iBet uBet web content aggregator. Adding the entire web to your favor.
iBet uBet web content aggregator. Adding the entire web to your favor.



Link to original content: https://api.openalex.org/works/doi:10.48550/ARXIV.2203.04378
{"id":"https://openalex.org/W4226046012","doi":"https://doi.org/10.48550/arxiv.2203.04378","title":"Logic-based AI for Interpretable Board Game Winner Prediction with Tsetlin Machine","display_name":"Logic-based AI for Interpretable Board Game Winner Prediction with Tsetlin Machine","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4226046012","doi":"https://doi.org/10.48550/arxiv.2203.04378"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2203.04378","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/abs/2203.04378","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016919783","display_name":"Charul Giri","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Giri, Charul","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071922620","display_name":"Ole\u2010Christoffer Granmo","orcid":"https://orcid.org/0000-0002-7287-030X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Granmo, Ole-Christoffer","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057277609","display_name":"Herke van Hoof","orcid":"https://orcid.org/0000-0002-1583-3692"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"van Hoof, Herke","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5063337672","display_name":"Christian D. Blakely","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Blakely, Christian D.","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":61},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11574","display_name":"Game Artificial Intelligence Research","score":0.9985,"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/T11574","display_name":"Game Artificial Intelligence Research","score":0.9985,"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/T10731","display_name":"Gamification in Education and Learning","score":0.9926,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11197","display_name":"Social and Psychological Aspects of Online Gaming","score":0.9882,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.95045066},{"id":"https://openalex.org/keywords/game-based-learning","display_name":"Game-Based Learning","score":0.522521},{"id":"https://openalex.org/keywords/general-game-playing","display_name":"General Game Playing","score":0.500903},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.47318316},{"id":"https://openalex.org/keywords/branching","display_name":"Branching (polymer chemistry)","score":0.4566575}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.95045066},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.7061566},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6942921},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6879988},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5656235},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.56074834},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.47318316},{"id":"https://openalex.org/C206175624","wikidata":"https://www.wikidata.org/wiki/Q595731","display_name":"Branching (polymer chemistry)","level":2,"score":0.4566575},{"id":"https://openalex.org/C13355873","wikidata":"https://www.wikidata.org/wiki/Q2920850","display_name":"Connection (principal bundle)","level":2,"score":0.42362568},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13022599},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.082710356},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2203.04378","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://api.datacite.org/dois/10.48550/arxiv.2203.04378","pdf_url":null,"source":{"id":"https://openalex.org/S4393179698","display_name":"DataCite API","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210145204","host_organization_name":"DataCite","host_organization_lineage":["https://openalex.org/I4210145204"],"host_organization_lineage_names":["DataCite"],"type":"metadata"},"license":null,"license_id":null,"version":null}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2203.04378","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[{"display_name":"Peace, justice, and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.44}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4390569940","https://openalex.org/W4388585741","https://openalex.org/W4361193272","https://openalex.org/W4319993887","https://openalex.org/W4297789176","https://openalex.org/W2998594699","https://openalex.org/W2963249138","https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W2768346313"],"abstract_inverted_index":{"Hex":[0,27],"is":[1,45,149],"a":[2,8,83,105],"turn-based":[3],"two-player":[4],"connection":[5],"game":[6,14,75,174],"with":[7,17,120,137],"high":[9],"branching":[10],"factor,":[11],"making":[12],"the":[13,39,48,53,56,145,153,160,164,182],"arbitrarily":[15],"complex":[16,198],"increasing":[18],"board":[19,33,74,106,135,173],"sizes.":[20],"As":[21],"such,":[22],"top-performing":[23],"algorithms":[24,124],"for":[25,104,188,196],"playing":[26],"rely":[28],"on":[29,113],"accurate":[30,189],"evaluation":[31],"of":[32,42,163],"positions":[34],"using":[35],"neural":[36,43,131],"networks.":[37],"However,":[38],"limited":[40],"interpretability":[41,184],"networks":[44],"problematic":[46],"when":[47],"user":[49],"wants":[50],"to":[51,64,69,87,108,139,171,176],"understand":[52],"reasoning":[54],"behind":[55],"predictions":[57],"made.":[58],"In":[59],"this":[60],"paper,":[61],"we":[62],"propose":[63],"use":[65],"propositional":[66],"logic":[67],"expressions":[68,90,166],"describe":[70],"winning":[71],"and":[72,130,167,192],"losing":[73],"positions,":[76],"facilitating":[77],"precise":[78],"visual":[79],"interpretation.":[80],"We":[81,157,180],"employ":[82],"Tsetlin":[84],"Machine":[85],"(TM)":[86],"learn":[88],"these":[89],"from":[91],"previously":[92],"played":[93],"games,":[94],"describing":[95],"where":[96],"pieces":[97],"must":[98],"be":[99,109],"located":[100,103],"or":[101],"not":[102],"position":[107],"strong.":[110],"Extensive":[111],"experiments":[112],"$6\\times6$":[114],"boards":[115],"compare":[116],"our":[117],"TM-based":[118],"solution":[119],"popular":[121],"machine":[122],"learning":[123],"like":[125],"XGBoost,":[126],"InterpretML,":[127],"decision":[128],"trees,":[129],"networks,":[132],"considering":[133],"various":[134],"configurations":[136,175],"$2$":[138],"$22$":[140],"moves":[141],"played.":[142],"On":[143],"average,":[144],"TM":[146],"testing":[147],"accuracy":[148],"$92.1\\%$,":[150],"outperforming":[151],"all":[152],"other":[154],"evaluated":[155],"algorithms.":[156],"further":[158],"demonstrate":[159],"global":[161],"interpretation":[162],"logical":[165],"map":[168],"them":[169],"down":[170],"particular":[172],"investigate":[177],"local":[178],"interpretability.":[179],"believe":[181],"resulting":[183],"establishes":[185],"building":[186],"blocks":[187],"assistive":[190],"AI":[191],"human-AI":[193],"collaboration,":[194],"also":[195],"more":[197],"prediction":[199],"tasks.":[200]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4226046012","counts_by_year":[],"updated_date":"2024-10-29T01:11:32.821783","created_date":"2022-05-05"}