CV+ML会议论文整理

顶级的综合会议 ICML NIPS
顶级的理论会议 COLT
顶级的数据挖掘,有向机器学习发展的倾向 KDD
偏统计一点的 AISTATS UAI

(1)以下是几个顶级会议的列表（不完整的，但基本覆盖）
机器学习顶级会议：NIPS, ICML, UAI, AISTATS;  （期刊：JMLR, ML, Trends in ML, IEEE T-NN）
计算机视觉和图像识别：ICCV, CVPR, ECCV;  （期刊：IEEE T-PAMI, IJCV, IEEE T-IP）
人工智能：IJCAI, AAAI; （期刊AI）
另外相关的还有SIGRAPH, KDD, ACL, SIGIR, WWW等。


特别是，如果做机器学习，必须地，把近4年的NIPS, ICML翻几遍；如果做计算机视觉，要把近4年的ICCV, CVPR, NIPS, ICML翻几遍。


(2)另外补充一下：大部分顶级会议的论文都能从网上免费下载到，
比如CV方面：http://www.cvpapers.com/index.html
NIPS: http://books.nips.cc/ 
JMLR(期刊): http://jmlr.csail.mit.edu/papers/ 
COLT和ICML(每年度的官网): http://www.cs.mcgill.ca/~colt2009/proceedings.html
希望这些信息对大家有点帮助。


(3)说些自己的感受。对计算机视觉和计算神经科学领域，从方法和模型的角度看，统计模型（包括probabilistic graphical model和statistical learning theory）是主流也是非常有影响力的方法。有个非常明显的趋势：重要的方法和模型最先在NIPS或ICML出现，然后应用到CV,IR和MM。虽然具体问题和应用也很重要，但多关注和结合这些方法也很有意义。

文章下载

ICML，NIPS，JMLR：http://machinelearning.wustl.edu/mlpapers/venues

                                             http://www.cvpapers.com/index.html

ICML历届会议
http://www.informatik.uni-trier.de/~ley/db/conf/icml/

ECML历届会议
http://www.informatik.uni-trier.de/~ley/db/conf/ecml/index.html

Machine Learning历年期刊

Journal of Machine Learning Research历年期刊
http://www.informatik.uni-trier.de/~ley/db/journals/jmlr/index.html

Conferences and Workshops International Joint Conference on Artificial Intelligence (IJCAI-2007) National Conference on Artificial Intelligence (AAAI-2007) The International Conference on Machine Learning (ICML-2007) onference on Empirical Methods in Natural Language Processing Conference on Computational Natural Language Learning (EMNLP-CoNLL 2007) Annual Meeting of the Association for Computational Linguistics (ACL-2007) The Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007) European Conference on Machine Learning and European Conference on Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD-2007) International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR-2007) International Conference on Intelligent Systems for Molecular Biology and European Conference on Computational Biology (ISMB/ECCB-2007) ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2007) International Conference on Inductive Logic Programming (ILP-2007) IEEE International Conference on Data Mining (ICDM-2007) SIAM International Conference on Data Mining (SDM-2007) International World Wide Web Conference (WWW-2007) 会议     23. ICML 2.12 (top 1.88%) 44. AAAI/IAAI, Vol. 1 1.87 (top 3.60%) 50. IJCAI (1) 1.82 (top 4.09%) 61. KR 1.76 (top 4.99%) 75. KDD 1.68 (top 6.14%) 123. ACL 1.44 (top 10.07%) Machine Learning

Journal of Machine learning research

Data Mining and Knowledge Discovery

IEEE-TKDE

Knowledge and Information Systems

IEEE-TPAMI

IEEE-Transaction on Evolutionary Computation

Pattern Recognition

Artificial Intelligence

Journal of Artificial Intelligence Research

Neural Computation

IEEE-NN