{"id":"https://openalex.org/W2096057872","doi":"https://doi.org/10.3233/978-1-58603-891-5-847","title":"Using Decision Trees as the Answer Networks in Temporal Difference-Networks","display_name":"Using Decision Trees as the Answer Networks in Temporal Difference-Networks","publication_year":2008,"publication_date":"2008-01-01","ids":{"openalex":"https://openalex.org/W2096057872","doi":"https://doi.org/10.3233/978-1-58603-891-5-847","mag":"2096057872"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-58603-891-5-847","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-58603-891-5-847","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/978-1-58603-891-5-847","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045278333","display_name":"Laura-Andreea Antanas","orcid":null},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Antanas Laura-Andreea","raw_affiliation_strings":["Declarative Languages and Artificial Intelligence, Katholieke Universiteit Leuven, Leuven, Belgium, email: laura@cs.kuleuven.be#TAB#"],"affiliations":[{"raw_affiliation_string":"Declarative Languages and Artificial Intelligence, Katholieke Universiteit Leuven, Leuven, Belgium, email: laura@cs.kuleuven.be#TAB#","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002817190","display_name":"Kurt Driessens","orcid":"https://orcid.org/0000-0001-7871-2495"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Driessens Kurt","raw_affiliation_strings":["Declarative Languages and Artificial Intelligence, Katholieke Universiteit Leuven, Leuven, Belgium, email: kurtd@cs.kuleuven.be#TAB#"],"affiliations":[{"raw_affiliation_string":"Declarative Languages and Artificial Intelligence, Katholieke Universiteit Leuven, Leuven, Belgium, email: kurtd@cs.kuleuven.be#TAB#","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077665746","display_name":"Jan Ramon","orcid":"https://orcid.org/0000-0002-0558-7176"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Ramon Jan","raw_affiliation_strings":["Declarative Languages and Artificial Intelligence, Katholieke Universiteit Leuven, Leuven, Belgium, email: janr@cs.kuleuven.be#TAB#"],"affiliations":[{"raw_affiliation_string":"Declarative Languages and Artificial Intelligence, Katholieke Universiteit Leuven, Leuven, Belgium, email: janr@cs.kuleuven.be#TAB#","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053926383","display_name":"Tom Croonenborghs","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Croonenborghs Tom","raw_affiliation_strings":["Biosciences and Technology Department, KH Kempen University College, Geel, Belgium, email: tom.croonenborghs@khk.be#TAB#"],"affiliations":[{"raw_affiliation_string":"Biosciences and Technology Department, KH Kempen University College, Geel, Belgium, email: tom.croonenborghs@khk.be#TAB#","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5045278333"],"corresponding_institution_ids":["https://openalex.org/I99464096"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14897288,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6116751432418823},{"id":"https://openalex.org/keywords/abstraction","display_name":"Abstraction","score":0.5967358946800232},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5275877118110657},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.48623719811439514},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4793154001235962},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4420761466026306},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3973180055618286},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3001081943511963}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6116751432418823},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.5967358946800232},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5275877118110657},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.48623719811439514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4793154001235962},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4420761466026306},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3973180055618286},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3001081943511963},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3233/978-1-58603-891-5-847","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-58603-891-5-847","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},{"id":"pmh:oai:lirias2repo.kuleuven.be:123456789/185556","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/123456789/185556","pdf_url":"https://lirias.kuleuven.be/bitstream/123456789/185556/1/dt_tdn.pdf","source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"European Conference on Artificial Intelligence, Patras, Greece, 21-25 July 2008","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:lirias2repo.kuleuven.be:123456789/234096","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/123456789/234096","pdf_url":"https://lirias.kuleuven.be/bitstream/123456789/234096/1/ewrl08.pdf","source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"European Workshop on Reinforcement Learning, Villeneuve d'Ascq, France, 30 June - 4 July 2008","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.3233/978-1-58603-891-5-847","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-58603-891-5-847","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.7799999713897705,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W70929694","https://openalex.org/W1533597678","https://openalex.org/W1585546346","https://openalex.org/W1844908357","https://openalex.org/W2026641456","https://openalex.org/W2123542217","https://openalex.org/W2158282517","https://openalex.org/W2159242091","https://openalex.org/W2169300227"],"related_works":["https://openalex.org/W3162204513","https://openalex.org/W2045155990","https://openalex.org/W4313163053","https://openalex.org/W4300973204","https://openalex.org/W3045811229","https://openalex.org/W4388675521","https://openalex.org/W2108135022","https://openalex.org/W3148810651","https://openalex.org/W2789077243","https://openalex.org/W2898772359"],"abstract_inverted_index":{"Temporal":[0],"difference":[1,123],"networks":[2,124],"(or":[3],"TD-Nets)":[4],"offer":[5,77],"a":[6,42,78,92,102,163],"framework":[7],"for":[8],"predictive":[9],"state":[10],"representations.":[11],"TD-Nets":[12,56,111,145],"break":[13],"up":[14],"into":[15],"two":[16,158],"parts:":[17],"the":[18,22,38,46,52,63,68,106,119,141],"question":[19,26],"network":[20,27,40],"and":[21,85,108,112,132,149,162],"answer":[23,39,64],"network.":[24],"The":[25],"defines":[28],"which":[29],"questions":[30,50],"about":[31],"future":[32],"observations":[33,134],"are":[34],"of":[35,70,83,94,105,110,121,144,155],"importance,":[36],"while":[37],"provides":[41],"way":[43,82],"to":[44,48,61],"update":[45],"answers":[47],"those":[49,136],"as":[51],"environment":[53],"changes.":[54],"Currently,":[55],"use":[57,69],"logistic":[58,147],"regression":[59,148],"functions":[60],"represent":[62],"networks.":[65],"We":[66,139],"propose":[67],"probability":[71,150],"trees":[72,151],"in":[73,91,101,125,157],"their":[74],"stead.":[75],"Trees":[76],"different":[79],"but":[80],"powerful":[81],"generalisation":[84],"using":[86,146,152],"them":[87],"may":[88],"be":[89],"beneficial":[90],"number":[93],"applications.":[95],"Moreover,":[96],"we":[97],"believe":[98],"this":[99],"aids":[100],"better":[103],"understanding":[104],"strengths":[107],"weaknesses":[109],"represents":[113],"an":[114,153],"important":[115],"first":[116],"step":[117],"towards":[118],"application":[120],"temporal":[122],"environments":[126],"with":[127],"more":[128],"extensive,":[129],"i.e.":[130],"complex":[131],"numerous,":[133],"than":[135],"currently":[137],"employed.":[138],"compare":[140],"learning":[142],"behavior":[143],"array":[154],"experiments":[156],"simple":[159],"grid":[160],"worlds":[161],"ring":[164],"world.":[165]},"counts_by_year":[],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
