{"id":737,"date":"2021-07-13T16:34:03","date_gmt":"2021-07-13T16:34:03","guid":{"rendered":"http:\/\/library.gito.de\/?p=737"},"modified":"2023-08-01T23:46:40","modified_gmt":"2023-08-01T21:46:40","slug":"wi2020-zentrale-tracks-4","status":"publish","type":"post","link":"https:\/\/library.gito.de\/en\/2021\/07\/wi2020-zentrale-tracks-4\/","title":{"rendered":"Wi2020 Zentrale Tracks"},"content":{"rendered":"<p><\/p>\n<div>\n<div class=\"literatur\">\n<p>1. Miotto, R., Wang, F., Wang, S., Jiang, X., Dudley, J.T.: Deep learning for healthcare: review, opportunities and challenges. Briefings in bioinformatics 19, 1236\u20131246 (2018)<br \/>\n2. Goodfellow, I., Bengio, Y., Courville, A.: Deep learning. MIT Press, Cambridge, Massachusetts, London, England (2016)<br \/>\n3. Erbay, H., Y\u0131ld\u0131r\u0131m, N.: Technology Selection for Digital Transformation: A Mixed Decision Making Model of AHP and QFD. In: Durakbasa, N.M., Gencyilmaz, M.G. (eds.) Proceedings of the International Symposium for Production Research 2018, 104, pp. 480\u2013 493. Springer International Publishing, Cham (2019)<br \/>\n4. Hevner, A.R., March, S.T., Park, J., Ram, S.: Design science in information systems research. MIS Quarterly, 75\u2013105 (2004)<br \/>\n5. Mehta, N., Pandit, A.: Concurrence of big data analytics and healthcare: A systematic review. International journal of medical informatics 114, 57\u201365 (2018)<br \/>\n6. Gamma, E., Vlissides, J., Johnson, R., Helm, R.: Design patterns. Elements of reusable object-oriented software. Addison-Wesley, Boston (1998)<br \/>\n7. Rosenblatt, F.: The perceptron: a probabilistic model for information storage and organization in the brain. Psychological review 65, 386 (1958)<br \/>\n8. Yanling, Z., Bimin, D., Zhanrong, W.: Analysis and study of perceptron to solve XOR problem. In: Proceedings, pp. 168\u2013173. IEEE, [Piscataway, NJ] (2002)<br \/>\n9. He, K., Zhang, X., Ren, S., Sun, J.: Deep Residual Learning for Image Recognition (2015)<br \/>\n10. Shokri, R., Stronati, M., Song, C., Shmatikov, V.: Membership inference attacks against machine learning models. In: 2017 IEEE Symposium on Security and Privacy (SP), pp. 3\u2013 18 (2017)<br \/>\n11. LeCun, Y.: A theoretical framework for back-propagation. In: Proceedings of the 1988 Connectionist Models Summer School, CMU, Pittsburg, PA (1988)<br \/>\n12. Buterin, V.: The Meaning of Decentralization, https:\/\/medium.com\/@VitalikButerin\/themeaning- of-decentralization-a0c92b76a274<br \/>\n13. Protocol Labs: IPFS Documentation, https:\/\/docs.ipfs.io\/<br \/>\n14. Wood, G.: Ethereum: A secure decentralised generalised transaction ledger. Ethereum project yellow paper 151, 1\u201332 (2014)<br \/>\n15. Burkhardt, D., Werling, M., Lasi, H.: Distributed Ledger. Definition &amp; Demarcation. In: Conference proceedings ICE\/IEEE ITMC. IEEE International Conference on Engineering, Technology and Innovation (ICE\/ITMC), pp. 1\u20139. IEEE, Piscataway, NJ (2018)<br \/>\n16. Li, M., Andersen, D.G., Park, J.W., Smola, A.J., Ahmed, A., Josifovski, V., Long, J., Shekita, E.J., Su, B.-Y.: Scaling Distributed Machine Learning with the Parameter Server. In: 11th USENIX Symposium on Operating Systems Design and Implementation (OSDI 14), pp. 583\u2013598. USENIX Association, Broomfield, CO (2014)<br \/>\n17. McMahan, H.B., Moore, E., Ramage, D., Hampson, S., Arcas, B.A.: Communication- Efficient Learning of Deep Networks from Decentralized Data (2017)<br \/>\n18. Yan Liu, Jimeng Sun: Deep Learning Models for Health Care: Challenges and Solutions. Complex Intell. Syst. (2017)<br \/>\n19. Lin, S.W., Miller, B., Durand, J., Bleakley, G., Chigani, A., Martin, R., Murphy, B., Crawford, M.: The Industrial Internet of Things Volume G1: Reference Architecture. IIC:PUB: G1:V1.80:20170131 (2017)<br \/>\n20. Reinfurt, L., Breitenb\u00fccher, U., Falkenthal, M., Leymann, F., Riegg, A.: Internet of things patterns. In: Eloranta, V.-P. (ed.) Proceedings of the 21st European Conference on Pattern Languages of Programs, pp. 1\u201321. ACM, New York, NY (2016)<br \/>\n21. Qanbari, S., Pezeshki, S., Raisi, R., Mahdizadeh, S., Rahimzadeh, R., Behinaein, N., Mahmoudi, F., Ayoubzadeh, S., Fazlali, P., Roshani, K., et al.: IoT Design Patterns: Computational Constructs to Design, Build and Engineer Edge Applications. In: IEEE First International Conference on Internet-of-Things Design and Implementation, pp. 277\u2013282. Piscataway, NJ (2016)<br \/>\n22. Mendis, G., Sabounchi, M., Wei, J. and Roche, R.: Blockchain as a Service: An Autonomous, Privacy Preserving, Decentralized Architecture for Deep Learning (2018)<br \/>\n23. Kuo, T.-T., Ohno-Machado, L.: ModelChain: Decentralized Privacy-Preserving Healthcare Predictive Modeling Framework on Private Blockchain Networks (2018)<br \/>\n24. Hevner, A., Chatterjee, S.: Design Research in Information Systems. Theory and Practice. Springer Science+Business Media LLC, Boston, MA (2010)<br \/>\n25. Sarker, S., Xiao, X., Beaulieu, T.: Guest editorial: qualitative studies in information systems: a critical review and some guiding principles. MIS Quarterly 37, iii\u2013xviii (2013)<br \/>\n26. \u00d6sterle, H., Becker, J., Frank, U., Hess, T., Karagiannis, D., Krcmar, H., Loos, P., Mertens, P., Oberweis, A., Sinz, E.J.: Memorandum on design-oriented information systems research. European Journal of Information Systems 20, 7\u201310 (2011)<br \/>\n27. Peffers, K., Tuunanen, T., Niehaves, B.: Design science research genres: introduction to the special issue on exemplars and criteria for applicable design science research. European Journal of Information Systems 27, 129\u2013139 (2018)<br \/>\n28. Myers, M.D., Newman, M.: The qualitative interview in IS research: Examining the craft. Information and Organization 17, 2\u201326 (2007)<br \/>\n29. Mayring, P., Fenzl, T.: Qualitative content analysis: theoretical foundation, basic procedures and software solution. In: Baur, N., Blasius, J. (eds.) Handbuch Methoden der empirischen Sozialforschung, 3, pp. 633\u2013648. Springer Fachmedien Wiesbaden, Wiesbaden (2019)<br \/>\n30. Kaggle Inc.: Kaggle is the place to do data science projects, https:\/\/www.kaggle.com\/<br \/>\n31. Peteiro-Barral, D., Guijarro-Berdi\u00f1as, B.: A survey of methods for distributed machine learning. Prog Artif Intell 2, 1\u201311 (2013)<\/p>\n<\/div>\n<\/div>\n<div><a class=\"beitrag-als-pdf\" title=\"Als PDF herunterladen...\" href=\"https:\/\/library.gito.de\/wp-content\/uploads\/2021\/08\/A5_WI2020-Design-Patterns-of-DL-on-dist-data-FSTI.pdf\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/library.gito.de\/themes\/library\/images\/pdf.png\" \/>Als PDF herunterladen<\/a><\/div>\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>1. Miotto, R., Wang, F., Wang, S., Jiang, X., Dudley, J.T.: Deep learning for healthcare: review, opportunities and challenges. Briefings in bioinformatics 19, 1236\u20131246 (2018) 2. Goodfellow, I., Bengio, Y., Courville, A.: Deep learning. MIT Press, Cambridge, Massachusetts, London, England (2016) 3. Erbay, H., Y\u0131ld\u0131r\u0131m, N.: Technology Selection for Digital Transformation: A Mixed Decision Making&hellip; <a class=\"more-link\" href=\"https:\/\/library.gito.de\/en\/2021\/07\/wi2020-zentrale-tracks-4\/\">Continue reading <span class=\"screen-reader-text\">Wi2020 Zentrale Tracks<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[13],"tags":[],"class_list":["post-737","post","type-post","status-publish","format-standard","hentry","category-b","entry"],"acf":[],"_links":{"self":[{"href":"https:\/\/library.gito.de\/en\/wp-json\/wp\/v2\/posts\/737","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/library.gito.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/library.gito.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/library.gito.de\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/library.gito.de\/en\/wp-json\/wp\/v2\/comments?post=737"}],"version-history":[{"count":3,"href":"https:\/\/library.gito.de\/en\/wp-json\/wp\/v2\/posts\/737\/revisions"}],"predecessor-version":[{"id":3770,"href":"https:\/\/library.gito.de\/en\/wp-json\/wp\/v2\/posts\/737\/revisions\/3770"}],"wp:attachment":[{"href":"https:\/\/library.gito.de\/en\/wp-json\/wp\/v2\/media?parent=737"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/library.gito.de\/en\/wp-json\/wp\/v2\/categories?post=737"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/library.gito.de\/en\/wp-json\/wp\/v2\/tags?post=737"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}