Advances in Intelligent and Soft Computing; vol. 126/2012).Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review 
- PublishedEin internetbasiertes Programm für Personen mit Diabetes mellitus und komorbider Depression: Konzept und Design einer randomisierten klinischen StudieNobis, S., Lehr, D., Ebert, D. D., Riper, H., Bürckner, D., Cuijpers, P., Funk, B., Becker, A., Snoek, F., Baumeister, H. & Berking, M., 2012, In: Diabetologie und Stoffwechsel. 2012, 7, p. LB_13 1 p.Research output: Journal contributions › Conference abstract in journal › Research › peer-review 
- PublishedEin internetbasiertes Programm zur Prävention von Depression bei Diabetes mellitus Typ 2 Patienten: Konzept und Design einer randomisierten klinischen StudieNobis, S., Lehr, D., Ebert, D. D., Bürckner, D., Riper, H., Baumeister, H., Becker, A., Cuijpers, P., Funk, B., Snoek, F. & Berking, M., 2012, In: Das Gesundheitswesen. 2012, 74, p. A81 1 p.Research output: Journal contributions › Conference abstract in journal › Research › peer-review 
- PublishedEin Smartphone-gestütztes internetbasiertes Programm für Patienten mit Diabetes mellitus Typ 2 und komorbider Depression: Konzept und Design einer randomisierten klinischen StudieNobis, S., Bürckner, D., Cuijpers, P., Riper, H., Lehr, D., Ebert, D. D., Funk, B., Sieland, B. & Berking, M., 2012, 30. Symposium klinische Psychologie und Psychotherapie der DGPs Fachgruppe klinische Psychologie und Psychotherapie: The mind-body connection; Abstractband des Symposiums. Vögele, C. (ed.). University of Luxembourg, p. 125 1 p.Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review 
- PublishedTo Bid or Not To Bid? Investigating Retail-Brand Keyword Performance in Sponsored Search AdvertisingBlask, T.-B., Funk, B. & Schulte, R., 2012, E-Business and Telecommunications: International Joint Conference, ICETE 2011 Seville, Spain, July 18-21, 2011 Revised Selected Papers. Obaidat, M. S., Sevillano, J. L. & Filipe, J. (eds.). Springer Verlag, Vol. 314. p. 129-140 12 p. (Communications in Computer and Information Science; vol. 314).Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review 
- PublishedTowards measuring user engagement in internet interventions for common mental disorders: Workshop on People, Computers, and PsychotherapyKleine Stegemann, S., Ebenfeld, L., Thiart, H., Berking, M. & Funk, B., 2012, Proceedings of HCI2012 - People & Computers XXVI: The 26th BCS Conference on Human Computer Interaction. BCS - The Chartered Institute for IT, 4 p. (Electronic Workshops in Computing (eWiC)).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- 2011
- PublishedOnline Peer-to-Peer Lending: A Literature ReviewBachmann, A., Becker, A., Bürckner, D., Hilker, M., Kock, F., Lehmann, M., Tiburtius, P. & Funk, B., 08.2011, In: Journal of Internet Banking and Commerce. 16, 2, p. 1-18 18 p.Research output: Journal contributions › Scientific review articles › Research 
- PublishedExploring Price Elasticity to Optimize Posted Prices in e-CommerceFunk, B., 2011, e-Business and Telecommunications. S. Obaidat, M. & Filipe, J. (eds.). Berlin, Heidelberg: Springer Verlag, p. 71-81 11 p. (Communications in Computer and Information Science; vol. 130 CCIS).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
- PublishedSearch Engine Marketing in Small and Medium Companies: Status Quo and PerspectivesAlby, T. & Funk, B., 2011, E-Business Managerial Aspects, Solutions and Case Studies. Cruz-Cunha, M. & Varajão, J. (eds.). Hershey: IGI Global Publishing, p. 206-221 16 p.Research output: Contributions to collected editions/works › Chapter › peer-review 
- PublishedShould Companies Bid on their Own Brand in Sponsored Search ?Blask, T., Funk, B. & Schulte, R., 2011, ICE-B 2011: Proceedings of the International Conference on e-Business. Marca, D. A., Shishkov, B. & van Sinderen, M. (eds.). Science and Technology Publications, Lda (SciTePress), p. 14-21 8 p. (ICE-B 2011 - Proceedings of the International Conference on e-Business).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review 
