@prefix ocrer: <http://purl.org/net/OCRe/research.owl#> .
@prefix owl:   <http://www.w3.org/2002/07/owl#> .
@prefix scires: <http://vivoweb.org/ontology/scientific-research#> .
@prefix xsd:   <http://www.w3.org/2001/XMLSchema#> .
@prefix skos:  <http://www.w3.org/2004/02/skos/core#> .
@prefix rdfs:  <http://www.w3.org/2000/01/rdf-schema#> .
@prefix ocresd: <http://purl.org/net/OCRe/study_design.owl#> .
@prefix swo:   <http://www.ebi.ac.uk/efo/swo/> .
@prefix cito:  <http://purl.org/spar/cito/> .
@prefix geo:   <http://aims.fao.org/aos/geopolitical.owl#> .
@prefix ocresst: <http://purl.org/net/OCRe/statistics.owl#> .
@prefix dcterms: <http://purl.org/dc/terms/> .
@prefix vivo:  <http://vivoweb.org/ontology/core#> .
@prefix event: <http://purl.org/NET/c4dm/event.owl#> .
@prefix vann:  <http://purl.org/vocab/vann/> .
@prefix foaf:  <http://xmlns.com/foaf/0.1/> .
@prefix c4o:   <http://purl.org/spar/c4o/> .
@prefix fabio: <http://purl.org/spar/fabio/> .
@prefix vcard: <http://www.w3.org/2006/vcard/ns#> .
@prefix thkoeln: <http://cris.nrw/hisinone#> .
@prefix vitro: <http://vitro.mannlib.cornell.edu/ns/vitro/0.7#> .
@prefix vitro-public: <http://vitro.mannlib.cornell.edu/ns/vitro/public#> .
@prefix rdf:   <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix ocresp: <http://purl.org/net/OCRe/study_protocol.owl#> .
@prefix bibo:  <http://purl.org/ontology/bibo/> .
@prefix obo:   <http://purl.obolibrary.org/obo/> .
@prefix ro:    <http://purl.obolibrary.org/obo/ro.owl#> .

obo:BFO_0000031  a  owl:Class ;
        rdfs:label  "Bedingter Kontinuant"@de-DE , "Generically Dependent Continuant"@en-US , "Generically Dependent Continuant"@en .

<https://fis.th-koeln.de/vivo/individual/FF_001>
        <http://cris.nrw/hisinone/istForschungsfeldvon>
                <https://fis.th-koeln.de/vivo/individual/publ_16398> .

obo:BFO_0000002  a  owl:Class ;
        rdfs:label  "Kontinuant"@de-DE , "Continuant"@en-US , "Continuant"@en .

<https://fis.th-koeln.de/vivo/individual/publ_16398>
        a                       owl:Thing , foaf:Document , thkoeln:Sammelbandbeitrag , obo:BFO_0000001 , obo:BFO_0000002 , obo:IAO_0000030 , bibo:Document , obo:BFO_0000031 , thkoeln:Publikation ;
        rdfs:label              "Tuning Algorithms for Stochastic Black-Box Optimization" , "RDF description of Tuning Algorithms for Stochastic Black-Box Optimization - https://fis.th-koeln.de/vivo/individual/publ_16398" ;
        thkoeln:dokumententyp   "Wissenschaftlicher Artikel" ;
        thkoeln:peerReviewed    "false" ;
        thkoeln:sprache         "englisch" ;
        thkoeln:status          "validiert" ;
        thkoeln:subtitle        "State of the Art and Future Perspectives" ;
        <http://cris.nrw/hisinone/hatForschungsfeld>
                <https://fis.th-koeln.de/vivo/individual/FF_001> ;
        <http://cris.nrw/hisinone/hatOrganisationseinheit>
                <https://fis.th-koeln.de/vivo/individual/11000300> ;
        <http://cris.nrw/hisinone/hatParentPublikation>
                <https://fis.th-koeln.de/vivo/individual/publ_10170> ;
        <http://cris.nrw/hisinone/hatRessourceart>
                <http://cris.nrw/hisinone/RessourceText> ;
        <http://cris.nrw/hisinone/hatZitat>
                <https://fis.th-koeln.de/vivo/individual/cite_16398-1> , <https://fis.th-koeln.de/vivo/individual/cite_16398-2> , <https://fis.th-koeln.de/vivo/individual/cite_16398-0> ;
        <http://cris.nrw/hisinone/hatZugangsrecht>
                <http://cris.nrw/hisinone/RestrictedAccess> ;
        <http://purl.org/dc/elements/1.1/date>
                "2026-04-03T22:16:51"^^xsd:dateTime ;
        <http://purl.org/dc/elements/1.1/publisher>
                <https://fis.th-koeln.de/vivo> ;
        <http://purl.org/dc/elements/1.1/rights>
                <https://fis.th-koeln.de/vivo/termsOfUse> ;
        bibo:abstract           "The focus of this paper lies on automatic and interactive tuning methods for stochastic optimization algorithms, e.g., evolutionary algorithms. Algorithm tuning is important because it helps to avoid wrong parameter settings, to improve the existing algorithms, to select the best algorithm for working with a real-world problem, to show the value of a novel algorithm, to evaluate the performance of an optimization algorithm when different option settings are used, and to obtain an algorithm instance that is robust to changes in problem specification. This chapter discusses strategical issues and defines eight key topics for tuning, namely, optimization algorithms, test problems, experimental setup, performance metrics, reporting, parallelization, tuning methods, and software. Features of established tuning software packages such as IRACE, SPOT, SMAC, and ParamILS are compared." ;
        bibo:doi                "10.1007/978-3-030-66515-9_3" ;
        bibo:isbn13             "9783030665142" ;
        bibo:pageEnd            "108" ;
        bibo:pageStart          "67" ;
        vitro:mostSpecificType  thkoeln:Sammelbandbeitrag ;
        vivo:dateTimeValue      <http://cris.nrw/date2021> ;
        vivo:relatedBy          <https://fis.th-koeln.de/vivo/individual/aut_16398-1> , <https://fis.th-koeln.de/vivo/individual/aut_16398-3> , <https://fis.th-koeln.de/vivo/individual/aut_16398-2> .

obo:BFO_0000001  a  owl:Class ;
        rdfs:label  "Entität"@de-DE , "Entity"@en-US , "Entity"@en .

<https://fis.th-koeln.de/vivo/individual/cite_16398-2>
        a       thkoeln:Zitat , owl:Thing .

<http://cris.nrw/hisinone/RessourceText>
        a           owl:NamedIndividual , <http://cris.nrw/hisinone/ArtderRessource> , owl:Thing ;
        rdfs:label  "Text"@de-DE , "Text"@en-US .

bibo:Document  a    owl:Class ;
        rdfs:label  "Dokument"@de-DE , "Document"@en-US , "Document"@en .

owl:Thing  a    owl:Class .

<https://fis.th-koeln.de/vivo/individual/11000300>
        a           thkoeln:Organisationseinheit , foaf:Agent , obo:BFO_0000001 , obo:BFO_0000004 , obo:BFO_0000002 , foaf:Organization , owl:Thing ;
        rdfs:label  "Institut für Data Science, Engineering, and Analytics" ;
        <http://cris.nrw/hisinone/istOrganisationseinheitVon>
                <https://fis.th-koeln.de/vivo/individual/publ_16398> .

<https://fis.th-koeln.de/vivo/individual/cite_16398-1>
        a       thkoeln:Zitat , owl:Thing .

<http://cris.nrw/date2021>
        a       obo:BFO_0000003 , obo:BFO_0000008 , obo:BFO_0000001 , vivo:DateTimeValue , obo:BFO_0000148 , owl:Thing .

<https://fis.th-koeln.de/vivo/individual/aut_16398-3>
        a             obo:BFO_0000001 , obo:BFO_0000020 , vivo:Authorship , vivo:Relationship , obo:BFO_0000002 , owl:Thing ;
        vivo:relates  <https://fis.th-koeln.de/vivo/individual/publ_16398> .

obo:IAO_0000030  a  owl:Class ;
        rdfs:label  "Entität für Informationsinhalt"@de-DE , "Information Content Entity"@en-US , "Information Content Entity"@en .

<https://fis.th-koeln.de/vivo/individual/cite_16398-0>
        a       thkoeln:Zitat , owl:Thing .

<https://fis.th-koeln.de/vivo/individual/aut_16398-2>
        a             obo:BFO_0000001 , obo:BFO_0000020 , vivo:Authorship , vivo:Relationship , obo:BFO_0000002 , owl:Thing ;
        vivo:relates  <https://fis.th-koeln.de/vivo/individual/publ_16398> .

thkoeln:Sammelbandbeitrag
        a           owl:Class ;
        rdfs:label  "Sammelbandbeitrag"@de-DE , "Book Chapter"@en-US .

<http://cris.nrw/hisinone/RestrictedAccess>
        a           <http://cris.nrw/hisinone/Zugangsrecht> , owl:NamedIndividual , owl:Thing ;
        rdfs:label  "Restricted Access"@en-US , "Restricted Access"@de-DE .

<https://fis.th-koeln.de/vivo/individual/publ_10170>
        a           owl:Thing , thkoeln:Sammelband , obo:IAO_0000030 , obo:BFO_0000002 , obo:BFO_0000031 , thkoeln:Publikation , bibo:Document , thkoeln:Buch , bibo:Book , obo:BFO_0000001 ;
        rdfs:label  "Black Box Optimization, Machine Learning, and No-Free Lunch Theorems" ;
        <http://cris.nrw/hisinone/hatChildPublikation>
                <https://fis.th-koeln.de/vivo/individual/publ_16398> .

<https://fis.th-koeln.de/vivo/individual/aut_16398-1>
        a             obo:BFO_0000001 , obo:BFO_0000020 , vivo:Authorship , vivo:Relationship , obo:BFO_0000002 , owl:Thing ;
        vivo:relates  <https://fis.th-koeln.de/vivo/individual/publ_16398> .

thkoeln:Publikation  a  owl:Class ;
        rdfs:label  "Publikationen"@de-DE , "Publications"@en-US .