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Inductive Logic Programming - 9th International Workshop, ILP-99, Bled, Slovenia, June 24-27, 1999, Proceedings (Paperback, 1999 ed.)
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Inductive Logic Programming - 9th International Workshop, ILP-99, Bled, Slovenia, June 24-27, 1999, Proceedings (Paperback, 1999 ed.)
Series: Lecture Notes in Computer Science, 1634
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Total price: R1,596
Discovery Miles: 15 960
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Thisvolumecontains3invitedand24submittedpaperspresentedattheNinth
InternationalWorkshoponInductiveLogicProgramming, ILP-99. The24acc-
tedpaperswereselectedbytheprogramcommitteefromthe40paperssubmitted
toILP-99. Eachpaperwasreviewedbythreereferees,
applyinghighreviewing standards. ILP-99washeldinBled,
Slovenia,24{27June1999. Itwascollocatedwith
theSixteenthInternationalConferenceonMachineLearning, ICML-99,
held27{ 30June1999. On27June,
ILP-99andICML-99weregivenajointinvitedtalk byJ.
RossQuinlanandajointpostersessionwhereallthepapersacceptedat
ILP-99andICML-99werepresented. TheproceedingsofICML-99(editedby
IvanBratkoandSa soD zeroski)arepublishedbyMorganKaufmann.
WewishtothankalltheauthorswhosubmittedtheirpaperstoILP-99, the
programcommitteemembersandotherreviewersfortheirhelpinselectinga
high-qualityprogram, andtheinvitedspeakers: DaphneKoller,
HeikkiMannila, andJ. RossQuinlan. ThanksareduetoTanjaUrban ci
candherteamandMajda
Zidanskiandherteamfortheorganizationalsupportprovided.
Wewishtothank
AlfredHofmannandAnnaKramerofSpringer-Verlagfortheircooperationin
publishing these proceedings. Finally, we gratefully acknowledge
the nancial supportprovidedbythesponsorsofILP-99. April1999 Sa soD
zeroski PeterFlach ILP-99ProgramCommittee
FrancescoBergadano(UniversityofTorino)
HenrikBostr]om(UniversityofStockholm)
IvanBratko(UniversityofLjubljana)
WilliamCohen(AT&TResearchLabs) JamesCussens(UniversityofYork)
LucDeRaedt(UniversityofLeuven) Sa soD zeroski(Jo
zefStefanInstitute, co-chair) PeterFlach(UniversityofBristol,
co-chair) AlanFrisch(UniversityofYork)
KoichiFurukawa(KeioUniversity) RoniKhardon(UniversityofEdinburgh)
NadaLavra c(Jo zefStefanInstitute)
JohnLloyd(AustralianNationalUniversity)
StanMatwin(UniversityofOttawa) RaymondMooney(UniversityofTexas)
StephenMuggleton(UniversityofYork)
Shan-HweiNienhuys-Cheng(UniversityofRotterdam)
DavidPage(UniversityofLouisville)
BernhardPfahringer(AustrianResearchInstituteforAI)
CelineRouveirol(UniversityofParis)
ClaudeSammut(UniversityofNewSouthWales)
MicheleSebag(EcolePolytechnique)
AshwinSrinivasan(UniversityofOxford)
PrasadTadepalli(OregonStateUniversity)
StefanWrobel(GMDResearchCenterforInformationTechnology)
OrganizationalSupport TheAlbatrossCongressTouristAgency, Bled
Center for Knowledge Transfer in Information Technologies, Jo zef
Stefan Institute, Ljubljana SponsorsofILP-99 ILPnet2,
NetworkofExcellenceinInductiveLogicProgramming COMPULOGNet,
EuropeanNetworkofExcellenceinComputationalLogic Jo
zefStefanInstitute, Ljubljana LPASoftware, Inc. UniversityofBristol
TableofContents I InvitedPapers ProbabilisticRelationalModels D.
Koller . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . 3 InductiveDatabases(Abstract) H. Mannila. . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . 14
SomeElementsofMachineLearning(ExtendedAbstract) J. R. Quinlan. . .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . . 15 II
ContributedPapers Re nementOperatorsCanBe(Weakly)Perfect L. Badea,
M. Stanciu. . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . 21
CombiningDivide-and-ConquerandSeparate-and-ConquerforE cientand E
ectiveRuleInduction H. Bostr]om, L. Asker. . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . 33 Re ningCompleteHypothesesinILP I. Bratko. . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . . . 44
AcquiringGraphicDesignKnowledge withNonmonotonicInductiveLearning
K. Chiba, H. Ohwada, F. Mizoguchi. . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . 56
MorphosyntacticTaggingofSloveneUsingProgol J. Cussens, S. D
zeroski, T. Erjavec . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . 68
ExperimentsinPredictingBiodegradability S. D zeroski, H. Blockeel,
B. Kompare, S. Kramer, B. Pfahringer, W. VanLaer . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . 80 1BC: AFirst-OrderBayesianClassi er P. Flach, N. Lachiche.
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . 92 SortedDownwardRe nement:
BuildingBackgroundKnowledge intoaRe
nementOperatorforInductiveLogicProgramming A. M. Frisch . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . 104
AStrongCompleteSchemaforInductiveFunctionalLogicProgramming J. Hern
andez-Orallo, M. J. Ram rez-Quintana. . . . . . . . . . . . . . . .
. . . . . . . . . . . . 116 ApplicationofDi erentLearningMethods
toHungarianPart-of-SpeechTagging T. Horv ath, Z. Alexin, T. Gyim
othy, S. Wrobel . . . . . . . . . . . . . . . . . . . . . . . . . .
128 VIII TableofContents
CombiningLAPISandWordNetfortheLearningofLRParserswith
OptimalSemanticConstraints D. Kazakov. . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . 140
LearningWordSegmentationRulesforTagPrediction D. Kazakov, S.
Manandhar, T. Erjavec . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . 152
ApproximateILPRulesbyBackpropagationNeuralNetwork:
AResultonThaiCharacterRecognition B. Kijsirikul, S. Sinthupinyo. .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . . . . . . . 162 RuleEvaluationMeasures: AUnifyingView N.
Lavra c, P. Flach, B. Zupan. . . . . . . . . . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . 174
ImprovingPart-of-SpeechDisambiguationRulesbyAdding
LinguisticKnowledge N. Lindberg, M. Eineborg . . . . . . . . . . .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
. . . 186 OnSu cientConditionsforLearnabilityofLogicProgramsfrom
Positi
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