1. Google's research blog summarizes their 2011 years of wonderful paper "Excellent Papers for 2011", including social networks, machine learning, human-computer interaction, information retrieval, natural language processing, multimedia, systems and other fields, a wonderful collection of papers. Http://googleresearch.blogspot.com/2012/03/excellent-papers-for-2011.html
or Zibuyu's 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, WW W http://jeffhuang.com/best_paper_awards.html
3. IBM R/R Journal has just released a special edition of Watson, "This is Watson". A total of 17 articles. http://ieeexplore.ieee.org/xpl/tocresult.jsp?isnumber=6177717&punumber=5288520
4. A thematic resource maintained by Web Data Mining author Liu Bing: 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 Home 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 contains papers, talks, software, etc. 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's homepage 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 source http://arbylon.net/resources.html
gibbslda++: A/C + + implementation of latent Dirichlet Allocation http://gibbslda.sourceforge.net/
10. Science Network-Progressive reading of recommended systems (from getting started to mastering)-Zhang Ziko's blog http://blog.sciencenet.cn/home.php?mod=space&uid=210641&do=blog& id=508634
One. Introduction to SVM http://www.blogjava.net/zhenandaci/archive/2009/02/13/254519.html
12. NLP Resource http://www-nlp.stanford.edu/links/statnlp.html at Stanford University's Natural Language Processing laboratory
Stanford University informationretrieval Resources http://nlp.stanford.edu/IR-book/information-retrieval.html
Software Tools for NLP http://www-a2k.is.tokushima-u.ac.jp/member/kita/NLP/nlp_tools.html
Lab Home
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. Natural Language Processing research Group http://nlp.ict.ac.cn/new/, Institute of Computing Technology, CAS
6. http://nlp.csai.tsinghua.edu.cn/site2/Natural Language Processing group, Tsinghua University
7. Hit-scir http://ir.hit.edu.cn/
8. http://nlp.suda.edu.cn/Laboratory of Natural Language processing, Soochow University
Personal Homepage
1. David M. Blei, (Princeton) lda,http://www.cs.princeton.edu/~blei/publications.html
2. Noah Smith, (CMU), studied computationalsocial science on the basis of natural language processing and machine learning. 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/
Eugene Charniak (brownuniversity) http://www.cs.brown.edu/~ec/
NLP Resource Consolidation (RPM)