i Data-Intensive Text Processing with MapReduce
IData-Intensive Text Processingwith MapReduceJimmy Lin and Chris DyerUniversity of Maryland, College ParkManuscript prepared April 11, 2010This is the pre-production manuscript of a book in the Morgan & Claypool SynthesisLectures on Human Language Technologies. Anticipated publication date is . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ii1Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . in the Clouds.
6.1.3 MLE with Latent Variables 118 6.1.4 Expectation Maximization 119 6.1.5 An EM Example 120 ... 6.4.1 Statistical Phrase-Based Translation 139 6.4.2 Brief Digression: Language Modeling with MapReduce 142 ... Another strong area of growth is …
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