MALLET swMATH ID: 10602 Software Authors: Andrew McCallum et al. Description: MALLET is a Java-based package for statistical natural language processing, document classification, clustering, topic modeling, information extraction, and other machine learning applications to text. MALLET includes sophisticated tools for document classification: efficient routines for converting text to ”features”, a wide variety of algorithms (including Naïve Bayes, Maximum Entropy, and Decision Trees), and code for evaluating classifier performance using several commonly used metrics. In addition to classification, MALLET includes tools for sequence tagging for applications such as named-entity extraction from text. Algorithms include Hidden Markov Models, Maximum Entropy Markov Models, and Conditional Random Fields. These methods are implemented in an extensible system for finite state transducers. .. Homepage: http://mallet.cs.umass.edu/ Related Software: WEKA; C4.5; LIBSVM; gensim; UCI-ml; R; Scikit; topicmodels; RCV1; Lucene; SentiWordNet; LingPipe; STRUCTURE; rstiefel; RcppArmadillo; Rcpp; CODA; AppliedPredictiveModeling; Orange4WS; Phrasal Cited in: 15 Documents all top 5 Cited by 47 Authors 2 Doss, Hani 1 Aggarwal, Charu C. 1 Arbabifard, Kamyar 1 Ashenfelter, Adam 1 Broman, David 1 Buntine, Wray L. 1 Burnett, Margaret 1 Chen, Zhe 1 Das, Shubhomoy 1 Dietterich, Thomas G. 1 Do, Le Minh 1 Drake, Barry L. 1 Du, Rundong 1 Elloumi, Mourad 1 George, Clint P. 1 Giannakopoulos, George 1 Gudivada, Venkat N. 1 Hao, Guohua 1 Itai, Alon 1 Jacobs, Kayla 1 Jonsson, Leif 1 Joseph, Joshua 1 Kuang, Da 1 Liao, Stephen Shaoyi 1 Lim, Kar Wai 1 Lim, Lek-Heng 1 Lin, Lizhen 1 Magnusson, Måns 1 McIntosh, Kevin 1 Mirylenka, Katsiaryna 1 Moore, Travis 1 Mukherjee, Sayan 1 Oberst, Ian 1 Palpanas, Themis 1 Park, Haesun 1 Roy, Nicholas 1 Stumpf, Simone 1 Tellex, Stefanie 1 Thaker, Pratiksha 1 Thomas, Brian St. 1 Villani, Mattias 1 Wintner, Shuly 1 Wong, Weng-Keen 1 Xu, Kaiquan 1 You, Kisung 1 Zhao, J. Leon 1 Zomaya, Albert Y. all top 5 Cited in 8 Serials 3 Journal of Computational and Graphical Statistics 2 Machine Learning 2 Journal of Machine Learning Research (JMLR) 1 Artificial Intelligence 1 Journal of Global Optimization 1 Annals of Mathematics and Artificial Intelligence 1 INFORMS Journal on Computing 1 Data Mining and Knowledge Discovery all top 5 Cited in 7 Fields 11 Statistics (62-XX) 10 Computer science (68-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Probability theory and stochastic processes (60-XX) 1 Operations research, mathematical programming (90-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Biology and other natural sciences (92-XX) Citations by Year