{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T07:32:08Z","timestamp":1761895928612,"version":"3.37.3"},"publisher-location":"Cham","reference-count":26,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319118536"},{"type":"electronic","value":"9783319118543"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014]]},"DOI":"10.1007\/978-3-319-11854-3_61","type":"book-chapter","created":{"date-parts":[[2014,8,26]],"date-time":"2014-08-26T06:09:04Z","timestamp":1409033344000},"page":"708-716","source":"Crossref","is-referenced-by-count":6,"title":["Lean Data Science Research Life Cycle: A Concept for Data Analysis Software Development"],"prefix":"10.1007","author":[{"given":"Maxim","family":"Shcherbakov","sequence":"first","affiliation":[]},{"given":"Nataliya","family":"Shcherbakova","sequence":"additional","affiliation":[]},{"given":"Adriaan","family":"Brebels","sequence":"additional","affiliation":[]},{"given":"Timur","family":"Janovsky","sequence":"additional","affiliation":[]},{"given":"Valery","family":"Kamaev","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"volume-title":"The Fourth Paradigm: Data-Intensive Scientific Discovery","year":"2009","key":"61_CR1","unstructured":"Hey, T., Tansley, S., Tolle, K. (eds.): The Fourth Paradigm: Data-Intensive Scientific Discovery. Microsoft Research, Redmond (2009)"},{"key":"61_CR2","unstructured":"eScience Center, http:\/\/esciencecenter.nl\/"},{"key":"61_CR3","unstructured":"Conway, D., The Data Science Venn Diagram, http:\/\/drewconway.com\/zia\/2013\/3\/26\/the-data-science-venn-diagram"},{"key":"61_CR4","unstructured":"Is Data Science The End of Statistics? A Discussion http:\/\/www.kdnuggets.com\/2013\/04\/data-science-end-statistics-discussion.html"},{"key":"61_CR5","unstructured":"CS109 Harvard Data Science Course, Harvard School of Engineering and Applied Science, http:\/\/cs109.org\/"},{"key":"61_CR6","unstructured":"IPython:notebook"},{"key":"61_CR7","unstructured":"EPJ Data Science http:\/\/www.epjdatascience.com\/"},{"key":"61_CR8","unstructured":"Leffingwell, D.: Agile Software Requirements: Lean Requirements Practices forTeams, Programs, and the Enterprise. Agile Software Development Series. Addison-Wesley, Pearson Education, Inc."},{"key":"61_CR9","volume-title":"Lean Software Development: An AgileToolkit","author":"M. Poppendieck","year":"2003","unstructured":"Poppendieck, M., Poppendieck, T.: Lean Software Development: An AgileToolkit. Addison-Wesley Longman Publishing Co., Inc., Boston (2003)"},{"key":"61_CR10","doi-asserted-by":"crossref","unstructured":"Poppendieck, M., Poppendieck, T.: The Lean Mindset: Ask the Right Questions. Poppendieck LLC (2013)","DOI":"10.1289\/isee.2013.O-3-28-06"},{"key":"61_CR11","unstructured":"Nisbet, R., Elder, J., Miner, G.: Handbook of Statistical Analysis andData Mining Applications. Academic Press (2009)"},{"key":"61_CR12","first-page":"3754","volume":"17","author":"U. Fayyad","year":"1996","unstructured":"Fayyad, U., Piatetsky-shapiro, G., Smyth, P.: From Data Mining toKnowledge Discovery in Databases. AI Magazine\u00a017, 3754 (1996)","journal-title":"AI Magazine"},{"key":"61_CR13","first-page":"2825","volume":"12","author":"F. Pedregosa","year":"2011","unstructured":"Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., Dubourg, V., Vanderplas, J., Passos, A., Cournapeau, D., Brucher, M., Perrot, M., Duchesnay, E.: Scikit-learn: Machine Learning in Python. Journal of Machine Learning Research\u00a012, 2825\u20132830 (2011)","journal-title":"Journal of Machine Learning Research"},{"key":"61_CR14","unstructured":"Guo, P.: Software Tools to Facilitate Research Programming, Ph.D. thesis. Stanford University (May 2012), http:\/\/purl.stanford.edu\/mb510fs4943"},{"key":"61_CR15","doi-asserted-by":"crossref","unstructured":"Burstein, F., Holsapple, C.W.: Handbook on Decision SupportSystems 1: Basic Themes, 1st edn. Springer Publishing Company, Incorporated (2008)","DOI":"10.1007\/978-3-540-48716-6"},{"key":"61_CR16","doi-asserted-by":"crossref","unstructured":"Burstein, F., Holsapple, C.W.: Handbook on Decision Support Systems 2: Variations, 1st edn. Springer Publishing Company, Incorporated (2008)","DOI":"10.1007\/978-3-540-48716-6"},{"key":"61_CR17","doi-asserted-by":"crossref","unstructured":"Bishop, C.M.: Pattern Recognition and Machine Learning. In: Jordan, M., Kleinberg, J., Sch\u00f6lkopf, B. (eds.) Pattern Recognition, vol.\u00a04, p. 738. Springer (2006), doi:10.1117\/1.2819119","DOI":"10.1117\/1.2819119"},{"key":"61_CR18","unstructured":"Williams, G.: Data Science with R Decision Trees (2014), http:\/\/onepager.togaware.com\/DTreesO.pdf"},{"key":"61_CR19","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1109\/MCSE.2007.55","volume":"9","author":"J.D. Hunter","year":"2007","unstructured":"Hunter, J.D.: Matplotlib: A 2D Graphics Environment. Computing in Science& Engineering\u00a09, 90\u201395 (2007), http:\/\/dx.doi.org\/10.1109\/MCSE.2007.55","journal-title":"Computing in Science& Engineering"},{"issue":"3","key":"61_CR20","doi-asserted-by":"publisher","first-page":"443","DOI":"10.1016\/j.ijforecast.2006.01.001","volume":"22","author":"J.G. Gooijer","year":"2006","unstructured":"Gooijer, J.G., De Hyndman, R.J.: 25 years of time series forecasting. International Journal of Forecasting\u00a022(3), 443\u2013473 (2006), http:\/\/dx.doi.org\/10.1016\/j.ijforecast.2006.01.001","journal-title":"International Journal of Forecasting"},{"key":"61_CR21","unstructured":"Goodwin, P., Ord, J.K., Oller, L.-E., Sniezek, J.A., Leonard, M.: In: Scott Armstrong, J. (ed.) Principles of Forecasting: A Handbook for Researchers and Practitioners, p. 849. Kluwer Academic Publishers, Boston (2001, 2002)"},{"key":"61_CR22","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780198538493.001.0001","volume-title":"Neural Networks for Pattern Recognition","author":"C.M. Bishop","year":"1995","unstructured":"Bishop, C.M.: Neural Networks for Pattern Recognition. OxfordUniversity Press, Inc., New York (1995)"},{"key":"61_CR23","doi-asserted-by":"crossref","unstructured":"Tyukov, A., Brebels, A., Shcherbakov, M., Kamaev, V.: A concept of web-basedenergy data quality assurance and control system. In: ACM International Conference Proceeding Series, pp. 267\u2013271 (2012), doi:10.1145\/2428736.2428779","DOI":"10.1145\/2428736.2428779"},{"key":"61_CR24","unstructured":"Tyukov, A., Ushakov, A., Shcherbakov, M., Brebels, A., Kamaev, V.: Digital signage based building energy manage-ment system: Solution concept. World Applied Sciences Journal, Information Technologies in Modern Industry, Education and Society\u00a0(24), 183\u2013190"},{"key":"61_CR25","unstructured":"A photovoltaic out put backcast and forecast method based on cloud cover and historical data. In: Owoeye, D., Shcherbakov, M., Kamaev, V. (eds.) Proceedings of the 6th IASTED Asian Conference on Power and Energy Systems, AsiaPES (2013)"},{"key":"61_CR26","doi-asserted-by":"crossref","unstructured":"Kamaev, V.A., Shcherbakov, M.V., Panchenko, D.P., Shcherbakova, N.L., Brebels, A.: Using connectionist systems for electric energy consumption forecasting in shopping centers. Automation and Remote Control (2012)","DOI":"10.1134\/S0005117912060124"}],"container-title":["Communications in Computer and Information Science","Knowledge-Based Software Engineering"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-11854-3_61","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,1]],"date-time":"2024-06-01T22:31:10Z","timestamp":1717281070000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-11854-3_61"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"ISBN":["9783319118536","9783319118543"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-11854-3_61","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2014]]}}}