A Framework for Classification in Data Streams Using Multi-strategy Learning
暂无分享,去创建一个
[1] Geoff Holmes,et al. New ensemble methods for evolving data streams , 2009, KDD.
[2] João Gama,et al. On evaluating stream learning algorithms , 2012, Machine Learning.
[3] Ricard Gavaldà,et al. Learning from Time-Changing Data with Adaptive Windowing , 2007, SDM.
[4] Gerhard Widmer,et al. Adapting to Drift in Continuous Domains (Extended Abstract) , 1995, ECML.
[5] Herna L. Viktor,et al. Intelligent Adaptive Ensembles for Data Stream Mining: A High Return on Investment Approach , 2015, NFMCP.
[6] Mohamed Medhat Gaber,et al. Pocket Data Mining: Big Data on Small Devices , 2013 .
[7] João Gama,et al. A survey on concept drift adaptation , 2014, ACM Comput. Surv..
[8] F. Oppacher,et al. Evolutionary Data Mining With Automatic Rule Generalization , 2001 .
[9] Salvatore J. Stolfo,et al. Adaptive Intrusion Detection: A Data Mining Approach , 2000, Artificial Intelligence Review.
[10] Yehuda Koren,et al. Collaborative filtering with temporal dynamics , 2009, KDD.
[11] Ian H. Witten,et al. The WEKA data mining software: an update , 2009, SKDD.
[12] Sebastian Thrun,et al. Online Speed Adaptation Using Supervised Learning for High-Speed, Off-Road Autonomous Driving , 2007, IJCAI.
[13] Gillian Dobbie,et al. Drift Detection Using Stream Volatility , 2015, ECML/PKDD.
[14] Geoff Hulten,et al. Mining time-changing data streams , 2001, KDD '01.
[15] João Gama,et al. Learning with Drift Detection , 2004, SBIA.
[16] Ivan Bratko,et al. Machine Learning by Function Decomposition , 1997, ICML.
[17] Geoff Holmes,et al. Fast Perceptron Decision Tree Learning from Evolving Data Streams , 2010, PAKDD.
[18] Marcin Budka,et al. Towards cost-sensitive adaptation: When is it worth updating your predictive model? , 2015, Neurocomputing.
[19] Geoff Holmes,et al. MOA: Massive Online Analysis , 2010, J. Mach. Learn. Res..
[20] Miroslav KUBAT,et al. Adapting to Drift in Continuous DomainsMiroslav KUBATInstitute for Systems Sciences , 1995 .
[21] Mohamed Medhat Gaber,et al. Pocket Data Mining , 2014 .
[22] João Gama,et al. Decision trees for mining data streams , 2006, Intell. Data Anal..
[23] M. Harries. SPLICE-2 Comparative Evaluation: Electricity Pricing , 1999 .
[24] Geoff Hulten,et al. Mining high-speed data streams , 2000, KDD '00.
[25] Ron Kohavi,et al. Scaling Up the Accuracy of Naive-Bayes Classifiers: A Decision-Tree Hybrid , 1996, KDD.