{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T22:13:01Z","timestamp":1766441581145,"version":"3.37.3"},"publisher-location":"Cham","reference-count":18,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319672731"},{"type":"electronic","value":"9783319672748"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-67274-8_10","type":"book-chapter","created":{"date-parts":[[2017,10,6]],"date-time":"2017-10-06T12:21:20Z","timestamp":1507292480000},"page":"104-115","source":"Crossref","is-referenced-by-count":9,"title":["A Genetic Algorithm for Interpretable Model Extraction from Decision Tree Ensembles"],"prefix":"10.1007","author":[{"given":"Gilles","family":"Vandewiele","sequence":"first","affiliation":[]},{"given":"Kiani","family":"Lannoye","sequence":"additional","affiliation":[]},{"given":"Olivier","family":"Janssens","sequence":"additional","affiliation":[]},{"given":"Femke","family":"Ongenae","sequence":"additional","affiliation":[]},{"given":"Filip","family":"De Turck","sequence":"additional","affiliation":[]},{"given":"Sofie","family":"Van Hoecke","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,10,7]]},"reference":[{"key":"10_CR1","doi-asserted-by":"crossref","first-page":"502","DOI":"10.1038\/ng1033","volume":"32","author":"DK Slonim","year":"2002","unstructured":"Slonim, D.K.: From patterns to pathways. Nat. Genetics 32, 502\u2013508 (2002)","journal-title":"Nat. Genetics"},{"key":"10_CR2","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/3-540-45014-9_1","volume-title":"Multiple Classifier Systems","author":"TG Dietterich","year":"2000","unstructured":"Dietterich, T.G.: Ensemble methods in machine learning. In: Kittler, J., Roli, F. (eds.) MCS 2000. LNCS, vol. 1857, pp. 1\u201315. Springer, Heidelberg (2000). doi: 10.1007\/3-540-45014-9_1"},{"issue":"2","key":"10_CR3","doi-asserted-by":"crossref","first-page":"216","DOI":"10.1109\/TKDE.2004.1269599","volume":"16","author":"H Kargupta","year":"2004","unstructured":"Kargupta, H., Park, B.H.: A Fourier spectrum-based approach to represent decision trees for mining data streams in mobile environments. IEEE Trans. Knowl. Data Eng. 16(2), 216\u2013229 (2004)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"10_CR4","unstructured":"Quinlan, J.R.: Miniboosting decision trees. J. Artif. Intell. Res. 1\u201315 (1998)"},{"key":"10_CR5","unstructured":"Quinlan, J.R.: Generating production rules from decision trees. In: Proceedings of the 10th International Joint Conference on Artificial Intelligence, vol. 1, pp. 304\u2013307. Morgan Kaufmann Publishers Inc. (1987)"},{"key":"10_CR6","unstructured":"Williams, G.J.: Inducing and combining decision structures for expert systems. Australian National University (1991)"},{"key":"10_CR7","doi-asserted-by":"crossref","unstructured":"Andrzejak, A., Langner, F., Zabala, S.: Interpretable models from distributed data via merging of decision trees. In: Proceedings of the 2013 IEEE Symposium on Computational Intelligence and Data Mining (CIDM 2013)\u20132013 IEEE Symposium Series on Computational Intelligence (SSCI 2013), pp. 1\u20139 (2013)","DOI":"10.1109\/CIDM.2013.6597210"},{"key":"10_CR8","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"269","DOI":"10.1007\/978-3-540-78469-2_26","volume-title":"Inductive Logic Programming","author":"A Assche Van","year":"2008","unstructured":"Van Assche, A., Blockeel, H.: Seeing the forest through the trees. In: Blockeel, H., Ramon, J., Shavlik, J., Tadepalli, P. (eds.) ILP 2007. LNCS, vol. 4894, pp. 269\u2013279. Springer, Heidelberg (2008). doi: 10.1007\/978-3-540-78469-2_26"},{"key":"10_CR9","doi-asserted-by":"crossref","unstructured":"Deng, H.: Interpreting tree ensembles with intrees. arXiv preprint arXiv:1408.5456 (2014)","DOI":"10.32614\/CRAN.package.inTrees"},{"key":"10_CR10","volume-title":"Adaptation in Natural and Artificial Systems","author":"JH Holland","year":"1975","unstructured":"Holland, J.H.: Adaptation in Natural and Artificial Systems. University of Michigan Press, Ann Arbor (1975)"},{"issue":"3","key":"10_CR11","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1109\/TSMCC.2011.2157494","volume":"42","author":"RC Barros","year":"2012","unstructured":"Barros, R.C., Basgalupp, M.P., De Carvalho, A.C., Freitas, A.A.: A survey of evolutionary algorithms for decision-tree induction. IEEE Trans. Syst. Man Cybern. Part C Appl. Rev. 42(3), 291\u2013312 (2012)","journal-title":"IEEE Trans. Syst. Man Cybern. Part C Appl. Rev."},{"issue":"5","key":"10_CR12","first-page":"1","volume":"45","author":"L Breiman","year":"1999","unstructured":"Breiman, L.: Random forests. Mach. Learn. 45(5), 1\u201335 (1999)","journal-title":"Mach. Learn."},{"key":"10_CR13","doi-asserted-by":"crossref","unstructured":"Chen, T., Guestrin, C.: Xgboost: a scalable tree boosting system. arXiv preprint arXiv:1603.02754 (2016)","DOI":"10.1145\/2939672.2939785"},{"key":"10_CR14","volume-title":"C4.5: Programs for Machine Learning","author":"JR Quinlan","year":"1993","unstructured":"Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann Publishers Inc., San Francisco (1993)"},{"key":"10_CR15","volume-title":"Classification and Regression Trees","author":"L Breiman","year":"1984","unstructured":"Breiman, L., Friedman, J., Stone, C.J., Olshen, R.A.: Classification and Regression Trees. Chapman and Hall\/CRC, Boca Raton (1984)"},{"key":"10_CR16","doi-asserted-by":"crossref","unstructured":"Loh, W.-Y.: Improving the precision of classification trees. Ann. Appl. Stat. 1710\u20131737 (2009)","DOI":"10.1214\/09-AOAS260"},{"issue":"4","key":"10_CR17","first-page":"815","volume":"7","author":"W-Y Loh","year":"1997","unstructured":"Loh, W.-Y., Shih, Y.-S.: Split selection methods for classification trees. Stat. Sinica 7(4), 815\u2013840 (1997)","journal-title":"Stat. Sinica"},{"key":"10_CR18","unstructured":"Lichman, M.: UCI machine learning repository (2013)"}],"container-title":["Lecture Notes in Computer Science","Trends and Applications in Knowledge Discovery and Data Mining"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-67274-8_10","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,27]],"date-time":"2024-06-27T15:24:53Z","timestamp":1719501893000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-67274-8_10"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319672731","9783319672748"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-67274-8_10","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2017]]}}}