Hybrid Genetic-Fuzzy Algorithm for Variable Selection in Spectroscopy

This paper presents a hybrid multi-objective genetic fuzzy algorithm for the variable-selection problem in spectroscopy. The problem formulation considers three fitness functions related to linear equations system stability. These fitness functions are models with fuzzy sets that evaluate the fitnes...

Full description

Saved in:
Bibliographic Details
Published inArtificial Intelligence and Soft Computing pp. 24 - 35
Main Authors de Lima, Telma Woerle, da Silva Soares, Anderson, Coelho, Clarimar José, Salvini, Rogério Lopes, Laureano, Gustavo Teodoro
Format Book Chapter
LanguageEnglish
Published Berlin, Heidelberg Springer Berlin Heidelberg 2013
SeriesLecture Notes in Computer Science
Subjects
Fuzzy logic
Multi-objective Genetic Algorithm
Variable Selection
Online AccessGet full text
ISBN3642386091
9783642386091
ISSN0302-9743
1611-3349
DOI10.1007/978-3-642-38610-7_3

Cover

Abstract This paper presents a hybrid multi-objective genetic fuzzy algorithm for the variable-selection problem in spectroscopy. The problem formulation considers three fitness functions related to linear equations system stability. These fitness functions are models with fuzzy sets that evaluate the fitness solution for pick out the best to crossover. The population diversity is obtained applying the crowding distance method. The study shows that the selection by a fuzzy decision has better results than the selection by non-domination in problems where the fitness weighing is more proper than no-domination solutions.
AbstractList This paper presents a hybrid multi-objective genetic fuzzy algorithm for the variable-selection problem in spectroscopy. The problem formulation considers three fitness functions related to linear equations system stability. These fitness functions are models with fuzzy sets that evaluate the fitness solution for pick out the best to crossover. The population diversity is obtained applying the crowding distance method. The study shows that the selection by a fuzzy decision has better results than the selection by non-domination in problems where the fitness weighing is more proper than no-domination solutions.
Author Coelho, Clarimar José
Laureano, Gustavo Teodoro
da Silva Soares, Anderson
Salvini, Rogério Lopes
de Lima, Telma Woerle
Author_xml – sequence: 1
  givenname: Telma Woerle
  surname: de Lima
  fullname: de Lima, Telma Woerle
  organization: Informatics Institute, Federal University of Goiás, Brazil
– sequence: 2
  givenname: Anderson
  surname: da Silva Soares
  fullname: da Silva Soares, Anderson
  email: anderson@inf.ufg.br
  organization: Informatics Institute, Federal University of Goiás, Brazil
– sequence: 3
  givenname: Clarimar José
  surname: Coelho
  fullname: Coelho, Clarimar José
  organization: Computer Science Department, Pontifical University Catholic of Goiás, Brazil
– sequence: 4
  givenname: Rogério Lopes
  surname: Salvini
  fullname: Salvini, Rogério Lopes
  organization: Informatics Institute, Federal University of Goiás, Brazil
– sequence: 5
  givenname: Gustavo Teodoro
  surname: Laureano
  fullname: Laureano, Gustavo Teodoro
  organization: Informatics Institute, Federal University of Goiás, Brazil
BookMark eNo9kE1OwzAQhQ0Uibb0BGxyAYMn49jxsqr6g1SJRYGtFcd2MYS4SsKiPT2mIGbz5r2RRjPfhIza2DpC7oDdA2PyQcmSIhU8p1gKYFRqvCATTMHZF5dkDAKAInJ19T9gCkZkzJDlVEmON2TW9-8slUKBAsZkuTmaLths7Vo3hJquvk6nYzZv9rELw9tn5mOXvVZdqEzjsp1rXD2E2GahzXaH1Hexr-PheEuufdX0bvanU_KyWj4vNnT7tH5czLe0B8iRmnShrHkhVJlDaSqBzvuiRI6GgbLGlwZNXltra3DKi1xIrjgvbSGt8oXDKYHfvf2hC-3eddrE-NFrYPoHkk6QNOr0uj5D0QkSfgOLUFdR
ContentType Book Chapter
Copyright Springer-Verlag Berlin Heidelberg 2013
Copyright_xml – notice: Springer-Verlag Berlin Heidelberg 2013
DOI 10.1007/978-3-642-38610-7_3
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Computer Science
EISBN 3642386105
9783642386107
EISSN 1611-3349
Editor Scherer, Rafał
Zadeh, Lotfi A.
Tadeusiewicz, Ryszard
Zurada, Jacek M.
Rutkowski, Leszek
Korytkowski, Marcin
Editor_xml – sequence: 1
  givenname: Leszek
  surname: Rutkowski
  fullname: Rutkowski, Leszek
  email: leszek.rutkowski@iisi.pcz.pl
– sequence: 2
  givenname: Marcin
  surname: Korytkowski
  fullname: Korytkowski, Marcin
  email: marcin.korytkowski@iisi.pcz.pl
– sequence: 3
  givenname: Rafał
  surname: Scherer
  fullname: Scherer, Rafał
  email: rafal.scherer@iisi.pcz.pl
– sequence: 4
  givenname: Ryszard
  surname: Tadeusiewicz
  fullname: Tadeusiewicz, Ryszard
  email: rtad@agh.edu.pl
– sequence: 5
  givenname: Lotfi A.
  surname: Zadeh
  fullname: Zadeh, Lotfi A.
  email: zadeh@cs.berkeley.edu
– sequence: 6
  givenname: Jacek M.
  surname: Zurada
  fullname: Zurada, Jacek M.
  email: jacek.zurada@louisville.edu
EndPage 35
GroupedDBID -DT
-GH
-~X
1SB
29L
2HA
2HV
5QI
875
AASHB
ABMNI
ACGFS
ADCXD
AEFIE
ALMA_UNASSIGNED_HOLDINGS
EJD
F5P
FEDTE
HVGLF
LAS
LDH
P2P
RNI
RSU
SVGTG
VI1
~02
ID FETCH-LOGICAL-s1123-b1617c45698218ba63eff58343b019dbf8b3b2cdddc1e9f626749448d57d9f5e3
ISBN 3642386091
9783642386091
ISSN 0302-9743
IngestDate Wed Sep 17 02:36:16 EDT 2025
IsPeerReviewed false
IsScholarly false
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-s1123-b1617c45698218ba63eff58343b019dbf8b3b2cdddc1e9f626749448d57d9f5e3
PageCount 12
ParticipantIDs springer_books_10_1007_978_3_642_38610_7_3
PublicationCentury 2000
PublicationDate 2013
PublicationDateYYYYMMDD 2013-01-01
PublicationDate_xml – year: 2013
  text: 2013
PublicationDecade 2010
PublicationPlace Berlin, Heidelberg
PublicationPlace_xml – name: Berlin, Heidelberg
PublicationSeriesSubtitle Lecture Notes in Artificial Intelligence
PublicationSeriesTitle Lecture Notes in Computer Science
PublicationSubtitle 12th International Conference, ICAISC 2013, Zakopane, Poland, June 9-13, 2013, Proceedings, Part II
PublicationTitle Artificial Intelligence and Soft Computing
PublicationYear 2013
Publisher Springer Berlin Heidelberg
Publisher_xml – name: Springer Berlin Heidelberg
RelatedPersons Kleinberg, Jon M.
Mattern, Friedemann
Nierstrasz, Oscar
Steffen, Bernhard
Kittler, Josef
Vardi, Moshe Y.
Weikum, Gerhard
Sudan, Madhu
Naor, Moni
Mitchell, John C.
Terzopoulos, Demetri
Pandu Rangan, C.
Kanade, Takeo
Hutchison, David
Tygar, Doug
RelatedPersons_xml – sequence: 1
  givenname: David
  surname: Hutchison
  fullname: Hutchison, David
  organization: Lancaster University, Lancaster, UK
– sequence: 2
  givenname: Takeo
  surname: Kanade
  fullname: Kanade, Takeo
  organization: Carnegie Mellon University, Pittsburgh, USA
– sequence: 3
  givenname: Josef
  surname: Kittler
  fullname: Kittler, Josef
  organization: University of Surrey, Guildford, UK
– sequence: 4
  givenname: Jon M.
  surname: Kleinberg
  fullname: Kleinberg, Jon M.
  organization: Cornell University, Ithaca, USA
– sequence: 5
  givenname: Friedemann
  surname: Mattern
  fullname: Mattern, Friedemann
  organization: ETH Zurich, Zurich, Switzerland
– sequence: 6
  givenname: John C.
  surname: Mitchell
  fullname: Mitchell, John C.
  organization: Stanford University, Stanford, USA
– sequence: 7
  givenname: Moni
  surname: Naor
  fullname: Naor, Moni
  organization: Weizmann Institute of Science, Rehovot, Israel
– sequence: 8
  givenname: Oscar
  surname: Nierstrasz
  fullname: Nierstrasz, Oscar
  organization: University of Bern, Bern, Switzerland
– sequence: 9
  givenname: C.
  surname: Pandu Rangan
  fullname: Pandu Rangan, C.
  organization: Indian Institute of Technology, Madras, India
– sequence: 10
  givenname: Bernhard
  surname: Steffen
  fullname: Steffen, Bernhard
  organization: University of Dortmund, Dortmund, Germany
– sequence: 11
  givenname: Madhu
  surname: Sudan
  fullname: Sudan, Madhu
  organization: Massachusetts Institute of Technology, USA
– sequence: 12
  givenname: Demetri
  surname: Terzopoulos
  fullname: Terzopoulos, Demetri
  organization: University of California, Los Angeles, USA
– sequence: 13
  givenname: Doug
  surname: Tygar
  fullname: Tygar, Doug
  organization: University of California, Berkeley, USA
– sequence: 14
  givenname: Moshe Y.
  surname: Vardi
  fullname: Vardi, Moshe Y.
  organization: Rice University, Houston, USA
– sequence: 15
  givenname: Gerhard
  surname: Weikum
  fullname: Weikum, Gerhard
  organization: Max-Planck Institute of Computer Science, Saarbrücken, Germany
SSID ssj0000936361
ssj0002792
Score 1.4093907
Snippet This paper presents a hybrid multi-objective genetic fuzzy algorithm for the variable-selection problem in spectroscopy. The problem formulation considers...
SourceID springer
SourceType Publisher
StartPage 24
SubjectTerms Fuzzy logic
Multi-objective Genetic Algorithm
Variable Selection
Title Hybrid Genetic-Fuzzy Algorithm for Variable Selection in Spectroscopy
URI http://link.springer.com/10.1007/978-3-642-38610-7_3
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3Pb9MwFLa6cgEOwADxWz5wIgpqY8dJDhwm1Gmayg60G7tFdmxvkdJmatNJ69_GH8ezHWfphpDGxWrTqo7el9rP773vewh9TqOk4EU0DqOE8ZCKWIZ8nPAwijXXCXi0mhpy8o8TdnRKj8_j88Hgd69qadOIr8X2r7yS_0EVrgGuhiX7AGS7H4UL8BrwhREQhvGO87sbZm01Y22ZjxPL6OlqulpM3QSuYYPfmlyx6rRcWG9xrqoFD37ValV1yEoezMrqGsbakJLackfrkXeZilpVly64Cidio1NhUggu2d7Fanh1XdpGUcHP-sJ9tirrYFpf-XrFti3RjWGLWeFreHrDw812exMcVBf1qmwuF7b-8QwmsdyumW3X09Zlzq5s6x5DqHELmTG2Wn-btvmQk7qxZWaBb1nhV7B-iMO0m9gJcfgQZ_APBTDLRgHXMGUj1_3Lk8JgwYcjk1tDlVvjmVFuJE4p1a_btOcBOP2Ue3tLv5wEpgphLtjDkpzsoT2YfYgeHUyOp2ddhG-UEWaVbVq_wEg1upyWuyXDNOpu2WlB3b7vBLKcBvKdGe-l7a03NH-OnhqGDDbUFTDuCzRQy330zBsbt8beR096Ypcv0cThjXfwxh3eGPDGHm_c4Y3LJe7j_QqdHk7m34_CtolHuAZXnoTCHKALcNOzFLxJwRlRWscpoUTA6UIKnQoiokJKWYxVpuF8ndCM0lTGicx0rMhrNFzWS_UG4VQUmWQyTcCulFGeZnEcSz5mLBMyI6O36Iu3Sm7-luvca3KDCXOSgwlza8IcTPjuIV9-jx7fPpcf0LBZbdRHcEYb8alF_Q-qdIGP
linkProvider Library Specific Holdings
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=bookitem&rft.title=Artificial+Intelligence+and+Soft+Computing&rft.au=de+Lima%2C+Telma+Woerle&rft.au=da+Silva+Soares%2C+Anderson&rft.au=Coelho%2C+Clarimar+Jos%C3%A9&rft.au=Salvini%2C+Rog%C3%A9rio+Lopes&rft.atitle=Hybrid+Genetic-Fuzzy+Algorithm+for+Variable+Selection+in+Spectroscopy&rft.series=Lecture+Notes+in+Computer+Science&rft.date=2013-01-01&rft.pub=Springer+Berlin+Heidelberg&rft.isbn=9783642386091&rft.issn=0302-9743&rft.eissn=1611-3349&rft.spage=24&rft.epage=35&rft_id=info:doi/10.1007%2F978-3-642-38610-7_3
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0302-9743&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0302-9743&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0302-9743&client=summon