Read in and find out! Here, you can view topic-related background literature as well as dissemination activities of the FeatureCloud consortium itself. Once new publications are available, we list them here. Open access listings are linked directly to the full text version. All others lead to the respective journal repository or publisher.
Selected Background Literature
- Holzinger, A., Plass, M., Kickmeier-Rust, M., Holzinger, K., Crişan, G.C., Pintea, C.-M. & Palade, V. (2019). Interactive machine learning: experimental evidence for the human in the algorithmic loop. Applied Intelligence, 49, (7), 2401-2414, doi:10.1007/s10489-018-1361-5.
- Holzinger, A. (2016). Interactive Machine Learning for Health. Informatics: When do we need the human-in-the-loop? Brain Informatics. 3, (2), 119-131, doi:10.1007/s40708-016-0042-6.
- Alcaraz N, List M, Batra R, Vandin F, Ditzel HJ, Baumbach J (2017). De novo pathway-based biomarker identification. Nucleic Acids Res. 45(16): e151.
- Benchoufi M, Porcher R, Ravaud P (2017). Blockchain protocols in clinical trials: Transparency and traceability of consent. F1000Research. 6: 66.
- Brisimi TS, Chen R, Mela T, Olshevsky A, Paschalidis IC, Shi W (2018). Federated learning of predictive models from federated electronic health records. Int J Med Inform. 112: 59-67.
- Chen Y, Elenee Argentinis JD, Weber G (2016). IBM Watson: How Cognitive Computing Can Be Applied to Big Data Challenges in Life Sciences Research. Clin Ther. 38(4): 688-701.
- Holzinger A, Biemann C, Pattichis CS, Kell DB (2017). What do we need to build explainable AI systems for the medical domain? arXiv: 1712.09923vl.
- Hustinx P (2010). Privacy by design: delivering the promises. Identity in the Information Society. 3(2): 253-255.
- Konečný J, McMahan HB, Yu FX, Richtárik P, Suresh AT, Bacon D (2017). Federated learning: Strategies for improving communication efficiency. arXiv: 1610.05492v2
- Kuo TT, Kim HE, Ohno-Machado L (2018). Blockchain distributed ledger technologies for biomedical and health care applications. J Am Med Inform Assoc. 24(6): 1211-1220.
- List M, Alcaraz N, Dissing-Hansen M, Ditzel HJ, Mollenhauer J, Baumbach J (2016). KeyPathwayMinerWeb: online multi-omics network enrichment. Nucleic Acids Res. (W1): W98-W104.
- Mamoshina P, Ojomoko L, Yanovich Y, Ostrovski A, Botezatu A, Prikhodko P, Izumchenko E, Aliper A, Romantsov K, Zhebrak A et al. (2018) Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare. 9(5): 5665-5690.
- Schmidt HHHW, Baumbach J, Loscalzo J, Agusti A, Silverman EK, Azevedo V (2018). Expert Panel Discusses the Importance of Systems Medicine. Systems Medicine. 1(1): 3-8.
- Wiwie C, Baumbach J, Rottger R (2015). Comparing the performance of biomedical clustering methods. Nature Methods. 12(11): 1033-1038.
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