{"id":"https://openalex.org/W1979666113","doi":"https://doi.org/10.1017/s0269888909990348","title":"Learning Qualitative Differential Equation models: a survey of algorithms and applications","display_name":"Learning Qualitative Differential Equation models: a survey of algorithms and applications","publication_year":2010,"publication_date":"2010-03-01","ids":{"openalex":"https://openalex.org/W1979666113","doi":"https://doi.org/10.1017/s0269888909990348","mag":"1979666113","pmid":"https://pubmed.ncbi.nlm.nih.gov/23704803"},"language":"en","primary_location":{"id":"doi:10.1017/s0269888909990348","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0269888909990348","pdf_url":null,"source":{"id":"https://openalex.org/S137506714","display_name":"The Knowledge Engineering Review","issn_l":"0269-8889","issn":["0269-8889","1469-8005"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Knowledge Engineering Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081644845","display_name":"Wei Pang","orcid":"https://orcid.org/0000-0002-1761-6659"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]},{"id":"https://openalex.org/I195460627","display_name":"University of Aberdeen","ror":"https://ror.org/016476m91","country_code":"GB","type":"education","lineage":["https://openalex.org/I195460627"]}],"countries":["CN","GB"],"is_corresponding":true,"raw_author_name":"Wei Pang","raw_affiliation_strings":["Computational Intelligence Group, College of Computer Science and Technology, Jilin University, Changchun, P.R. China ; Department of Computing Science, School of Natural & Computing Sciences, University of Aberdeen, Aberdeen, UK","Computational Intelligence Group, College of Computer Science and Technology, Jilin University, Changchun, P.R. China","Department of Computing Science, School of Natural & Computing Sciences, University of Aberdeen, Aberdeen, UK"],"affiliations":[{"raw_affiliation_string":"Computational Intelligence Group, College of Computer Science and Technology, Jilin University, Changchun, P.R. China ; Department of Computing Science, School of Natural & Computing Sciences, University of Aberdeen, Aberdeen, UK","institution_ids":[]},{"raw_affiliation_string":"Computational Intelligence Group, College of Computer Science and Technology, Jilin University, Changchun, P.R. China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]},{"raw_affiliation_string":"Department of Computing Science, School of Natural & Computing Sciences, University of Aberdeen, Aberdeen, UK","institution_ids":["https://openalex.org/I195460627"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082375941","display_name":"George M. Coghill","orcid":"https://orcid.org/0000-0002-2047-8277"},"institutions":[{"id":"https://openalex.org/I195460627","display_name":"University of Aberdeen","ror":"https://ror.org/016476m91","country_code":"GB","type":"education","lineage":["https://openalex.org/I195460627"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"George M. Coghill","raw_affiliation_strings":["Department of Computing Science, School of Natural & Computing Sciences, University of Aberdeen, Aberdeen, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computing Science, School of Natural & Computing Sciences, University of Aberdeen, Aberdeen, UK","institution_ids":["https://openalex.org/I195460627"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5081644845","https://openalex.org/A5082375941"],"corresponding_institution_ids":["https://openalex.org/I194450716","https://openalex.org/I195460627","https://openalex.org/I4210134929"],"apc_list":null,"apc_paid":null,"fwci":1.8782,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.87061909,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"25","issue":"1","first_page":"69","last_page":"107"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9968000054359436,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9968000054359436,"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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.9853000044822693,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13050","display_name":"Oil and Gas Production Techniques","score":0.9631999731063843,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.7864186763763428},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5204234719276428},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.48971298336982727},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42889365553855896},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.369748592376709},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3555712103843689},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3269388675689697},{"id":"https://openalex.org/keywords/pure-mathematics","display_name":"Pure mathematics","score":0.07002824544906616},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.06420135498046875}],"concepts":[{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.7864186763763428},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5204234719276428},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.48971298336982727},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42889365553855896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.369748592376709},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3555712103843689},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3269388675689697},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.07002824544906616},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.06420135498046875},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1017/s0269888909990348","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0269888909990348","pdf_url":null,"source":{"id":"https://openalex.org/S137506714","display_name":"The Knowledge Engineering Review","issn_l":"0269-8889","issn":["0269-8889","1469-8005"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Knowledge Engineering Review","raw_type":"journal-article"},{"id":"pmid:23704803","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23704803","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Knowledge engineering review","raw_type":null},{"id":"pmh:oai:europepmc.org:2656491","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/3659653","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3127346458","display_name":null,"funder_award_id":"BB/F00513X/1","funder_id":"https://openalex.org/F4320334629","funder_display_name":"Biotechnology and Biological Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334629","display_name":"Biotechnology and Biological Sciences Research Council","ror":"https://ror.org/00cwqg982"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":97,"referenced_works":["https://openalex.org/W11219134","https://openalex.org/W18110192","https://openalex.org/W24056068","https://openalex.org/W29164706","https://openalex.org/W36778158","https://openalex.org/W118377870","https://openalex.org/W178056938","https://openalex.org/W397102730","https://openalex.org/W654883040","https://openalex.org/W768990266","https://openalex.org/W1508882373","https://openalex.org/W1530558387","https://openalex.org/W1536031685","https://openalex.org/W1538572412","https://openalex.org/W1550025788","https://openalex.org/W1550306788","https://openalex.org/W1550753067","https://openalex.org/W1557923305","https://openalex.org/W1565236324","https://openalex.org/W1576818901","https://openalex.org/W1605914096","https://openalex.org/W1639032689","https://openalex.org/W1667614912","https://openalex.org/W1734689372","https://openalex.org/W1886554846","https://openalex.org/W1896349060","https://openalex.org/W1908888846","https://openalex.org/W1963920034","https://openalex.org/W1965324089","https://openalex.org/W1987902506","https://openalex.org/W1988383139","https://openalex.org/W1999270648","https://openalex.org/W2004840883","https://openalex.org/W2020135538","https://openalex.org/W2024239067","https://openalex.org/W2029415078","https://openalex.org/W2035155528","https://openalex.org/W2035827130","https://openalex.org/W2052189521","https://openalex.org/W2053913299","https://openalex.org/W2060605975","https://openalex.org/W2066606028","https://openalex.org/W2069323107","https://openalex.org/W2069512297","https://openalex.org/W2074127567","https://openalex.org/W2075684995","https://openalex.org/W2085075090","https://openalex.org/W2087037929","https://openalex.org/W2090985740","https://openalex.org/W2098530701","https://openalex.org/W2098704351","https://openalex.org/W2099614442","https://openalex.org/W2102828948","https://openalex.org/W2107273065","https://openalex.org/W2108398740","https://openalex.org/W2117218135","https://openalex.org/W2119831128","https://openalex.org/W2120781855","https://openalex.org/W2121175589","https://openalex.org/W2122705877","https://openalex.org/W2124709868","https://openalex.org/W2130685026","https://openalex.org/W2148497685","https://openalex.org/W2155604425","https://openalex.org/W2159206566","https://openalex.org/W2162061564","https://openalex.org/W2162152259","https://openalex.org/W2164934768","https://openalex.org/W2171959112","https://openalex.org/W2176685946","https://openalex.org/W2181250948","https://openalex.org/W2275014958","https://openalex.org/W2310647448","https://openalex.org/W2329627532","https://openalex.org/W2331625639","https://openalex.org/W2612337034","https://openalex.org/W2613352234","https://openalex.org/W2912565176","https://openalex.org/W2912848477","https://openalex.org/W2913668833","https://openalex.org/W2914973456","https://openalex.org/W2915437834","https://openalex.org/W2988466273","https://openalex.org/W3001381155","https://openalex.org/W3023175778","https://openalex.org/W3023540311","https://openalex.org/W3141390961","https://openalex.org/W4211007335","https://openalex.org/W4211183651","https://openalex.org/W4232953319","https://openalex.org/W4240795372","https://openalex.org/W4243550141","https://openalex.org/W4285719527","https://openalex.org/W6633906613","https://openalex.org/W6674833105","https://openalex.org/W6682676666","https://openalex.org/W7009171728"],"related_works":["https://openalex.org/W4241523039","https://openalex.org/W178231042","https://openalex.org/W2360028903","https://openalex.org/W4280543773","https://openalex.org/W2366083136","https://openalex.org/W2387622493","https://openalex.org/W1932132538","https://openalex.org/W2357832196","https://openalex.org/W1566252468","https://openalex.org/W2362452928"],"abstract_inverted_index":{"Over":[0],"the":[1,71,87,107],"last":[2],"two":[3],"decades,":[4],"qualitative":[5],"reasoning":[6],"(QR)":[7],"has":[8,28,50],"become":[9],"an":[10,31],"important":[11],"domain":[12],"in":[13,46,98],"Artificial":[14],"Intelligence.":[15],"QDE":[16],"(Qualitative":[17],"Differential":[18],"Equation)":[19],"model":[20],"learning":[21],"(QML),":[22],"as":[23],"a":[24,54],"branch":[25],"of":[26,34,57,73,96,110],"QR,":[27],"also":[29,103],"received":[30],"increasing":[32],"amount":[33],"attention;":[35],"many":[36],"systems":[37,90],"have":[38],"been":[39,51],"proposed":[40],"to":[41,53],"solve":[42],"various":[43],"significant":[44],"problems":[45],"this":[47,66,74,92],"field.":[48],"QML":[49,78,81,89,97,111],"applied":[52],"wide":[55],"range":[56],"fields,":[58],"including":[59],"physics,":[60],"biology":[61],"and":[62,83],"medical":[63],"science.":[64],"In":[65],"paper,":[67],"we":[68],"first":[69],"identify":[70],"scope":[72],"review":[75,85],"by":[76],"distinguishing":[77],"from":[79,114],"other":[80],"systems,":[82],"then":[84],"all":[86],"noteworthy":[88],"within":[91],"scope.":[93],"The":[94],"applications":[95],"several":[99],"application":[100],"domains":[101],"are":[102,112],"introduced":[104],"briefly.":[105],"Finally,":[106],"future":[108],"directions":[109],"explored":[113],"different":[115],"perspectives.":[116]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":6},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
