1. Google在研究博客中总结了他们2011年的精彩论文《Excellent Papers for 2011》,包括社会网络、机器学习、人机交互、信息检索、自然语言处理、多媒体、系统等各个领域,很精彩的论文集锦。http://googleresearch.blogspot.com/2012/03/excellent-papers-for-2011.html
或者zibuyu的BLOG http://blog.sina.com.cn/s/blog_574a437f0100y6zy.html
2. Best paper awards for AAAI,ACL, CHI, CIKM, FOCS, ICML, IJCAI, KDD, OSDI, SIGIR, SIGMOD, SOSP, STOC, UIST,VLDB, WWW http://jeffhuang.com/best_paper_awards.html
3. IBM R&D Journal 刚发布了关于Watson的专刊《This is Watson》。总共17篇论文。http://ieeexplore.ieee.org/xpl/tocresult.jsp?isnumber=6177717&punumber=5288520
4. Web Data Mining作者刘兵维护的一个专题资源:Opinion Mining,Sentiment Analysis, and Opinion Spam Detection 。http://www.cs.uic.edu/~liub/FBS/sentiment-analysis.html
5. Statistical Machine Translation http://www.statmt.org/
Statistical Machine TranslationTutorial Reading http://cseweb.ucsd.edu/~dkauchak/mt-tutorial/
Philipp Koehn主页 http://homepages.inf.ed.ac.uk/pkoehn/
6. Profile Hidden Markov Model Resources http://webdocs.cs.ualberta.ca/~colinc/cmput606/
Hidden Markov Model (HMM) Toolbox forMatlab http://www.cs.ubc.ca/~murphyk/Software/HMM/hmm.html
7. CRF http://www.inference.phy.cam.ac.uk/hmw26/crf/
Conditional Random Field (CRF)Toolbox for Matlab http://www.cs.ubc.ca/~murphyk/Software/CRF/crf.html
FlexCRFs: Flexible Conditional RandomFieldshttp://flexcrfs.sourceforge.net/
8. Transfer Learning 包含papers、talks、software等http://www.cse.ust.hk/TL/index.html
9. Topic Model,Topic Modeling Bibliography http://www.cs.princeton.edu/~mimno/topics.html
David M. Blei的主页 http://www.cs.princeton.edu/~blei/publications.html Matlab Topic Modeling Toolbox 1.4 http://psiexp.ss.uci.edu/research/programs_data/toolbox.htm
LDA GIBBS Java源码 http://arbylon.net/resources.html
GibbsLDA++: A C/C++ Implementation of Latent Dirichlet Allocation http://gibbslda.sourceforge.net/
10. 科学网—推荐系统的循序进阶读物(从入门到精通) - 张子柯的博文http://blog.sciencenet.cn/home.php?mod=space&uid=210641&do=blog&id=508634
11. SVM入门 http://www.blogjava.net/zhenandaci/archive/2009/02/13/254519.html
12. 斯坦福大学自然语言处理实验室整理的NLP资源 http://www-nlp.stanford.edu/links/statnlp.html
13. Stanford University InformationRetrieval Resources http://nlp.stanford.edu/IR-book/information-retrieval.html
14. Software Tools for NLP http://www-a2k.is.tokushima-u.ac.jp/member/kita/NLP/nlp_tools.html
实验室主页
1. The Stanford NLP Group http://nlp.stanford.edu
2. The Berkeley Natural LanguageProcessing Group http://nlp.cs.berkeley.edu
3. University of Tokyo TsujiiLaboratory http://www.nactem.ac.uk/tsujii/publications.cgi?lang=en
4. Korea University NLP http://nlp.korea.ac.kr/ http://nlp.korea.ac.kr/new/
5. 中国科学院计算技术研究所自然语言处理研究组 http://nlp.ict.ac.cn/new/
6. 清华大学自然语言处理组 http://nlp.csai.tsinghua.edu.cn/site2/
7. HIT-SCIR http://ir.hit.edu.cn/
8. 苏州大学自然语言处理实验室 http://nlp.suda.edu.cn/
个人主页
1. David M. Blei, (Princeton) LDA,http://www.cs.princeton.edu/~blei/publications.html
2. Noah Smith, (CMU),以自然语言处理、机器学习为基础研究computationalsocial science。http://www.cs.cmu.edu/~nasmith/
3. Philipp Koehn (University ofEdinburgh) http://homepages.inf.ed.ac.uk/pkoehn/
4. Dekang Lin (University ofAlberta) http://webdocs.cs.ualberta.ca/~lindek/
5. Michael Collins(ColumbiaUniversity) http://www.cs.columbia.edu/~mcollins/
6. Dekai WU(HKUST) http://www.cs.ust.hk/~dekai/
7. Pascale Fung (HKUST) http://www.ee.ust.hk/~pascale/
8. Alessandro Moschitti (Universityof Trento) http://disi.unitn.it/moschitti/
9. Xiaojin (Jerry) Zhu (Universityof Wisconsin-Madison) http://pages.cs.wisc.edu/~jerryzhu/
10. Eugene Charniak (BrownUniversity) http://www.cs.brown.edu/~ec/