Mloss is a community effort at producing reproducible research via open source software, open access to data and results, and open standards for interchange.
Mahout currently has Collaborative Filtering User and Item based recommenders K-Means, Fuzzy K-Means clustering Mean Shift clustering Dirichlet process clustering Latent Dirichlet Allocation Singular value decomposition Parallel Frequent Pattern mining Complementary Naive Bayes classifier Random forest decision tree based classifier High performance java collections (previously colt collections) A vibrant community and many more cool stuff to come by this summer thanks to Google summer of code
Platform for sharing and evaluation of intelligent algorithms. Data mining data, experiments, datasets, performance analysis, data repository, challenges. Research and applications, prediction. Data mining and machine learning
The Knowledge Discovery Machine Learning (KDML) group focuses on the neighboring subfields of computer science known as knowledge discovery in databases (KDD, sometimes referred to simply as data mining) and machine learning (ML). For us, these fields include on the one hand the automated analysis of large data sets using intelligent algorithms that are capable of extracting from the collected data hidden knowledge in order to produce models that can be used for prediction and decision making. On the other hand, they also include algorithms and systems that are capable of learning from experience and adapting to their environment or their users.
D. Krompass, M. Nickel, и V. Tresp. International Conference on Data Science and Advanced Analytics, DSAA 2014, Shanghai, China, October 30 - November 1, 2014, стр. 18--24. IEEE, (2014)
P. Bitzer, F. Weiß, и J. Leimeister. Eighth International Conference on Design Science Research in Information Systems and Technology (DESRIST), Helsinki, Finland (accepted for publication), (2013)
A. Coates, H. Lee, и A. Ng. Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, том 15 из JMLR Workshop and Conference Proceedings, стр. 215--223. JMLR W&CP, (2011)
M. Hearst. Proceedings of the 14th conference on Computational linguistics, 2, стр. 539--545. Stroudsburg, PA, USA, Association for Computational Linguistics, (1992)
A. Brew, D. Greene, и P. Cunningham. Proceedings of the 19th European Conference on Artificial Intelligence, том 215 из Frontiers in Artificial Intelligence and Applications, стр. 145--150. Amsterdam, The Netherlands, The Netherlands, IOS Press, (2010)
P. Bitzer, K. Lehmann, и J. Leimeister. Proceedings of the Eighteenth Americas Conference on Information Systems (AMCIS), Seattle, Washington, USA, (2012)340.
R. Wegener, A. Prinz, и J. Leimeister. 6. Konferenz Mobile und Ubiquitäre Informationssysteme (MMS), 6, Kaiserslautern, Germany (to appear), (2011)218 (04-11).
G. Solskinnsbakk, и J. Gulla. On the Move to Meaningful Internet Systems, OTM 2010, том 6427 из Lecture Notes in Computer Science, Springer, Berlin / Heidelberg, (2010)
A. Plangprasopchok, K. Lerman, и L. Getoor. Proceedings of the 4th ACM Web Search and Data Mining Conference, (2010)cite arxiv:1011.3557Comment: In Proceedings of the 4th ACM Web Search and Data Mining Conference (WSDM).
J. Curran, и M. Moens. Proceedings of the ACL-02 workshop on Unsupervised lexical acquisition - Volume 9, стр. 59--66. Morristown, NJ, USA, Association for Computational Linguistics, (2002)
P. Cimiano, J. Völker, и R. Studer. Information, Wissenschaft und Praxis57 (6-7):
315-320(Октябрь 2006)see the special issue for more contributions related to the Semantic Web.
L. Marinho, K. Buza, и L. Schmidt-Thieme. International Semantic Web Conference, том 5318 из Lecture Notes in Computer Science, стр. 261-276. Springer, (2008)
T. Rattenbury, N. Good, и M. Naaman. SIGIR '07: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, стр. 103--110. New York, NY, USA, ACM Press, (2007)
L. Silva, и L. Jayaratne. Applications of Digital Information and Web Technologies, 2009. ICADIWT '09. Second International Conference on the, стр. 446-451. (Август 2009)
J. Tane, C. Schmitz, G. Stumme, S. Staab, и R. Studer. Mobiles Lernen und Forschen - Beiträge der Fachtagung an der Universität, стр. 93-104. Kassel University Press, (Ноябрь 2003)
L. Wu, L. Yang, N. Yu, и X. Hua. WWW '09: Proceedings of the 18th international conference on World wide web, стр. 361--370. New York, NY, USA, ACM, (2009)
S. Rendle, L. Marinho, A. Nanopoulos, и L. Schmidt-Thieme. KDD '09: Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, стр. 727--736. New York, NY, USA, ACM, (2009)
C. Schmitz, A. Hotho, R. Jäschke, и G. Stumme. Data Science and Classification: Proc. of the 10th IFCS Conf., стр. 261--270. Berlin, Heidelberg, Springer, (2006)
F. Lemmerich, и M. Atzmueller. Proc. LeGo-09: From Local Patterns to Global Models, Workshop at the 2009 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, (2009)accepted.
A. Plangprasopchok, и K. Lerman. WWW '09: Proceedings of the 18th international conference on World wide web, стр. 781--790. New York, NY, USA, ACM, (2009)
L. Silva, и L. Jayaratne. Applications of Digital Information and Web Technologies, 2009. ICADIWT '09. Second International Conference on the, стр. 446-451. (Август 2009)
C. Brewster, F. Ciravegna, и Y. Wilks. NLDB '02: Proceedings of the 6th International Conference on Applications of Natural Language to Information Systems-Revised Papers, стр. 203--207. London, UK, Springer-Verlag, (2002)
B. Omelayenko. Proceedings of the International Workshop on Web Dynamics, held in conj. with the 8th International Conference on Database Theory (ICDT’01), London, UK, (2001)
S. Rudolph, J. Völker, и P. Hitzler. Proceedings of the 15th International Conference on Conceptual Structures (ICCS 2007), том 4604 из Lecture Notes in Artificial Intelligence, стр. 488-491. Berlin, Heidelberg, Springer-Verlag, (Июль 2007)
J. Tang, H. fung Leung, Q. Luo, D. Chen, и J. Gong. IJCAI'09: Proceedings of the 21st international jont conference on Artifical intelligence, стр. 2089--2094. San Francisco, CA, USA, Morgan Kaufmann Publishers Inc., (2009)
T. Rattenbury, N. Good, и M. Naaman. SIGIR '07: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, стр. 103--110. New York, NY, USA, ACM Press, (2007)
C. Cattuto, D. Benz, A. Hotho, и G. Stumme. Proceedings of the 3rd Workshop on Ontology Learning and Population (OLP3), стр. 39--43. Patras, Greece, (Июль 2008)
P. Turney. ACL-44: Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics, стр. 313--320. Morristown, NJ, USA, Association for Computational Linguistics, (2006)
P. Cimiano, и J. Völker. Proceedings of the 10th International Conference on Applications of Natural Language to Information Systems (NLDB), том 3513 из Lecture Notes in Computer Science, стр. 227-238. Alicante, Spain, Springer, (Июнь 2005)
P. Cimiano, J. Völker, и R. Studer. Information, Wissenschaft und Praxis57 (6-7):
315-320(Октябрь 2006)see the special issue for more contributions related to the Semantic Web.