http://www.bibsonomy.org/burst/tag/mleBibSonomy BuRST Feed for /tag/mle2008-08-21T12:46:06+02:00http://www.bibsonomy.org/bibtex/22896eb9538a6ee34f8e6c6757bdcf99e/jiljil2008-05-05T19:34:57+02:00likelihood herleitung multinomial estimation exhaustive thesis bayes prior mle deduction naive komplett maximum map <span style="color:#555555;">Jason D. M. <a href="http://www.bibsonomy.org/author/Rennie">Rennie</a> </span>(<em>2001</em>)Mon May 05 19:34:57 CEST 2008Improving Multi-class Text Classification with Naive Bayes2001likelihood herleitung multinomial estimation exhaustive thesis bayes prior mle deduction naive komplett maximum map There are numerous text documents available in electronic form. More and more are becoming available every day. Such documents represent a massive amount of information that is easily accessible. Seeking value in this huge collection requires organization; much of the work of organizing documents can be automated through text classification. The accuracy and our understanding of such systems greatly influences their usefulness. In this paper, we seek 1) to advance the understanding of commonly used text classification techniques, and 2) through that understanding, improve the tools that are available for text classification. We begin by clarifying the assumptions made in the derivation of Naive Bayes, noting basic properties and proposing ways for its extension and improvement. Next, we investigate the quality of Naive Bayes parameter estimates and their impact on classification. Our analysis leads to a theorem which gives an explanation for the improvements that can be found in multiclass classification with Naive Bayes using Error-Correcting Output Codes. We use experimental evidence on two commonly-used data sets to exhibit an application of the theorem. Finally, we show fundamental flaws in a commonly-used feature selection algorithm and develop a statistics-based framework for text feature selection. Greater understanding of Naive Bayes and the properties of text allows us to make better use of it in text classification.http://www.bibsonomy.org/bibtex/26292e3a50b0b6977697338b26aa0365b/smichasmicha2008-04-23T22:05:04+02:00MLE <span style="color:#555555;">Ke-Hai <a href="http://www.bibsonomy.org/author/Yuan">Yuan</a> and Peter M. <a href="http://www.bibsonomy.org/author/Bentler">Bentler</a> </span><em>Statistics \&amp; Probability Letters</em><em>42(2):107--113</em><em>Apr1999. </em>Wed Apr 23 22:05:04 CEST 2008Statistics \& Probability LettersApr2107--113On asymptotic distributions of normal theory MLE in covariance structure analysis under some nonnormal distributions421999MLE 01http://www.bibsonomy.org/bibtex/2b78812b76c9689c91e3ebf6292e11b37/smichasmicha2008-04-23T22:05:04+02:00MLE <span style="color:#555555;">Nobusumi <a href="http://www.bibsonomy.org/author/Sagara">Sagara</a> </span><em>Journal of Statistical Planning and Inference</em><em>133(2):249--271</em><em>Aug2005. </em>Wed Apr 23 22:05:04 CEST 2008Journal of Statistical Planning and InferenceAug2249--271Nonparametric maximum-likelihood estimation of probability measures: existence and consistency1332005MLE 01http://www.bibsonomy.org/bibtex/2ec9abf8a21988f2089f8cc33b4523ccc/smichasmicha2008-04-23T22:05:04+02:00MLE <span style="color:#555555;">Lei <a href="http://www.bibsonomy.org/author/Nie">Nie</a> </span><em>Journal of Statistical Planning and Inference</em><em>137(6):1787--1804</em><em>Jun2007. </em>Wed Apr 23 22:05:04 CEST 2008Journal of Statistical Planning and InferenceJun61787--1804Convergence rate of MLE in generalized linear and nonlinear mixed-effects models: Theory and applications1372007MLE 01http://www.bibsonomy.org/bibtex/23c3f36b77f969adc3683443e3c1a6efb/smichasmicha2008-04-23T22:05:04+02:00MLE of LAM <span style="color:#555555;">M. B. <a href="http://www.bibsonomy.org/author/Malyutov">Malyutov</a> and R. S. <a href="http://www.bibsonomy.org/author/Protassov">Protassov</a> </span><em>Journal of Statistical Planning and Inference</em><em>100(2):249--268</em><em>Feb2002. </em>Wed Apr 23 22:05:04 CEST 2008Journal of Statistical Planning and InferenceFeb2249--268LAN, LAM and convergence of Iterative ML estimates; optimal design in Gaussian one-way mixed model1002002MLE of LAM 01http://www.bibsonomy.org/bibtex/263c9ae353361685c38cbf8444bb5f9e4/smichasmicha2008-04-23T22:05:04+02:00of Anomalies MLE <span style="color:#555555;">Brunero <a href="http://www.bibsonomy.org/author/Liseo">Liseo</a> and Nicola <a href="http://www.bibsonomy.org/author/Loperfido">Loperfido</a> </span><em>Journal of Statistical Planning and Inference</em><em>136(2):373--389</em><em>Feb2006. </em>Wed Apr 23 22:05:04 CEST 2008Journal of Statistical Planning and InferenceFeb2373--389A note on reference priors for the scalar skew-normal distribution1362006of Anomalies MLE 01http://www.bibsonomy.org/bibtex/2b931ece235050a2fad705f560737d137/smichasmicha2008-04-23T22:05:04+02:00MLE UMVUE <span style="color:#555555;">S. H. <a href="http://www.bibsonomy.org/author/Kunchur">Kunchur</a> and Surekha B. <a href="http://www.bibsonomy.org/author/Munoli">Munoli</a> </span><em>Statistics \&amp; Probability Letters</em><em>17(1):35--38</em><em>May1993. </em>Wed Apr 23 22:05:04 CEST 2008Statistics \& Probability LettersMay135--38Estimation of reliability in a shock model for a two component system171993MLE UMVUE 03http://www.bibsonomy.org/bibtex/295e5594e71401eda94b8e237f86d4901/smichasmicha2008-04-23T22:05:04+02:00MLE <span style="color:#555555;">A. <a href="http://www.bibsonomy.org/author/Farina">Farina</a> and A. <a href="http://www.bibsonomy.org/author/Di Lallo">Di Lallo</a> and L. <a href="http://www.bibsonomy.org/author/Timmoneri">Timmoneri</a> and T. <a href="http://www.bibsonomy.org/author/Volpi">Volpi</a> and B. <a href="http://www.bibsonomy.org/author/Ristic">Ristic</a> </span><em>Signal Processing</em><em>86(4):804--813</em><em>Apr2006. </em>Wed Apr 23 22:05:04 CEST 2008Signal ProcessingApr4804--813CRLB and ML for parametric estimate: New results862006MLE Economics Lettershttp://www.bibsonomy.org/bibtex/2ae8495cf4f1a8a61bc389c0fcb8b96bb/smichasmicha2008-04-21T22:09:52+02:00truncation. double with MLE <span style="color:#555555;">Elena <a href="http://www.bibsonomy.org/author/Goldman">Goldman</a> </span><em>Economics Letters</em><em>69(3):253--259</em><em>Dec2000. </em>Mon Apr 21 22:09:52 CEST 2008Economics LettersDec3253--259Testing efficient market hypothesis for the dollar-sterling gold standard exchange rate 1890-1906: MLE with double truncation692000truncation. double with MLE Journal of Econometricshttp://www.bibsonomy.org/bibtex/22284a70943524f14128bdc2af9069533/smichasmicha2008-04-21T22:02:42+02:00MLE <span style="color:#555555;">Seung Chan <a href="http://www.bibsonomy.org/author/Ahn">Ahn</a> and Young Hoon <a href="http://www.bibsonomy.org/author/Lee">Lee</a> and Peter <a href="http://www.bibsonomy.org/author/Schmidt">Schmidt</a> </span><em>Journal of Econometrics</em><em>101(2):219--255</em><em>Apr2001. </em>Mon Apr 21 22:02:42 CEST 2008Journal of EconometricsApr2219--255GMM estimation of linear panel data models with time-varying individual effects1012001MLE Journal of Econometricshttp://www.bibsonomy.org/bibtex/2cda0fa0ee18a15190e335f7f63cf4041/smichasmicha2008-04-21T22:02:42+02:00domain MLE Frequency <span style="color:#555555;">Willa W. <a href="http://www.bibsonomy.org/author/Chen">Chen</a> and Rohit S. <a href="http://www.bibsonomy.org/author/Deo">Deo</a> </span><em>Journal of Econometrics</em><em>134(1):257--281</em><em>Sep2006. </em>Mon Apr 21 22:02:42 CEST 2008Journal of EconometricsSep1257--281Estimation of mis-specified long memory models1342006domain MLE Frequency Journal of Econometricshttp://www.bibsonomy.org/bibtex/2a035f1b2cb38cf41b0d133d4d05b27ae/smichasmicha2008-04-21T22:02:42+02:00MLE Modified <span style="color:#555555;">Jesus M. <a href="http://www.bibsonomy.org/author/Carro">Carro</a> </span><em>Journal of Econometrics</em><em>140(2):503--528</em><em>Oct2007. </em>Mon Apr 21 22:02:42 CEST 2008Journal of EconometricsOct2503--528Estimating dynamic panel data discrete choice models with fixed effects1402007MLE Modified