The Resource Classification and Modeling with Linguistic Information Granules : Advanced Approaches to Linguistic Data Mining, by Hisao Ishibuchi, Tomoharu Nakashima, Manabu Nii, (electronic resource)

Classification and Modeling with Linguistic Information Granules : Advanced Approaches to Linguistic Data Mining, by Hisao Ishibuchi, Tomoharu Nakashima, Manabu Nii, (electronic resource)

Label
Classification and Modeling with Linguistic Information Granules : Advanced Approaches to Linguistic Data Mining
Title
Classification and Modeling with Linguistic Information Granules
Title remainder
Advanced Approaches to Linguistic Data Mining
Statement of responsibility
by Hisao Ishibuchi, Tomoharu Nakashima, Manabu Nii
Creator
Contributor
Author
Author
Subject
Language
  • eng
  • eng
Summary
Many approaches have already been proposed for classification and modeling in the literature. These approaches are usually based on mathematical mod­ els. Computer systems can easily handle mathematical models even when they are complicated and nonlinear (e.g., neural networks). On the other hand, it is not always easy for human users to intuitively understand mathe­ matical models even when they are simple and linear. This is because human information processing is based mainly on linguistic knowledge while com­ puter systems are designed to handle symbolic and numerical information. A large part of our daily communication is based on words. We learn from various media such as books, newspapers, magazines, TV, and the Inter­ net through words. We also communicate with others through words. While words play a central role in human information processing, linguistic models are not often used in the fields of classification and modeling. If there is no goal other than the maximization of accuracy in classification and model­ ing, mathematical models may always be preferred to linguistic models. On the other hand, linguistic models may be chosen if emphasis is placed on interpretability
Member of
http://library.link/vocab/creatorName
Ishibuchi, Hisao
Dewey number
410
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • OxEz665BdsY
  • 7Va23LcuYVI
  • OnrCF94O_EY
Language note
English
LC call number
P98-98.5
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Nakashima, Tomoharu.
  • Nii, Manabu.
Series statement
Advanced Information Processing
http://library.link/vocab/subjectName
  • Computational linguistics
  • Artificial intelligence
  • Computer science
  • Computational Linguistics
  • Artificial Intelligence
  • Models and Principles
Label
Classification and Modeling with Linguistic Information Granules : Advanced Approaches to Linguistic Data Mining, by Hisao Ishibuchi, Tomoharu Nakashima, Manabu Nii, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Content category
text
Content type code
txt
Contents
Linguistic Information Granules -- Pattern Classification with Linguistic Rules -- Learning of Linguistic Rules -- Input Selection and Rule Selection -- Genetics-Based Machine Learning -- Multi-Objective Design of Linguistic Models -- Comparison of Linguistic Discretization with Interval Discretization -- Modeling with Linguistic Rules -- Design of Compact Linguistic Models -- Linguistic Rules with Consequent Real Numbers -- Handling of Linguistic Rules in Neural Networks -- Learning of Neural Networks from Linguistic Rules -- Linguistic Rule Extraction from Neural Networks -- Modeling of Fuzzy Input—Output Relations
Dimensions
unknown
Extent
1 online resource (317 p.)
Form of item
online
Isbn
9781280462511
Media category
computer
Media type code
c
Other control number
10.1007/b138232
Specific material designation
remote
System control number
  • (CKB)1000000000230947
  • (EBL)301377
  • (OCoLC)427372856
  • (SSID)ssj0000123109
  • (PQKBManifestationID)11138763
  • (PQKBTitleCode)TC0000123109
  • (PQKBWorkID)10132385
  • (PQKB)10347315
  • (SSID)ssj0000768751
  • (PQKBManifestationID)12308239
  • (PQKBTitleCode)TC0000768751
  • (PQKBWorkID)10768599
  • (PQKB)11543817
  • (DE-He213)978-3-540-26875-8
  • (MiAaPQ)EBC301377
  • (EXLCZ)991000000000230947
Label
Classification and Modeling with Linguistic Information Granules : Advanced Approaches to Linguistic Data Mining, by Hisao Ishibuchi, Tomoharu Nakashima, Manabu Nii, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Content category
text
Content type code
txt
Contents
Linguistic Information Granules -- Pattern Classification with Linguistic Rules -- Learning of Linguistic Rules -- Input Selection and Rule Selection -- Genetics-Based Machine Learning -- Multi-Objective Design of Linguistic Models -- Comparison of Linguistic Discretization with Interval Discretization -- Modeling with Linguistic Rules -- Design of Compact Linguistic Models -- Linguistic Rules with Consequent Real Numbers -- Handling of Linguistic Rules in Neural Networks -- Learning of Neural Networks from Linguistic Rules -- Linguistic Rule Extraction from Neural Networks -- Modeling of Fuzzy Input—Output Relations
Dimensions
unknown
Extent
1 online resource (317 p.)
Form of item
online
Isbn
9781280462511
Media category
computer
Media type code
c
Other control number
10.1007/b138232
Specific material designation
remote
System control number
  • (CKB)1000000000230947
  • (EBL)301377
  • (OCoLC)427372856
  • (SSID)ssj0000123109
  • (PQKBManifestationID)11138763
  • (PQKBTitleCode)TC0000123109
  • (PQKBWorkID)10132385
  • (PQKB)10347315
  • (SSID)ssj0000768751
  • (PQKBManifestationID)12308239
  • (PQKBTitleCode)TC0000768751
  • (PQKBWorkID)10768599
  • (PQKB)11543817
  • (DE-He213)978-3-540-26875-8
  • (MiAaPQ)EBC301377
  • (EXLCZ)991000000000230947

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