{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,6]],"date-time":"2026-08-06T17:49:36Z","timestamp":1786038576226,"version":"3.56.0"},"reference-count":29,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"11","license":[{"start":{"date-parts":[[2017,11,1]],"date-time":"2017-11-01T00:00:00Z","timestamp":1509494400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"}],"funder":[{"DOI":"10.13039\/501100003977","name":"Israel Science Foundation","doi-asserted-by":"publisher","award":["1487\/12"],"award-info":[{"award-number":["1487\/12"]}],"id":[{"id":"10.13039\/501100003977","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Israeli Ministry of Immigration to Amichai Painsky"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Pattern Anal. Mach. Intell."],"published-print":{"date-parts":[[2017,11,1]]},"DOI":"10.1109\/tpami.2016.2636831","type":"journal-article","created":{"date-parts":[[2016,12,7]],"date-time":"2016-12-07T14:12:05Z","timestamp":1481119925000},"page":"2142-2153","source":"Crossref","is-referenced-by-count":44,"title":["Cross-Validated Variable Selection in Tree-Based Methods Improves Predictive Performance"],"prefix":"10.1109","volume":"39","author":[{"given":"Amichai","family":"Painsky","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Saharon","family":"Rosset","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref10","first-page":"1083","article-title":"Ranking categorical features using generalization properties","volume":"9","author":"sabato","year":"2008","journal-title":"J Mach Learn Res"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1080\/08839519508945477"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007608224229"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/1143844.1143865"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1988.10478652"},{"key":"ref15","first-page":"815","article-title":"Split selection methods for classification trees","volume":"7","author":"loh","year":"1997","journal-title":"Statistica Sinica"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1198\/1061860032049"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1198\/016214501753168271"},{"key":"ref18","first-page":"361","article-title":"Regression tress with unbiased variable selection and interaction\n detection","volume":"12","author":"loh","year":"2002","journal-title":"Statistica Sinica"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1198\/106186006X133933"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/76.3.503"},{"key":"ref4","article-title":"Data mining tools see5 and c5.0","author":"quinlan","year":"2004"},{"key":"ref27","first-page":"1137","article-title":"A study of cross-validation and bootstrap for accuracy estimation\n and model selection","author":"kohavi","year":"1995","journal-title":"Proc 14th Int Joint Conf Artif Intell —Vol 2"},{"key":"ref3","author":"quinlan","year":"1992","journal-title":"C4 5 Programs for Machine Learning"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1214\/09-SS054"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1013203451"},{"key":"ref8","article-title":"Selecting multiway splits in decision trees","author":"frank","year":"1996","journal-title":"Tech Rep 96\/31"},{"key":"ref7","author":"hastie","year":"2009","journal-title":"The Elements of Statistical Learning Data Mining Inference and Prediction"},{"key":"ref2","author":"breiman","year":"1984","journal-title":"Classification and Regression Trees"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.2307\/2986296"},{"key":"ref9","first-page":"152","article-title":"Using a permutation test for attribute selection in decision trees","author":"frank","year":"1998","journal-title":"Proc 15th Int Conf Mach Learn"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1111\/insr.12016"},{"key":"ref22","first-page":"1089","article-title":"No unbiased estimator of the variance of k-fold cross-validation","volume":"5","author":"bengio","year":"2004","journal-title":"J Mach Learn Res"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.2307\/2289236"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-8-25"},{"key":"ref23","first-page":"1","article-title":"Statistical comparisons of classifiers over multiple data sets","volume":"7","author":"dem\u0161ar","year":"2006","journal-title":"J Mach Learn Res"},{"key":"ref26","first-page":"2079","article-title":"On over-fitting in model selection and subsequent selection bias in performance evaluation","volume":"11","author":"cawley","year":"2010","journal-title":"J Mach Learn Res"},{"key":"ref25","first-page":"111","article-title":"Leave-one-out error and stability of learning algorithms with applications","author":"elisseeff","year":"2003","journal-title":"Advances in Learning Theory Methods Models and Applications"}],"container-title":["IEEE Transactions on Pattern Analysis and Machine Intelligence"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/34\/8055017\/07776975.pdf?arnumber=7776975","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,12]],"date-time":"2022-01-12T11:41:28Z","timestamp":1641987688000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/7776975\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,11,1]]},"references-count":29,"journal-issue":{"issue":"11"},"URL":"https:\/\/doi.org\/10.1109\/tpami.2016.2636831","relation":{},"ISSN":["0162-8828","2160-9292"],"issn-type":[{"value":"0162-8828","type":"print"},{"value":"2160-9292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,11,1]]}}}