{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T03:46:45Z","timestamp":1743047205510,"version":"3.40.3"},"publisher-location":"Cham","reference-count":23,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319642642"},{"type":"electronic","value":"9783319642659"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-64265-9_1","type":"book-chapter","created":{"date-parts":[[2017,7,25]],"date-time":"2017-07-25T03:57:31Z","timestamp":1500955051000},"page":"3-7","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["IT in Biology &amp; Medical Informatics: On the Challenge of Understanding the Data Ecosystem"],"prefix":"10.1007","author":[{"given":"Andreas","family":"Holzinger","sequence":"first","affiliation":[]},{"given":"Miroslav","family":"Bursa","sequence":"additional","affiliation":[]},{"given":"Sami","family":"Khuri","sequence":"additional","affiliation":[]},{"given":"M. Elena","family":"Renda","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,7,26]]},"reference":[{"key":"1_CR1","first-page":"263","volume":"46","author":"TF Andersen","year":"1999","unstructured":"Andersen, T.F., Madsen, M., Jorgensen, J., Mellemkjaer, L., Olsen, J.H.: The Danish national hospital register - a valuable source of data for modern health sciences. Dan. Med. Bull. 46, 263\u2013268 (1999)","journal-title":"Dan. Med. Bull."},{"key":"1_CR2","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1109\/MC.2017.91","volume":"50","author":"A Sathyanarayana","year":"2017","unstructured":"Sathyanarayana, A., Srivastava, J., Fernandez-Luque, L.: The science of sweet dreams: predicting sleep efficiency from wearable device data. Computer 50, 30\u201338 (2017)","journal-title":"Computer"},{"key":"1_CR3","first-page":"6","volume":"15","author":"A Holzinger","year":"2014","unstructured":"Holzinger, A.: Trends in interactive knowledge discovery for personalized medicine: cognitive science meets machine learning. IEEE Intell. Inform. Bull. 15, 6\u201314 (2014)","journal-title":"IEEE Intell. Inform. Bull."},{"key":"1_CR4","doi-asserted-by":"publisher","first-page":"287","DOI":"10.1038\/nrd2251","volume":"6","author":"MR Trusheim","year":"2007","unstructured":"Trusheim, M.R., Berndt, E.R., Douglas, F.L.: Stratified medicine: strategic and economic implications of combining drugs and clinical biomarkers. Nat. Rev. Drug Discovery 6, 287\u2013293 (2007)","journal-title":"Nat. Rev. Drug Discovery"},{"key":"1_CR5","first-page":"2955","volume":"13","author":"X Su","year":"2012","unstructured":"Su, X., Kang, J., Fan, J., Levine, R.A., Yan, X.: Facilitating score and causal inference trees for large observational studies. J. Mach. Learn. Res. 13, 2955\u20132994 (2012)","journal-title":"J. Mach. Learn. Res."},{"key":"1_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1007\/978-3-662-43968-5_18","volume-title":"Interactive Knowledge Discovery and Data Mining in Biomedical Informatics","author":"B Huppertz","year":"2014","unstructured":"Huppertz, B., Holzinger, A.: Biobanks \u2013 a source of large biological data sets: open problems and future challenges. In: Holzinger, A., Jurisica, I. (eds.) Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. LNCS, vol. 8401, pp. 317\u2013330. Springer, Heidelberg (2014). doi:10.1007\/978-3-662-43968-5_18"},{"key":"1_CR7","first-page":"1","volume":"17","author":"P Schulam","year":"2016","unstructured":"Schulam, P., Saria, S.: Integrative analysis using coupled latent variable models for individualizing prognoses. J. Mach. Learn. Res. 17, 1\u201335 (2016)","journal-title":"J. Mach. Learn. Res."},{"key":"1_CR8","doi-asserted-by":"publisher","first-page":"2327","DOI":"10.1002\/1873-3468.12307","volume":"590","author":"B Rost","year":"2016","unstructured":"Rost, B., Radivojac, P., Bromberg, Y.: Protein function in precision medicine: deep understanding with machine learning. FEBS Lett. 590, 2327\u20132341 (2016)","journal-title":"FEBS Lett."},{"key":"1_CR9","doi-asserted-by":"publisher","first-page":"20110553","DOI":"10.1098\/rsta.2011.0553","volume":"371","author":"Z Ghahramani","year":"2013","unstructured":"Ghahramani, Z.: Bayesian non-parametrics and the probabilistic approach to modelling. Philos. Trans. R. Soc. A: Math. Phys. Eng. Sci. 371, 20110553 (2013)","journal-title":"Philos. Trans. R. Soc. A: Math. Phys. Eng. Sci."},{"key":"1_CR10","doi-asserted-by":"publisher","first-page":"1566","DOI":"10.1198\/016214506000000302","volume":"101","author":"YW Teh","year":"2006","unstructured":"Teh, Y.W., Jordan, M.I., Beal, M.J., Blei, D.M.: Hierarchical Dirichlet processes. J. Am. Stat. Assoc. 101, 1566\u20131581 (2006)","journal-title":"J. Am. Stat. Assoc."},{"unstructured":"Houlsby, N., Huszar, F., Ghahramani, Z., Hern\u00e1ndez-lobato, J.M.: Collaborative Gaussian processes for preference learning. In: Pereira, F., Burges, C., Bottou, L., Weinberger, K. (eds.) Advances in Neural Information Processing Systems (NIPS 2012), pp. 2096\u20132104 (2012)","key":"1_CR11"},{"key":"1_CR12","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1517\/17530059.2012.718329","volume":"7","author":"JE McDermott","year":"2013","unstructured":"McDermott, J.E., Wang, J., Mitchell, H., Webb-Robertson, B.J., Hafen, R., Ramey, J., Rodland, K.D.: Challenges in biomarker discovery: combining expert insights with statistical analysis of complex omics data. Expert Opin. Med. Diagn. 7, 37\u201351 (2013)","journal-title":"Expert Opin. Med. Diagn."},{"key":"1_CR13","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1038\/nrg3920","volume":"16","author":"MW Libbrecht","year":"2015","unstructured":"Libbrecht, M.W., Noble, W.S.: Machine learning applications in genetics and genomics. Nat. Rev. Genet. 16, 321\u2013332 (2015)","journal-title":"Nat. Rev. Genet."},{"key":"1_CR14","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-319-50478-0_1","volume-title":"Machine Learning for Health Informatics: State-of-the-Art and Future Challenges","author":"A Holzinger","year":"2016","unstructured":"Holzinger, A.: Machine learning for health informatics. In: Holzinger, A. (ed.) Machine Learning for Health Informatics: State-of-the-Art and Future Challenges. LNCS, vol. 9605, pp. 1\u201324. Springer, Cham (2016). doi:10.1007\/978-3-319-50478-0_1"},{"key":"1_CR15","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1109\/MC.2016.351","volume":"49","author":"U Varshney","year":"2016","unstructured":"Varshney, U., Chang, C.K.: Smart health and well-being. Computer 49, 11\u201313 (2016)","journal-title":"Computer"},{"key":"1_CR16","first-page":"1","volume":"17","author":"L Tang","year":"2016","unstructured":"Tang, L., Song, P.X.: Fused lasso approach in regression coefficients clustering - learning parameter heterogeneity in data integration. J. Mach. Learn. Res. 17, 1\u201323 (2016)","journal-title":"J. Mach. Learn. Res."},{"key":"1_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1007\/978-3-319-43949-5_4","volume-title":"Information Technology in Bio- and Medical Informatics","author":"F Jeanquartier","year":"2016","unstructured":"Jeanquartier, F., Jean-Quartier, C., Schreck, T., Cemernek, D., Holzinger, A.: Integrating open data on cancer in support to tumor growth analysis. In: Renda, M.E., Bursa, M., Holzinger, A., Khuri, S. (eds.) ITBAM 2016. LNCS, vol. 9832, pp. 49\u201366. Springer, Cham (2016). doi:10.1007\/978-3-319-43949-5_4"},{"key":"1_CR18","doi-asserted-by":"publisher","first-page":"206","DOI":"10.1159\/000104446","volume":"74","author":"H Gottweis","year":"2007","unstructured":"Gottweis, H., Zatloukal, K.: Biobank governance: trends and perspectives. Pathobiology 74, 206\u2013211 (2007)","journal-title":"Pathobiology"},{"key":"1_CR19","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1456650.1456651","volume":"41","author":"J Bleiholder","year":"2008","unstructured":"Bleiholder, J., Naumann, F.: Data fusion. ACM Comput. Surv. (CSUR) 41, 1\u201341 (2008)","journal-title":"ACM Comput. Surv. (CSUR)"},{"key":"1_CR20","doi-asserted-by":"publisher","first-page":"1784","DOI":"10.1109\/TPAMI.2006.223","volume":"28","author":"S Lafon","year":"2006","unstructured":"Lafon, S., Keller, Y., Coifman, R.R.: Data fusion and multicue data matching by diffusion maps. IEEE Trans. Pattern Anal. Mach. Intell. 28, 1784\u20131797 (2006)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"1_CR21","doi-asserted-by":"publisher","first-page":"S3","DOI":"10.1186\/1471-2105-13-S4-S3","volume":"13","author":"M Pellegrini","year":"2012","unstructured":"Pellegrini, M., Renda, M.E., Vecchio, A.: Tandem repeats discovery service (TReaDS) applied to finding novel cis-acting factors in repeat expansion diseases. BMC Bioinformatics 13, S3 (2012)","journal-title":"BMC Bioinformatics"},{"key":"1_CR22","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1007\/978-1-4939-3106-4_14","volume-title":"Statistical Analysis in Proteomics","author":"L Blanchet","year":"2016","unstructured":"Blanchet, L., Smolinska, A.: Data fusion in metabolomics and proteomics for biomarker discovery. In: Jung, K. (ed.) Statistical Analysis in Proteomics, pp. 209\u2013223. Springer, New York (2016)"},{"doi-asserted-by":"publisher","unstructured":"Holzinger, A.: Introduction to Machine Learning and Knowledge Extraction (MAKE). Mach. Learn. Knowl. Extr. 1(1), 1\u201320 (2017). doi:10.3390\/make1010001","key":"1_CR23","DOI":"10.3390\/make1010001"}],"container-title":["Lecture Notes in Computer Science","Information Technology in Bio- and Medical Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-64265-9_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T20:09:15Z","timestamp":1710360555000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-64265-9_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319642642","9783319642659"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-64265-9_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"26 July 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ITBAM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Information Technology in Bio- and Medical Informatics","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Lyon","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"France","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28 August 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 August 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"itbam2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.dexa.org\/itbam2017","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}