{"id":"https://openalex.org/W2143842977","doi":"https://doi.org/10.1017/s0269888912000409","title":"Using automated planning for improving data mining processes","display_name":"Using automated planning for improving data mining processes","publication_year":2013,"publication_date":"2013-02-06","ids":{"openalex":"https://openalex.org/W2143842977","doi":"https://doi.org/10.1017/s0269888912000409","mag":"2143842977"},"language":"en","primary_location":{"id":"doi:10.1017/s0269888912000409","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0269888912000409","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"],"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/A5100658947","display_name":"Susana Fern\u00e1ndez","orcid":"https://orcid.org/0000-0003-4154-682X"},"institutions":[{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Susana Fern\u00e1ndez","raw_affiliation_strings":["Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","Universidad  Carlos  III  de  Madrid"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","institution_ids":["https://openalex.org/I50357001"]},{"raw_affiliation_string":"Universidad  Carlos  III  de  Madrid","institution_ids":["https://openalex.org/I50357001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103062990","display_name":"Tom\u00e1s de la Rosa","orcid":"https://orcid.org/0000-0002-1977-9777"},"institutions":[{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Tom\u00e1s de la Rosa","raw_affiliation_strings":["Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","Universidad  Carlos  III  de  Madrid"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","institution_ids":["https://openalex.org/I50357001"]},{"raw_affiliation_string":"Universidad  Carlos  III  de  Madrid","institution_ids":["https://openalex.org/I50357001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004703726","display_name":"Fernando Fern\u00e1ndez","orcid":"https://orcid.org/0000-0003-3801-6801"},"institutions":[{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Fernando Fern\u00e1ndez","raw_affiliation_strings":["Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","Universidad  Carlos  III  de  Madrid"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","institution_ids":["https://openalex.org/I50357001"]},{"raw_affiliation_string":"Universidad  Carlos  III  de  Madrid","institution_ids":["https://openalex.org/I50357001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001161986","display_name":"R. Rodr\u00edguez-Solano Su\u00e1rez","orcid":null},"institutions":[{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rub\u00e9n Su\u00e1rez","raw_affiliation_strings":["Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","Universidad  Carlos  III  de  Madrid"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","institution_ids":["https://openalex.org/I50357001"]},{"raw_affiliation_string":"Universidad  Carlos  III  de  Madrid","institution_ids":["https://openalex.org/I50357001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101658501","display_name":"Javier Ortiz","orcid":"https://orcid.org/0000-0001-8567-8416"},"institutions":[{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Ortiz","raw_affiliation_strings":["Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","Universidad  Carlos  III  de  Madrid"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","institution_ids":["https://openalex.org/I50357001"]},{"raw_affiliation_string":"Universidad  Carlos  III  de  Madrid","institution_ids":["https://openalex.org/I50357001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050512952","display_name":"Daniel Borrajo","orcid":"https://orcid.org/0000-0001-5282-0463"},"institutions":[{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Daniel Borrajo","raw_affiliation_strings":["Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","Universidad  Carlos  III  de  Madrid"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de Inform\u00e1tica, Universidad Carlos III de Madrid, Avd. de la Universidad 30, 28911Legan\u00e9s (Madrid), Spain; e-mail:","institution_ids":["https://openalex.org/I50357001"]},{"raw_affiliation_string":"Universidad  Carlos  III  de  Madrid","institution_ids":["https://openalex.org/I50357001"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078573011","display_name":"David Manzano","orcid":"https://orcid.org/0000-0002-5483-7223"},"institutions":[{"id":"https://openalex.org/I4210149044","display_name":"Ericsson (Spain)","ror":"https://ror.org/04tr57w63","country_code":"ES","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210149044"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David Manzano","raw_affiliation_strings":["Ericsson Espa\u00f1a, S.A.U, Madrid R&D Center, Technology & Innovation, C/ V\u00eda de los Poblados 13, 28013Madrid, Spain; e-mail:","Ericsson Espa\u00f1a"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ericsson Espa\u00f1a, S.A.U, Madrid R&D Center, Technology & Innovation, C/ V\u00eda de los Poblados 13, 28013Madrid, Spain; e-mail:","institution_ids":["https://openalex.org/I4210149044"]},{"raw_affiliation_string":"Ericsson Espa\u00f1a","institution_ids":["https://openalex.org/I4210149044"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.4074,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.92949317,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"28","issue":"2","first_page":"157","last_page":"173"},"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":0.9995999932289124,"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":0.9995999932289124,"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":0.9965000152587891,"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/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.8566649556159973},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.7924972772598267},{"id":"https://openalex.org/keywords/markup-language","display_name":"Markup language","score":0.590531587600708},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.505329430103302},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4994068145751953},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.49870896339416504},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4966495633125305},{"id":"https://openalex.org/keywords/automated-planning-and-scheduling","display_name":"Automated planning and scheduling","score":0.49186229705810547},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.4647570848464966},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.45988214015960693},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.4424405097961426},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39461714029312134},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3932451009750366},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36652642488479614},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.315104603767395},{"id":"https://openalex.org/keywords/xml","display_name":"XML","score":0.26870954036712646},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.2650323510169983},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.15276548266410828},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11809268593788147}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8566649556159973},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7924972772598267},{"id":"https://openalex.org/C45874996","wikidata":"https://www.wikidata.org/wiki/Q37045","display_name":"Markup language","level":3,"score":0.590531587600708},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.505329430103302},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4994068145751953},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.49870896339416504},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4966495633125305},{"id":"https://openalex.org/C114073186","wikidata":"https://www.wikidata.org/wiki/Q2631895","display_name":"Automated planning and scheduling","level":2,"score":0.49186229705810547},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.4647570848464966},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.45988214015960693},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.4424405097961426},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39461714029312134},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3932451009750366},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36652642488479614},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.315104603767395},{"id":"https://openalex.org/C8797682","wikidata":"https://www.wikidata.org/wiki/Q2115","display_name":"XML","level":2,"score":0.26870954036712646},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2650323510169983},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.15276548266410828},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11809268593788147},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1017/s0269888912000409","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0269888912000409","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":"pmh:oai:CiteSeerX.psu:10.1.1.188.4733","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.188.4733","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://scalab.uc3m.es/%7Effernand/papers/ker-aukb.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.5,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323770","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W4789806","https://openalex.org/W1489183362","https://openalex.org/W1502989400","https://openalex.org/W1516183199","https://openalex.org/W1544727325","https://openalex.org/W1552211698","https://openalex.org/W1570448133","https://openalex.org/W1586956674","https://openalex.org/W1592797580","https://openalex.org/W1821196143","https://openalex.org/W1827425711","https://openalex.org/W1978760769","https://openalex.org/W2007165961","https://openalex.org/W2030237048","https://openalex.org/W2060376356","https://openalex.org/W2104429154","https://openalex.org/W2109846063","https://openalex.org/W2110548832","https://openalex.org/W2119709400","https://openalex.org/W2142334564","https://openalex.org/W2160409330","https://openalex.org/W2161256997","https://openalex.org/W2163598528","https://openalex.org/W2490717503","https://openalex.org/W2584641794","https://openalex.org/W2941933311","https://openalex.org/W3111885891","https://openalex.org/W6684327724"],"related_works":["https://openalex.org/W2357854711","https://openalex.org/W2054759342","https://openalex.org/W2051700896","https://openalex.org/W1552255772","https://openalex.org/W2111524952","https://openalex.org/W4239551281","https://openalex.org/W4234690372","https://openalex.org/W2103484298","https://openalex.org/W2143521128","https://openalex.org/W2374401898"],"abstract_inverted_index":{"Abstract":[0],"This":[1,145],"paper":[2],"presents":[3],"a":[4,18,121,143,151],"distributed":[5],"architecture":[6],"for":[7,157,164,169],"automating":[8],"data":[9,34,48],"mining":[10],"(DM)":[11],"processes":[12],"using":[13],"standard":[14],"languages.":[15],"DM":[16,61,70,83,102,116,152,177],"is":[17,89],"difficult":[19],"task":[20],"that":[21,96],"relies":[22],"on":[23,53,91],"an":[24],"exploratory":[25],"and":[26,44,59,103],"analytic":[27],"process":[28,64],"of":[29,33,46,74,94],"processing":[30],"large":[31],"quantities":[32],"in":[35,72,100,124,182],"order":[36],"to":[37,55,63,80,114,141,150],"discover":[38],"meaningful":[39],"patterns.":[40],"The":[41,87],"increasing":[42],"heterogeneity":[43],"complexity":[45],"available":[47],"requires":[49],"some":[50],"expert":[51],"knowledge":[52,84],"how":[54],"combine":[56],"the":[57,65,82,92,119,165,174],"multiple":[58],"alternative":[60],"tasks":[62,71],"data.":[66],"Here,":[67],"we":[68,107],"describe":[69,115],"terms":[73],"Automated":[75],"Planning,":[76],"which":[77],"allows":[78],"us":[79],"automate":[81],"flow":[85],"construction.":[86],"work":[88],"based":[90],"use":[93,108],"standards":[95],"have":[97],"been":[98],"defined":[99],"both":[101],"automated-planning":[104],"communities.":[105],"Thus,":[106],"PMML":[109],"(Predictive":[110],"Model":[111],"Markup":[112],"Language)":[113,129],"tasks.":[117],"From":[118],"PMML,":[120],"problem":[122],"description":[123],"PDDL":[125],"(Planning":[126],"Domain":[127],"Definition":[128],"can":[130,138,179],"be":[131,139,180],"generated,":[132],"so":[133,173],"any":[134],"current":[135],"planning":[136],"system":[137],"used":[140],"generate":[142],"plan.":[144],"plan":[146,175],"is,":[147],"again,":[148],"translated":[149],"workflow":[153,178],"description,":[154],"Knowledge":[155,170],"Flow":[156,162],"Machine":[158],"Learning":[159],"format":[160],"(Knowledge":[161],"file":[163],"WEKA":[166],"(Waikato":[167],"Environment":[168],"Analysis)":[171],"tool),":[172],"or":[176],"executed":[181],"WEKA.":[183]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}