Adaptive Mechanisms for Classification Problems with Drifting Data
Author:
Publisher
Springer Berlin Heidelberg
Link
http://link.springer.com/content/pdf/10.1007/978-3-540-74827-4_53
Reference17 articles.
1. Kelly, M.G., Hand, D.J., Adams, N.M.: The impact of changing populations on classifier performance. In: Proc of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 367–371 (1999)
2. Gabrys, B.: Learning hybrid neuro-fuzzy classifier models from data: to combine or not to combine? Fuzzy Sets and Systems 147(1), 39–56 (2004)
3. Widmer, G., Kubat, M.: Learning in the presence of concept drift and hidden contexts. Machine Learning 23(1), 69–101 (1996)
4. Salganicoff, M.: Density-adaptive learning and forgetting. In: Proceedings of the Tenth International Conference on Machine Learning, pp. 276–283 (1993)
5. Abraham, W.C., Robins, A.: Memory retention-the synaptic stability versus plasticity dilemma. Trends in Neurosciences 28(2), 73–78 (2005)
Cited by 15 articles. 订阅此论文施引文献 订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献
1. Agent-based population learning algorithm for over-sampling in the classification of imbalanced data streams;Procedia Computer Science;2023
2. Impact of Clustering on a Synthetic Instance Generation in Imbalanced Data Streams Classification;Computational Science – ICCS 2022;2022
3. Automated adaptation strategies for stream learning;Machine Learning;2021-06
4. Learning from Imbalanced Data Streams Based on Over-Sampling and Instance Selection;Computational Science – ICCS 2021;2021
5. Recognizing input space and target concept drifts in data streams with scarcely labeled and unlabelled instances;Information Sciences;2016-08
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线，采集、加工和组织学术论文而形成的新型学术文献查询和分析系统，可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容，当前同舟云学术共收录了国内外主流学术期刊6万余种，收集的期刊论文及会议论文总量共计约1.5亿篇，并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询！咨询电话：010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3