Bayesian Analysis in Natural Language Processing

Name: Bayesian Analysis in Natural Language Processing
Brand: Springer Nature
SKU: 9783031021619
Availability: InStock

Bayesian Analysis in Natural Language Processing

Brand

Springer Nature

Manufacturer

N/A

Part Number

GTIN

9783031021619

Condition

New

0 Reviews

0 Questions | 0 Answers

Product Description

Natural language processing (NLP) went through a profound transformation in the mid-1980s when it shifted to make heavy use of corpora and data-driven techniques to analyze language. Since then, the use of statistical techniques in NLP has evolved in several ways. One such example of evolution took place in the late 1990s or early 2000s, when full-fledged Bayesian machinery was introduced to NLP. This Bayesian approach to NLP has come to accommodate for various shortcomings in the frequentist approach and to enrich it, especially in the unsupervised setting, where statistical learning is done without target prediction examples. We cover the methods and algorithms that are needed to fluently read Bayesian learning papers in NLP and to do research in the area. These methods and algorithms are partially borrowed from both machine learning and statistics and are partially developed "in-house" in NLP. We cover inference techniques such as Markov chain Monte Carlo sampling and variational inference, Bayesian estimation, and nonparametric modeling. We also cover fundamental concepts in Bayesian statistics such as prior distributions, conjugacy, and generative modeling. Finally, we cover some of the fundamental modeling techniques in NLP, such as grammar modeling and their use with Bayesian analysis.

Available Colors

N/A

Available Sizes

N/A

1 Offer Price Range: $119.99 - $119.99

BEST PRICE

Single Product Purchase

$119.99

@ Link.springer.com BUY Now

Price Comparison

Seller	Contact Seller	List Price	On Sale	Shipping	Best Promo	Final Price	Volume Discount	Financing	Availability	Seller's Page
BEST PRICE 1 Product Purchase @ Link.springer.com Rate Seller This functionality is for registered users only. Go to Login/Register		$119.99	$119.99			$119.99		See Site	In stock	Visit Store