{"id":"https://openalex.org/W4384559344","doi":"https://doi.org/10.1017/s1471068423000133","title":"\u201cWhat if?\u201d in Probabilistic Logic Programming","display_name":"\u201cWhat if?\u201d in Probabilistic Logic Programming","publication_year":2023,"publication_date":"2023-07-01","ids":{"openalex":"https://openalex.org/W4384559344","doi":"https://doi.org/10.1017/s1471068423000133"},"language":"en","primary_location":{"id":"doi:10.1017/s1471068423000133","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1017/s1471068423000133","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/B00D65811DDB308BA2215628EAB10242/S1471068423000133a.pdf/div-class-title-what-if-in-probabilistic-logic-programming-div.pdf","source":{"id":"https://openalex.org/S59670734","display_name":"Theory and Practice of Logic Programming","issn_l":"1471-0684","issn":["1471-0684","1475-3081"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Theory and Practice of Logic Programming","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/B00D65811DDB308BA2215628EAB10242/S1471068423000133a.pdf/div-class-title-what-if-in-probabilistic-logic-programming-div.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076600441","display_name":"Rafael Kiesel","orcid":"https://orcid.org/0000-0002-8866-3452"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"RAFAEL KIESEL","raw_affiliation_strings":["TU Wien, Vienna, Austria (e-mail:"],"raw_orcid":"https://orcid.org/0000-0002-8866-3452","affiliations":[{"raw_affiliation_string":"TU Wien, Vienna, Austria (e-mail:","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092031148","display_name":"Kilian R\u00fcckschlo\u00df","orcid":"https://orcid.org/0000-0002-7891-6030"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"KILIAN R\u00dcCKSCHLO\u00df","raw_affiliation_strings":["Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich, Germany (e-mails:"],"raw_orcid":"https://orcid.org/0000-0002-7891-6030","affiliations":[{"raw_affiliation_string":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich, Germany (e-mails:","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026195021","display_name":"Felix Weitk\u00e4mper","orcid":"https://orcid.org/0000-0002-3895-8279"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"FELIX WEITK\u00c4MPER","raw_affiliation_strings":["Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich, Germany (e-mails:"],"raw_orcid":"https://orcid.org/0000-0002-3895-8279","affiliations":[{"raw_affiliation_string":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich, Germany (e-mails:","institution_ids":["https://openalex.org/I8204097"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5076600441"],"corresponding_institution_ids":["https://openalex.org/I145847075"],"apc_list":null,"apc_paid":null,"fwci":0.3408,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.64607618,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"23","issue":"4","first_page":"884","last_page":"899"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11010","display_name":"Logic, Reasoning, and Knowledge","score":0.9998999834060669,"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/T11010","display_name":"Logic, Reasoning, and Knowledge","score":0.9998999834060669,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9973999857902527,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9937000274658203,"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":0.7897416353225708},{"id":"https://openalex.org/keywords/pearl","display_name":"Pearl","score":0.7833103537559509},{"id":"https://openalex.org/keywords/counterfactual-thinking","display_name":"Counterfactual thinking","score":0.7598627209663391},{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.6763978004455566},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5995140075683594},{"id":"https://openalex.org/keywords/logic-programming","display_name":"Logic programming","score":0.5803736448287964},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5596393346786499},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.47575920820236206},{"id":"https://openalex.org/keywords/causality","display_name":"Causality (physics)","score":0.46102529764175415},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4596005082130432},{"id":"https://openalex.org/keywords/satisfiability","display_name":"Satisfiability","score":0.43219703435897827},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26678013801574707}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7897416353225708},{"id":"https://openalex.org/C2779251273","wikidata":"https://www.wikidata.org/wiki/Q43436","display_name":"Pearl","level":2,"score":0.7833103537559509},{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.7598627209663391},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.6763978004455566},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5995140075683594},{"id":"https://openalex.org/C128838566","wikidata":"https://www.wikidata.org/wiki/Q275603","display_name":"Logic programming","level":2,"score":0.5803736448287964},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5596393346786499},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.47575920820236206},{"id":"https://openalex.org/C64357122","wikidata":"https://www.wikidata.org/wiki/Q1149766","display_name":"Causality (physics)","level":2,"score":0.46102529764175415},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4596005082130432},{"id":"https://openalex.org/C168773769","wikidata":"https://www.wikidata.org/wiki/Q1350299","display_name":"Satisfiability","level":2,"score":0.43219703435897827},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26678013801574707},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1017/s1471068423000133","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1017/s1471068423000133","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/B00D65811DDB308BA2215628EAB10242/S1471068423000133a.pdf/div-class-title-what-if-in-probabilistic-logic-programming-div.pdf","source":{"id":"https://openalex.org/S59670734","display_name":"Theory and Practice of Logic Programming","issn_l":"1471-0684","issn":["1471-0684","1475-3081"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Theory and Practice of Logic Programming","raw_type":"journal-article"},{"id":"pmh:oai:epub.ub.uni-muenchen.de:109206","is_oa":true,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bvb:19-epub-109206-0","pdf_url":"https://epub.ub.uni-muenchen.de/109206/1/what-if-in-probabilistic-logic-programming.pdf","source":{"id":"https://openalex.org/S4306401845","display_name":"Open access LMU (Ludwid Maxmilian's Universitat Munchen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I8204097","host_organization_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","host_organization_lineage":["https://openalex.org/I8204097"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Theory and Practice of Logic Programming","raw_type":"doc-type:article"}],"best_oa_location":{"id":"doi:10.1017/s1471068423000133","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1017/s1471068423000133","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/B00D65811DDB308BA2215628EAB10242/S1471068423000133a.pdf/div-class-title-what-if-in-probabilistic-logic-programming-div.pdf","source":{"id":"https://openalex.org/S59670734","display_name":"Theory and Practice of Logic Programming","issn_l":"1471-0684","issn":["1471-0684","1475-3081"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Theory and Practice of Logic Programming","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1975729292","display_name":null,"funder_award_id":"W1255-N23","funder_id":"https://openalex.org/F4320321181","funder_display_name":"Austrian Science Fund"},{"id":"https://openalex.org/G8680849391","display_name":null,"funder_award_id":"W1255","funder_id":"https://openalex.org/F4320321181","funder_display_name":"Austrian Science Fund"}],"funders":[{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"},{"id":"https://openalex.org/F4320320273","display_name":"University of Cambridge","ror":"https://ror.org/013meh722"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320321181","display_name":"Austrian Science Fund","ror":"https://ror.org/013tf3c58"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4384559344.pdf"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W133789137","https://openalex.org/W1512665799","https://openalex.org/W1514973146","https://openalex.org/W1824971879","https://openalex.org/W1983128223","https://openalex.org/W2052451171","https://openalex.org/W2090761873","https://openalex.org/W2102506621","https://openalex.org/W2105197197","https://openalex.org/W2272508587","https://openalex.org/W2283350629","https://openalex.org/W2402839980","https://openalex.org/W3104977611","https://openalex.org/W3205771332","https://openalex.org/W3206345580"],"related_works":["https://openalex.org/W3201448254","https://openalex.org/W4286970243","https://openalex.org/W2066431708","https://openalex.org/W3025615835","https://openalex.org/W4384133558","https://openalex.org/W173210993","https://openalex.org/W2390660599","https://openalex.org/W3028847759","https://openalex.org/W2393688264","https://openalex.org/W2392715194"],"abstract_inverted_index":{"Abstract":[0],"A":[1],"ProbLog":[2,23,35,85],"program":[3,7,36],"is":[4,121,126],"a":[5,14,34,38,42,63,77,89,94],"logic":[6,132],"with":[8,13,88,123,127,134,136],"facts":[9],"that":[10,118,125],"only":[11],"hold":[12],"specified":[15],"probability.":[16],"In":[17,55],"this":[18,22],"contribution,":[19],"we":[20,75,100,115],"extend":[21],"language":[24],"by":[25,40],"the":[26,56,98,104,110,128],"ability":[27],"to":[28],"answer":[29],"\u201cWhat":[30],"if\u201d":[31],"queries.":[32],"Intuitively,":[33],"defines":[37],"distribution":[39],"solving":[41],"system":[43],"of":[44,48,58,69,91,106,112],"equations":[45],"in":[46],"terms":[47],"mutually":[49],"independent":[50],"predefined":[51],"Boolean":[52],"random":[53],"variables.":[54],"theory":[57],"causality,":[59],"Judea":[60],"Pearl":[61],"proposes":[62],"counterfactual":[64,82],"reasoning":[65],"for":[66,79,131],"such":[67],"systems":[68],"equations.":[70],"Based":[71],"on":[72,84,109],"Pearl\u2019s":[73],"calculus,":[74],"provide":[76,101],"procedure":[78],"processing":[80],"these":[81],"queries":[83],"programs,":[86],"together":[87],"proof":[90],"correctness":[92],"and":[93],"full":[95],"implementation.":[96],"Using":[97],"latter,":[99],"insights":[102],"into":[103],"influence":[105],"different":[107],"parameters":[108],"scalability":[111],"inference.":[113],"Finally,":[114],"also":[116],"show":[117],"our":[119],"approach":[120],"consistent":[122],"CP-logic,":[124],"causal":[129],"semantics":[130],"programs":[133],"annotated":[135],"disjunctions.":[137]},"counts_by_year":[{"year":2023,"cited_by_count":2}],"updated_date":"2026-01-25T23:04:38.658462","created_date":"2025-10-10T00:00:00"}
