Table Of ContentIntelligent Systems Reference Library 43
Editors-in-Chief
Prof.JanuszKacprzyk Prof.LakhmiC.Jain
SystemsResearchInstitute SchoolofElectricalandInformation
PolishAcademyofSciences Engineering
ul.Newelska6 UniversityofSouthAustralia
01-447Warsaw Adelaide
Poland SouthAustraliaSA5095
E-mail:[email protected] Australia
E-mail:[email protected]
Forfurthervolumes:
http://www.springer.com/series/8578
Andrzej Skowron and Zbigniew Suraj (Eds.)
Rough Sets and
Intelligent Systems –
Professor Zdzisław Pawlak
in Memoriam
Volume 2
123
Editors
Prof.AndrzejSkowron Prof.ZbigniewSuraj
InstituteofMathematics InstituteofComputerScience
UniversityofWarsaw UniversityofRzeszo´w
Warsaw Rzeszo´w
Poland Poland
ISSN1868-4394 e-ISSN1868-4408
ISBN978-3-642-30340-1 e-ISBN978-3-642-30341-8
DOI10.1007/978-3-642-30341-8
SpringerHeidelbergNewYorkDordrechtLondon
LibraryofCongressControlNumber:2012939519
(cid:2)c Springer-VerlagBerlinHeidelberg2013
Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartof
thematerialisconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation,
broadcasting,reproductiononmicrofilmsorinanyotherphysicalway,andtransmissionorinformation
storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodology
nowknownorhereafterdeveloped.Exemptedfromthislegalreservationarebriefexcerptsinconnection
with reviews or scholarly analysis or material supplied specifically for the purpose of being entered
and executed on a computer system, for exclusive use by the purchaser of the work. Duplication of
this publication or parts thereof is permitted only under the provisions of the Copyright Law of the
Publisher’slocation,initscurrentversion,andpermissionforusemustalwaysbeobtainedfromSpringer.
PermissionsforusemaybeobtainedthroughRightsLinkattheCopyrightClearanceCenter.Violations
areliabletoprosecutionundertherespectiveCopyrightLaw.
Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication
doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant
protectivelawsandregulationsandthereforefreeforgeneraluse.
Whiletheadviceandinformationinthisbookarebelievedtobetrueandaccurateatthedateofpub-
lication,neithertheauthorsnortheeditorsnorthepublishercanacceptanylegalresponsibilityforany
errorsoromissionsthatmaybemade.Thepublishermakesnowarranty,expressorimplied,withrespect
tothematerialcontainedherein.
Printedonacid-freepaper
SpringerispartofSpringerScience+BusinessMedia(www.springer.com)
Affiliations of Authors (Vol. 1 & Vol. 2)
AbdulazizAlkhalid
MathematicalandComputerSciencesandEngineeringDivision
KingAbdullahUniversityofScienceandTechnology
Thuwal,23955-6900
SaudiArabia
Email:[email protected]
TalhaAmin
MathematicalandComputerSciencesandEngineeringDivision
KingAbdullahUniversityofScienceandTechnology
Thuwal,23955-6900
SaudiArabia
Email:[email protected]
PiotrArtiemjew
DepartmentofMathematicsandComputerScience
UniversityofWarmiaandMazury
54,Słoneczna,Olsztyn,10-710
Poland
Email:[email protected]
S. Asharaf
IndianInstituteofManagementKozhikode
Kozhikode,Kerala
India673570
Email:[email protected]
NoumanAzam
DepartmentofComputerScience
UniversityofRegina
Regina,Saskatchewan
CanadaS4S0A2
Email:[email protected]
VI AffiliationsofAuthors(Vol.1&Vol.2)
SanghamitraBandyopadhyay
MachineIntelligenceUnit
IndianStatisticalInstitute
203,B.T.Road,Kolkata700108
India
Email:[email protected]
MohuaBanerjee
IndianInstituteofTechnology
Kanpur,208016
India
Email:[email protected]
MinakshiBanerjee
CenterforSoftComputingResearch
IndianStatisticalInstitute
203,B.T.Road,Kolkata700108
India
Email:[email protected]
Jan G.Bazan
InstituteofComputerScience
UniversityofRzeszów
2,Dekerta,Rzeszów,35-030
Poland
Email:[email protected]
and
InstituteofMathematics
UniversityofWarsaw
2,Banacha.,Warsaw,02-097
Poland
StanisławaBazan-Socha
SecondDepartmentofInternalMedicine
JagiellonianUniversityMedicalCollege
8,Skawin´ska,Cracow,31-066
Poland
Email:[email protected]
TheresaBeaubouef
DepartmentofComputerScienceandIndustrialTechnology
SLU10847
SoutheasternLouisianaUniversity
Hammond,LA70402
USA
Email:[email protected]
AffiliationsofAuthors(Vol.1&Vol.2) VII
Parag Bhalchandra
SchoolofComputationalSciences
SwamiRamanandTeerthMarathwadaUniversity
Nanded,Maharashtra
India431606
Email:[email protected]
Jerzy Błaszczyn´ski
InstituteofComputingScience
Poznan´ UniversityofTechnology
2,Piotrowo,Poznan´,60-965
Poland
Email:[email protected]
ZbigniewBonikowski
InstituteofMathematicsandInformatics
OpoleUniversity
Poland
Email:[email protected]
Edward Bryniarski
InstituteofMathematicsandInformatics
OpoleUniversity
Poland
Email:[email protected]
SylwiaBuregwa-Czuma
InstituteofComputerScience
UniversityofRzeszów
2,Dekerta,Rzeszów,35-030
Poland
Email:[email protected]
Cory Butz
DepartmentofComputerScience
UniversityofRegina
3737WascanaParkway
Regina,Saskatchewan
CanadaS4S0A2
Email:[email protected]
VIII AffiliationsofAuthors(Vol.1&Vol.2)
MihirKr.Chakraborty
CenterforCognitiveScience
JadavpurUniversity
Kolkata700032
India
and
IndianStatisticalInstitute
203,B.T.Road,Kolkata700108
India
Email:[email protected]
Nick Cercone
DepartmentofComputerScienceandEngineering
YorkUniversityToronto
ONM3J1P3,Canada
Email:[email protected]
Chien-Chung Chan
DepartmentofComputerScience,CAS221
UniversityofAkron
Akron,OH44325-4003
USA
Email:[email protected]
Chiao-Chen Chang
DepartmentofInternationalBusiness
NationalDongHwaUniversity
No.1,Sec.2,DaHsuehRd.,Shoufeng,Hualien97401
Taiwan
Email:[email protected]
HongmeiChen
SchoolofInformationScienceandTechnology
SouthwestJiaotongUniversity&KeyLabofCloudComputingandIntelligent
Technology
Chengdu,610031
China
Email:[email protected]
IgorChikalov
MathematicalandComputerSciencesandEngineeringDivision
KingAbdullahUniversityofScienceandTechnology
Thuwal,23955-6900
SaudiArabia
Email:[email protected]
AffiliationsofAuthors(Vol.1&Vol.2) IX
Yang-Chieh Chin
DepartmentofManagementScience
NationalChiaoTungUniversity
1001Ta-HsuehRoad,Hsinchu300
Taiwan
Email:[email protected]
DavydovMaksymVolodymyrovych
LvivPolytechnicNationalUniversity
12,Bandery,L’viv,79013
Ukraine
Email:[email protected]
PawełDelimata
InstituteofComputerScience
UniversityofRzeszów
2,Dekerta,Rzeszów,35-030
Poland
Email:[email protected]
Ivo Düntsch
BrockUniversity,St.Catharines,Ontario
Canada,L2S3A1
Email:[email protected]
AlyA. Fahmy
FacultyofComputersandInformation
CairoUniversity
Egypt
Email:[email protected]
GüntherGediga
DepartmentofPsychology,InstitutIV,UniversitätMünster
Fliednerstr.21,Münster48149
Germany
Email:[email protected]
SalvatoreGreco
DepartmentofEconomicsandBusiness
UniversityofCatania
55,CorsoItalia,Catania,95129
Italy
Email:[email protected]
X AffiliationsofAuthors(Vol.1&Vol.2)
PiotrGrochowalski
InstituteofComputerScience
UniversityofRzeszów
2,Dekerta,Rzeszów,35-030
Poland
Email:[email protected]
Jerzy W. Grzymała-Busse
DepartmentofElectricalEngineeringandComputerScience
UniversityofKansas
3014EatonHall
1520W.15thSt.,Lawrence,KS66045-7621
USA
Email:[email protected]
and
InstituteofComputerScience,PolishAcademyofScience
5,JanaKazimierza,Warsaw,01-237
Poland
OsmanGurdal
SchoolofMedicine,IUPUI
975W.WalnutStreet,Indianapolis,IN46202
USA
Email:[email protected]
AboulEllaHassanien
FacultyofComputersandInformation
CairoUniversity
Egypt
Email:[email protected]
HodychOles Vasyliovych
LvivPolytechnicNationalUniversity
12,Bandery,L’viv,79013
Ukraine
Email:[email protected]
JunHu
InstituteofComputerScienceandTechnology
ChongqingUniversityofPostsandTelecommunications
Chongqing,400065
P.R.China
Email:[email protected]
AffiliationsofAuthors(Vol.1&Vol.2) XI
QinghuaHu
HarbinInstituteofTechnology
Box458,Harbin150001,HeilongjiangProvince
P.R.China
Email:[email protected]
Shahid Hussain
MathematicalandComputerSciencesandEngineeringDivision
KingAbdullahUniversityofScienceandTechnology
Thuwal,23955-6900
SaudiArabia
Email:[email protected]
MasahiroInuiguchi
GraduateSchoolofEngineeringScience
1-3Machikaneyama-cho,Toyonaka,Osaka560-8531
Japan
Email:[email protected]
Ryszard Janicki
DepartmentofComputingandSoftware
McMasterUniversity
Hamilton,ON
CanadaL8S4K1
Email:[email protected]
JanuszKacprzyk
SystemsResearchInstitute,PolishAcademyofSciences
6,Newelska,Warsaw,01-447
Poland
Email:[email protected]
and
WIT-WarsawSchoolofInformationTechnology
6,Newelska,Warsaw,01-447
Poland
Md.AquilKhan
TheInstituteofMathematicalSciences
Chennai,600113
India
Email:[email protected]
and
InstituteofMathematics
UniversityofWarsaw
2,Banacha,Warsaw,02-097
Poland
Description:This book is dedicated to the memory of Professor Zdzis{\l}aw Pawlak who passed away almost six year ago. He is the founder of the Polish school of Artificial Intelligence and one of the pioneers in Computer Engineering and Computer Science with worldwide influence. He was a truly great scientist, r