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Titlebook: Linguistic Structure Prediction; Noah A. Smith Book 2011 Springer Nature Switzerland AG 2011

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been condensed into fewer chapters, and the material on the capital asset pricing model has been removed..The mathematics is not watered down, but it is appropriate for the intended audience. Previous knowledge of measure theory is not needed and only a small amount of linear algebra is required. A
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Book 2011 optimization, and experimental methodology. Table of Contents: Representations and Linguistic Data / Decoding: Making Predictions / Learning Structure from Annotated Data / Learning Structure from Incomplete Data / Beyond Decoding: Inference
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Representations and Linguistic Data,o fail when we view a piece of text as a “bag of words.” In its simplest form, a bag of words model represents a piece of text by a histogram, or a mapping of words in the language to their frequencies in the document. Formally, let Σ = {.} be the vocabulary of . words in the language. A piece of te
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