عنوان

Neural representations of natural language /

شابک

9789811300615

شابک

9789811300622

شابک

9789811300639

شابک

9789811343209

شابک

9811300615

شابک

9811300623

شابک

9811300631

شابک

9811343209

شابک اشتباه

9789811300615

عنوان اصلي

Neural representations of natural language /

نام عام مواد

[Book]

نام نخستين پديدآور

Lyndon White, Roberto Togneri, Wei Liu, Mohammed Bennamoun.

محل نشرو پخش و غیره

Singapore :

نام ناشر، پخش کننده و غيره

Springer,

تاریخ نشرو بخش و غیره

[2019].

نام خاص و کميت اثر

1 online resource (xiv, 122 pages) :

ساير جزييات

illustrations (some color).

عنوان فروست

Studies in computational intelligence,

مشخصه جلد

volume 783

شاپا ي ISSN فروست

1860-949X ;

متن يادداشت

Includes bibliographical references and index.

متن يادداشت

Introduction -- Machine Learning for Representations -- Current Challenges in Natural Language Processing -- Word Representations -- Word Sense Representations -- Phrase Representations -- Sentence representations and beyond -- Character-Based Representations -- Conclusion.

بدون عنوان

0

متن يادداشت

This book offers an introduction to modern natural language processing using machine learning, focusing on how neural networks create a machine interpretable representation of the meaning of natural language. Language is crucially linked to ideas - as Webster's 1923 "English Composition and Literature" puts it: "A sentence is a group of words expressing a complete thought". Thus the representation of sentences and the words that make them up is vital in advancing artificial intelligence and other "smart" systems currently being developed. Providing an overview of the research in the area, from Bengio et al.'s seminal work on a "Neural Probabilistic Language Model" in 2003, to the latest techniques, this book enables readers to gain an understanding of how the techniques are related and what is best for their purposes. As well as a introduction to neural networks in general and recurrent neural networks in particular, this book details the methods used for representing words, senses of words, and larger structures such as sentences or documents. The book highlights practical implementations and discusses many aspects that are often overlooked or misunderstood. The book includes thorough instruction on challenging areas such as hierarchical softmax and negative sampling, to ensure the reader fully and easily understands the details of how the algorithms function. Combining practical aspects with a more traditional review of the literature, it is directly applicable to a broad readership. It is an invaluable introduction for early graduate students working in natural language processing; a trustworthy guide for industry developers wishing to make use of recent innovations; and a sturdy bridge for researchers already familiar with linguistics or machine learning wishing to understand the other.

منبع سفارش / آدرس اشتراک

Springer Nature

شماره انبار

com.springer.onix.9789811300622

شماره استاندارد بين المللي کتاب و موسيقي

9789811300615

شماره استاندارد بين المللي کتاب و موسيقي

9789811300639

شماره استاندارد بين المللي کتاب و موسيقي

9789811343209

موضوع مستند نشده

Natural language processing (Computer science)

موضوع مستند نشده

Neural networks (Computer science)

موضوع مستند نشده

Computational Intelligence.

موضوع مستند نشده

Computational Linguistics.

موضوع مستند نشده

Pattern Recognition.

موضوع مستند نشده

Signal, Image and Speech Processing.

موضوع مستند نشده

Artificial intelligence.

موضوع مستند نشده

Computational linguistics.

موضوع مستند نشده

Computers-- Computer Vision & Pattern Recognition.

موضوع مستند نشده

Computers-- Intelligence (AI) & Semantics.

موضوع مستند نشده

Imaging systems & technology.

موضوع مستند نشده

Language Arts & Disciplines-- Linguistics-- General.

موضوع مستند نشده

Natural language processing (Computer science)

موضوع مستند نشده

Neural networks (Computer science)

موضوع مستند نشده

Pattern recognition.

موضوع مستند نشده

Technology & Engineering-- Electronics-- General.

موضوع مستند نشده

COM004000

موضوع مستند نشده

UYQ

موضوع مستند نشده

UYQ

شماره

ويراست

شماره رده

مستند نام اشخاص تاييد نشده

White, Lyndon

مستند نام اشخاص تاييد نشده

Bennamoun, M., (Mohammed)

مستند نام اشخاص تاييد نشده

Liu, Wei

مستند نام اشخاص تاييد نشده

Togneri, Roberto

تاريخ عمليات

20200823223350.0

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y