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07272nam a2200781 i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
7532295 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
IEEE |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20200413152922.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
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m eo d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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160816s2016 caua foab 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9781627059046 |
| Qualifying information |
ebook |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| Canceled/invalid ISBN |
9781627059749 |
| Qualifying information |
print |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.2200/S00717ED1V01Y201605HLT034 |
| Source of number or code |
doi |
| 035 ## - SYSTEM CONTROL NUMBER |
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| System control number |
(CaBNVSL)swl00406778 |
| 035 ## - SYSTEM CONTROL NUMBER |
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| System control number |
(OCoLC)954009454 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
CaBNVSL |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
CaBNVSL |
| Modifying agency |
CaBNVSL |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
P327.5.D37 |
| Item number |
G875 2016 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
413.0285 |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Gurevych, Iryna., |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Linked lexical knowledge bases : |
| Remainder of title |
foundations and applications / |
| Statement of responsibility, etc. |
Iryna Gurevych, Judith Eckle-Kohler, and Michael Matuschek. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
[San Rafael, California] : |
| Name of producer, publisher, distributor, manufacturer |
Morgan & Claypool, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2016. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 PDF (xxi, 124 pages) : |
| Other physical details |
illustrations. |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
electronic |
| Source |
isbdmedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
online resource |
| Source |
rdacarrier |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Synthesis lectures on human language technologies, |
| International Standard Serial Number |
1947-4059 ; |
| Volume/sequential designation |
# 34 |
| 538 ## - SYSTEM DETAILS NOTE |
|---|
| System details note |
Mode of access: World Wide Web. |
| 538 ## - SYSTEM DETAILS NOTE |
|---|
| System details note |
System requirements: Adobe Acrobat Reader. |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Part of: Synthesis digital library of engineering and computer science. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographical references (pages 91-121). |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1. Lexical knowledge bases -- 1.1 Expert-built lexical knowledge bases -- 1.1.1 Wordnets -- 1.1.2 Framenets -- 1.1.3 Valency lexicons -- 1.1.4 Verbnets -- 1.2 Collaboratively constructed knowledge bases -- 1.2.1 Wikipedia -- 1.2.2 Wiktionary -- 1.2.3 OmegaWiki -- 1.3 Standards -- 1.3.1 ISO lexical markup framework -- 1.3.2 Semantic web standards -- 1.4 Chapter conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
2. Linked lexical knowledge bases -- 2.1 Combining LKBs for specific tasks -- 2.2 Large-scale LLKBs -- 2.3 Automatic linking involving wordnets -- 2.4 Manual and collaborative linking -- 2.5 Chapter conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
3. Linking algorithms -- 3.1 Information integration -- 3.1.1 Ontology matching -- 3.1.2 Database schema matching -- 3.1.3 Graph matching -- 3.2 Evaluation metrics for WSL -- 3.3 Gloss similarity-based WSL -- 3.3.1 Word overlap -- 3.3.2 Vector representations -- 3.3.3 Personalized PageRank -- 3.3.4 Additional remarks -- 3.4 Graph structure-based WSL -- 3.4.1 Wikipedia category alignment -- 3.4.2 Shortest paths -- 3.5 Joint modeling -- 3.5.1 Machine learning approaches -- 3.5.2 Unsupervised approaches -- 3.6 Chapter conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
4. Fundamental disambiguation methods -- 4.1 Disambiguating textual units -- 4.2 Enhanced disambiguation using LLKBs -- 4.2.1 Approaches -- 4.2.2 Overview of work in this area -- 4.3 Robust disambiguation heuristics -- 4.4 Sense clustering -- 4.4.1 Method -- 4.4.2 Overview of work in this area -- 4.5 Sense-annotated corpora -- 4.6 Chapter conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
5. Advanced disambiguation methods -- 5.1 Automatic knowledge base construction -- 5.2 Distant supervision -- 5.2.1 Method -- 5.2.2 Overview of work in this area -- 5.3 Continuous vector space models of KBs -- 5.3.1 Method -- 5.3.2 Overview of work in this area -- 5.4 Chapter conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
6. Multilingual applications -- 6.1 Multilingual semantic relatedness -- 6.2 Computer-aided translation -- 6.2.1 Overview of work in this area -- 6.2.2 Illustrative example -- 6.3 Chapter conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
7. Interfaces and tools -- 7.1 Exploration interfaces -- 7.2 Curation interfaces -- 7.3 Resource API's for text processing -- 7.4 Chapter conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
8. Conclusion and outlook -- 8.1 Summary -- 8.2 Outlook -- Acronyms -- Bibliography -- Authors' biographies. |
| 506 1# - RESTRICTIONS ON ACCESS NOTE |
|---|
| Terms governing access |
Abstract freely available; full-text restricted to subscribers or individual document purchasers. |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Compendex |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
INSPEC |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Google scholar |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Google book search |
| 520 3# - SUMMARY, ETC. |
|---|
| Summary, etc. |
This book conveys the fundamentals of Linked Lexical Knowledge Bases (LLKB) and sheds light on their different aspects from various perspectives, focusing on their construction and use in natural language processing (NLP). It characterizes a wide range of both expert-based and collaboratively constructed lexical knowledge bases. Only basic familiarity with NLP is required and this book has been written for both students and researchers in NLP and related fields who are interested in knowledge-based approaches to language analysis and their applications. Lexical Knowledge Bases (LKBs) are indispensable in many areas of natural language processing, as they encode human knowledge of language in machine readable form, and as such, they are required as a reference when machines attempt to interpret natural language in accordance with human perception. In recent years, numerous research efforts have led to the insight that to make the best use of available knowledge, the orchestrated exploitation of different LKBs is necessary. This allows us to not only extend the range of covered words and senses, but also gives us the opportunity to obtain a richer knowledge representation when a particular meaning of a word is covered in more than one resource. Examples where such an orchestrated usage of LKBs proved beneficial include word sense disambiguation, semantic role labeling, semantic parsing, and text classification. This book presents different kinds of automatic, manual, and collaborative linkings between LKBs. A special chapter is devoted to the linking algorithms employing text-based, graph-based, and joint modeling methods. Following this, it presents a set of higher-level NLP tasks and algorithms, effectively utilizing the knowledge in LLKBs. Among them, you will find advanced methods, e.g., distant supervision, or continuous vector space models of knowledge bases (KB), that have become widely used at the time of this book's writing. Finally, multilingual applications of LLKB's, such as cross-lingual semantic relatedness and computer-aided translation are discussed, as well as tools and interfaces for exploring LLKBs, followed by conclusions and future research directions. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE |
|---|
| Additional physical form available note |
Also available in print. |
| 588 ## - SOURCE OF DESCRIPTION NOTE |
|---|
| Source of description note |
Title from PDF title page (viewed on August 16, 2016). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Lexicography |
| General subdivision |
Data processing. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Expert systems (Computer science) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Linked data. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Natural language processing (Computer science) |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
lexical knowledge bases |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
linked lexical knowledge bases |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
sense alignment |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
word sense disambiguation |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
graph-based methods |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
text similarity |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
distant supervision |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
automatic knowledge base construction |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
continuous vector space models |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
multilingual applications |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Eckle-Kohler, Judith., |
| Relator term |
author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Matuschek, Michael., |
| Relator term |
author. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
9781627059749 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Synthesis digital library of engineering and computer science. |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Synthesis lectures on human language technologies ; |
| Volume/sequential designation |
# 34. |
| International Standard Serial Number |
1947-4059 |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to resource |
| Uniform Resource Identifier |
http://ieeexplore.ieee.org/servlet/opac?bknumber=7532295 |
