{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,5]],"date-time":"2024-09-05T22:28:05Z","timestamp":1725575285774},"publisher-location":"Berlin, Heidelberg","reference-count":13,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540240594"},{"type":"electronic","value":"9783540305491"}],"license":[{"start":{"date-parts":[[2004,1,1]],"date-time":"2004-01-01T00:00:00Z","timestamp":1072915200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2004]]},"DOI":"10.1007\/978-3-540-30549-1_45","type":"book-chapter","created":{"date-parts":[[2011,1,16]],"date-time":"2011-01-16T14:26:55Z","timestamp":1295188015000},"page":"513-525","source":"Crossref","is-referenced-by-count":15,"title":["Towards Efficient Imputation by Nearest-Neighbors: A Clustering-Based Approach"],"prefix":"10.1007","author":[{"given":"Eduardo R.","family":"Hruschka","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"suffix":"Jr.","given":"Estevam R.","family":"Hruschka","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nelson F. F.","family":"Ebecken","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"45_CR1","unstructured":"Pyle, D.: Data Preparation for Data Mining. Academic Press (1999)"},{"key":"45_CR2","volume-title":"Statistical Analysis with Missing Data","author":"R. Little","year":"1987","unstructured":"Little, R., Rubin, D.B.: Statistical Analysis with Missing Data. Wiley, New York (1987)"},{"key":"45_CR3","volume-title":"Machine Learning","author":"T.M. Mitchell","year":"1997","unstructured":"Mitchell, T.M.: Machine Learning. The McGraw-Hill Companies, New York (1997)"},{"key":"45_CR4","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"723","DOI":"10.1007\/978-3-540-24581-0_62","volume-title":"AI 2003: Advances in Artificial Intelligence","author":"E.R. Hruschka","year":"2003","unstructured":"Hruschka, E.R., Hruschka Jr., E.R., Ebecken, N.F.F.: Evaluating a nearest-neighbor method to substitute continuous missing values. In: Gedeon, T(T.) D., Fung, L.C.C. (eds.) AI 2003. LNCS (LNAI), vol.\u00a02903, pp. 723\u2013734. Springer, Heidelberg (2003)"},{"issue":"5-6","key":"45_CR5","doi-asserted-by":"publisher","first-page":"519","DOI":"10.1080\/713827181","volume":"17","author":"G.E.A.P. Batista","year":"2003","unstructured":"Batista, G.E.A.P., Monard, M.C.: An Analysis of Four Missing Data Treatment Meth-ods for Supervised Learning. Applied Artificial Intelligence\u00a017(5-6), 519\u2013534 (2003)","journal-title":"Applied Artificial Intelligence"},{"key":"45_CR6","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1023\/A:1006559212014","volume":"11","author":"C.G. Atkeson","year":"1997","unstructured":"Atkeson, C.G., Moore, A.W., Schaal, S.: Locally Weighted Learning. Artificial Intelli-gence Review\u00a011, 11\u201373 (1997)","journal-title":"Artificial Intelli-gence Review"},{"key":"45_CR7","volume-title":"Cluster Analysis","author":"B.S. Everitt","year":"2001","unstructured":"Everitt, B.S., Landau, S., Leese, M.: Cluster Analysis. Arnold Publishers, London (2001)"},{"key":"45_CR8","volume-title":"Cluster Analysis for Applications","author":"M.R. Anderberg","year":"1973","unstructured":"Anderberg, M.R.: Cluster Analysis for Applications, USA. Academic Press, Inc, London (1973)"},{"issue":"6","key":"45_CR9","doi-asserted-by":"publisher","first-page":"520","DOI":"10.1093\/bioinformatics\/17.6.520","volume":"17","author":"O. Troyanskaya","year":"2001","unstructured":"Troyanskaya, O., et al.: Missing Value Estimation Methods for DNA Microarrays. Bioin-formatics\u00a017(6), 520\u2013525 (2001)","journal-title":"Bioin-formatics"},{"key":"45_CR10","unstructured":"Merz, C.J., Murphy, P.M.: UCI Repository of Machine Learning Databases Irvine, CA, University of California, Department of Information and Computer Science, \n                      \n                        http:\/\/www.ics.uci.edu"},{"key":"45_CR11","volume-title":"Data Mining \u2013 Practical Machine Learning Tools and Techniques with Java Implementations","author":"I.H. Witten","year":"2000","unstructured":"Witten, I.H., Frank, E.: Data Mining \u2013 Practical Machine Learning Tools and Techniques with Java Implementations. Morgan Kaufmann Publishers, USA (2000)"},{"key":"45_CR12","volume-title":"Solving Data Mining Problems through Pattern Recognition","author":"R.L. Kennedy","year":"1997","unstructured":"Kennedy, R.L., Lee, Y., Roy, B.V., Reed, C.D., Lippmann, R.P.: Solving Data Mining Problems through Pattern Recognition. Prentice Hall PTR, Englewood Cliffs (1997)"},{"key":"45_CR13","first-page":"257","volume-title":"Machine Learning","author":"D.R. Wilson","year":"2000","unstructured":"Wilson, D.R., Martinez, T.R.: Reduction Techniques for Instance-Based Learning Algo-rithms. In: Machine Learning, vol.\u00a038(3), pp. 257\u2013286. Kluwer Academic Publishers, Dordrecht (2000)"}],"container-title":["Lecture Notes in Computer Science","AI 2004: Advances in Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-30549-1_45","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,1,29]],"date-time":"2020-01-29T18:07:33Z","timestamp":1580321253000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-30549-1_45"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2004]]},"ISBN":["9783540240594","9783540305491"],"references-count":13,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-30549-1_45","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2004]]}}}