{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T07:42:59Z","timestamp":1761896579382,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":23,"publisher":"ACM","license":[{"start":{"date-parts":[[2017,7,1]],"date-time":"2017-07-01T00:00:00Z","timestamp":1498867200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Canadian Safety and Security Program (CSSP)"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2017,7]]},"DOI":"10.1145\/3071178.3071213","type":"proceedings-article","created":{"date-parts":[[2017,6,30]],"date-time":"2017-06-30T17:59:28Z","timestamp":1498845568000},"page":"945-952","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":10,"title":["Properties of a GP active learning framework for streaming data with class imbalance"],"prefix":"10.1145","author":[{"given":"Sara","family":"Khanchi","sequence":"first","affiliation":[{"name":"Dalhousie University, Halifax, Nova Scotia, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Malcolm I.","family":"Heywood","sequence":"additional","affiliation":[{"name":"Dalhousie University, Halifax, Nova Scotia, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A. Nur","family":"Zincir-Heywood","sequence":"additional","affiliation":[{"name":"Dalhousie University, Halifax, Nova Scotia, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2017,7]]},"reference":[{"doi-asserted-by":"publisher","key":"e_1_3_2_1_1_1","DOI":"10.1145\/2463372.2463489"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_2_1","DOI":"10.1145\/2330163.2330262"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_3_1","DOI":"10.5555\/1756006.1859903"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_4_1","DOI":"10.1016\/j.patrec.2015.11.010"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_5_1","DOI":"10.5555\/1248547.1248548"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_6_1","DOI":"10.1109\/MCI.2015.2471196"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_7_1","DOI":"10.1007\/s13748-011-0002-6"},{"key":"e_1_3_2_1_8_1","first-page":"286","article-title":"Learning with drift detection","volume":"3171","author":"Gama J.","year":"2004","unstructured":"J. Gama , P. Madas , G. Castillo , and P. Rodrigues . 2004 . Learning with drift detection . In Advances in Artificial Intelligence (LNCS) , Vol. 3171. 286 -- 295 . J. Gama, P. Madas, G. Castillo, and P. Rodrigues. 2004. Learning with drift detection. In Advances in Artificial Intelligence (LNCS), Vol. 3171. 286--295.","journal-title":"Advances in Artificial Intelligence (LNCS)"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_9_1","DOI":"10.1007\/s10710-014-9236-y"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_10_1","DOI":"10.1145\/502512.502529"},{"doi-asserted-by":"crossref","unstructured":"N. Japkowicz and M. Shah. 2011. Evaluating Learning Algorithms: A Classification Perspective. Cambridge University Press.   N. Japkowicz and M. Shah. 2011. Evaluating Learning Algorithms: A Classification Perspective . Cambridge University Press.","key":"e_1_3_2_1_11_1","DOI":"10.1017\/CBO9780511921803"},{"key":"e_1_3_2_1_12_1","volume-title":"European Conference on Genetic Programming (LNCS)","volume":"9594","author":"Khanchi S.","unstructured":"S. Khanchi , M.I. Heywood , and N. Zincir-Heywood . 2016. On the impact of class imbalance in GP streaming classification with label budgets . In European Conference on Genetic Programming (LNCS) , Vol. 9594 . 35--50. S. Khanchi, M.I. Heywood, and N. Zincir-Heywood. 2016. On the impact of class imbalance in GP streaming classification with label budgets. In European Conference on Genetic Programming (LNCS), Vol. 9594. 35--50."},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_13_1","DOI":"10.1016\/j.inffus.2017.02.004"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_14_1","DOI":"10.1145\/1389095.1389162"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_15_1","DOI":"10.1145\/1830483.1830640"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_16_1","DOI":"10.1007\/s12530-012-9061-6"},{"volume-title":"IEEE-INNS Joint Conference on Neural Networks. 1--8.","author":"Loginov A.","unstructured":"A. Loginov , M. I. Heywood , and G. Wilson . 2016. Benchmarking a coevolutionary streaming classifier under the individual household electric power consumption dataset . In IEEE-INNS Joint Conference on Neural Networks. 1--8. A. Loginov, M. I. Heywood, and G. Wilson. 2016. Benchmarking a coevolutionary streaming classifier under the individual household electric power consumption dataset. In IEEE-INNS Joint Conference on Neural Networks. 1--8.","key":"e_1_3_2_1_17_1"},{"doi-asserted-by":"crossref","unstructured":"M. Sugiyama and M. Kawanabe. 2012. Machine Learning in non-stationary environments: Introduction to covariate shift adaptation. MIT Press.   M. Sugiyama and M. Kawanabe. 2012. Machine Learning in non-stationary environments: Introduction to covariate shift adaptation . MIT Press.","key":"e_1_3_2_1_18_1","DOI":"10.7551\/mitpress\/9780262017091.001.0001"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_19_1","DOI":"10.1109\/TNNLS.2012.2236570"},{"key":"e_1_3_2_1_20_1","first-page":"451","article-title":"Evolving GP classifiers for streaming data tasks with concept change and label budgets: A benchmarking study. In Handbook of Genetic Programming Applications. Springer","volume":"18","author":"Vahdat A.","year":"2015","unstructured":"A. Vahdat , J. Morgan , A. R. McIntyre , M. I. Heywood , and A. N. Zincir-Heywood . 2015 . Evolving GP classifiers for streaming data tasks with concept change and label budgets: A benchmarking study. In Handbook of Genetic Programming Applications. Springer , Chapter 18 , 451 -- 480 . A. Vahdat, J. Morgan, A. R. McIntyre, M. I. Heywood, and A. N. Zincir-Heywood. 2015. Evolving GP classifiers for streaming data tasks with concept change and label budgets: A benchmarking study. In Handbook of Genetic Programming Applications. Springer, Chapter 18, 451--480.","journal-title":"Chapter"},{"volume-title":"Proceedings of SIAM International Conference on Data Mining. 457--461","author":"Fan Y. Huang W.","unstructured":"Y. Huang W. Fan , H. Wang , and P. S. Yu . 2004. Active mining of data streams . In Proceedings of SIAM International Conference on Data Mining. 457--461 . Y. Huang W. Fan, H. Wang, and P. S. Yu. 2004. Active mining of data streams. In Proceedings of SIAM International Conference on Data Mining. 457--461.","key":"e_1_3_2_1_21_1"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_22_1","DOI":"10.5555\/1622434.1622445"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_23_1","DOI":"10.1109\/TSMCB.2010.2042445"}],"event":{"sponsor":["SIGEVO ACM Special Interest Group on Genetic and Evolutionary Computation"],"acronym":"GECCO '17","name":"GECCO '17: Genetic and Evolutionary Computation Conference","location":"Berlin Germany"},"container-title":["Proceedings of the Genetic and Evolutionary Computation Conference"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3071178.3071213","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3071178.3071213","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:24:05Z","timestamp":1750220645000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3071178.3071213"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,7]]},"references-count":23,"alternative-id":["10.1145\/3071178.3071213","10.1145\/3071178"],"URL":"https:\/\/doi.org\/10.1145\/3071178.3071213","relation":{},"subject":[],"published":{"date-parts":[[2017,7]]},"assertion":[{"value":"2017-07-01","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}