{"id":"https://openalex.org/W4387340594","doi":"https://doi.org/10.1007/s12652-023-04694-7","title":"Time series numerical association rule mining variants in smart agriculture","display_name":"Time series numerical association rule mining variants in smart agriculture","publication_year":2023,"publication_date":"2023-10-04","ids":{"openalex":"https://openalex.org/W4387340594","doi":"https://doi.org/10.1007/s12652-023-04694-7"},"language":"en","primary_location":{"id":"doi:10.1007/s12652-023-04694-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12652-023-04694-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12652-023-04694-7.pdf","source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Humanized Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12652-023-04694-7.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012442974","display_name":"Iztok Fister","orcid":"https://orcid.org/0000-0002-6418-1272"},"institutions":[{"id":"https://openalex.org/I189268942","display_name":"Universidad de Alcal\u00e1","ror":"https://ror.org/04pmn0e78","country_code":"ES","type":"education","lineage":["https://openalex.org/I189268942"]},{"id":"https://openalex.org/I37696226","display_name":"University of Maribor","ror":"https://ror.org/01d5jce07","country_code":"SI","type":"education","lineage":["https://openalex.org/I37696226"]}],"countries":["ES","SI"],"is_corresponding":true,"raw_author_name":"Iztok Fister","raw_affiliation_strings":["Department of Signal Processing and Communications, Universidad de Alcal\u00e1, 28805, Alcal\u00e1 de Henares, Madrid, Spain","Faculty of Electrical Engineering and Computer Science, University of Maribor, Koro\u0161ka cesta 46, 2000, Maribor, Slovenia"],"raw_orcid":"https://orcid.org/0000-0002-6418-1272","affiliations":[{"raw_affiliation_string":"Department of Signal Processing and Communications, Universidad de Alcal\u00e1, 28805, Alcal\u00e1 de Henares, Madrid, Spain","institution_ids":["https://openalex.org/I189268942"]},{"raw_affiliation_string":"Faculty of Electrical Engineering and Computer Science, University of Maribor, Koro\u0161ka cesta 46, 2000, Maribor, Slovenia","institution_ids":["https://openalex.org/I37696226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012442974","display_name":"Iztok Fister","orcid":"https://orcid.org/0000-0002-6418-1272"},"institutions":[{"id":"https://openalex.org/I189268942","display_name":"Universidad de Alcal\u00e1","ror":"https://ror.org/04pmn0e78","country_code":"ES","type":"education","lineage":["https://openalex.org/I189268942"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Du\u0161an Fister","raw_affiliation_strings":["Department of Signal Processing and Communications, Universidad de Alcal\u00e1, 28805, Alcal\u00e1 de Henares, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Signal Processing and Communications, Universidad de Alcal\u00e1, 28805, Alcal\u00e1 de Henares, Madrid, Spain","institution_ids":["https://openalex.org/I189268942"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012442974","display_name":"Iztok Fister","orcid":"https://orcid.org/0000-0002-6418-1272"},"institutions":[{"id":"https://openalex.org/I189268942","display_name":"Universidad de Alcal\u00e1","ror":"https://ror.org/04pmn0e78","country_code":"ES","type":"education","lineage":["https://openalex.org/I189268942"]},{"id":"https://openalex.org/I37696226","display_name":"University of Maribor","ror":"https://ror.org/01d5jce07","country_code":"SI","type":"education","lineage":["https://openalex.org/I37696226"]}],"countries":["ES","SI"],"is_corresponding":true,"raw_author_name":"Iztok Fister","raw_affiliation_strings":["Department of Signal Processing and Communications, Universidad de Alcal\u00e1, 28805, Alcal\u00e1 de Henares, Madrid, Spain","Faculty of Electrical Engineering and Computer Science, University of Maribor, Koro\u0161ka cesta 46, 2000, Maribor, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Signal Processing and Communications, Universidad de Alcal\u00e1, 28805, Alcal\u00e1 de Henares, Madrid, Spain","institution_ids":["https://openalex.org/I189268942"]},{"raw_affiliation_string":"Faculty of Electrical Engineering and Computer Science, University of Maribor, Koro\u0161ka cesta 46, 2000, Maribor, Slovenia","institution_ids":["https://openalex.org/I37696226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059150661","display_name":"Vili Podgorelec","orcid":"https://orcid.org/0000-0001-6955-7868"},"institutions":[{"id":"https://openalex.org/I37696226","display_name":"University of Maribor","ror":"https://ror.org/01d5jce07","country_code":"SI","type":"education","lineage":["https://openalex.org/I37696226"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Vili Podgorelec","raw_affiliation_strings":["Faculty of Electrical Engineering and Computer Science, University of Maribor, Koro\u0161ka cesta 46, 2000, Maribor, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Computer Science, University of Maribor, Koro\u0161ka cesta 46, 2000, Maribor, Slovenia","institution_ids":["https://openalex.org/I37696226"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060780612","display_name":"Sancho Salcedo\u2010Sanz","orcid":"https://orcid.org/0000-0002-4048-1676"},"institutions":[{"id":"https://openalex.org/I189268942","display_name":"Universidad de Alcal\u00e1","ror":"https://ror.org/04pmn0e78","country_code":"ES","type":"education","lineage":["https://openalex.org/I189268942"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sancho Salcedo-Sanz","raw_affiliation_strings":["Department of Signal Processing and Communications, Universidad de Alcal\u00e1, 28805, Alcal\u00e1 de Henares, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Signal Processing and Communications, Universidad de Alcal\u00e1, 28805, Alcal\u00e1 de Henares, Madrid, Spain","institution_ids":["https://openalex.org/I189268942"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5012442974"],"corresponding_institution_ids":["https://openalex.org/I189268942","https://openalex.org/I37696226"],"apc_list":{"value":3390,"currency":"USD","value_usd":3390},"apc_paid":{"value":3390,"currency":"USD","value_usd":3390},"fwci":1.2683,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.82636691,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"14","issue":"12","first_page":"16853","last_page":"16866"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9950000047683716,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9950000047683716,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.986299991607666,"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"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9246000051498413,"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/association-rule-learning","display_name":"Association rule learning","score":0.9405462741851807},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.7807571887969971},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7673161029815674},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.713292121887207},{"id":"https://openalex.org/keywords/association","display_name":"Association (psychology)","score":0.6075406074523926},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.6013107895851135},{"id":"https://openalex.org/keywords/database-transaction","display_name":"Database transaction","score":0.5554860830307007},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.4840351939201355},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.420423686504364},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.411247581243515},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35250580310821533},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3361988961696625},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.16765230894088745}],"concepts":[{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.9405462741851807},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.7807571887969971},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7673161029815674},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.713292121887207},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.6075406074523926},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6013107895851135},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.5554860830307007},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.4840351939201355},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.420423686504364},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.411247581243515},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35250580310821533},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3361988961696625},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.16765230894088745},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s12652-023-04694-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12652-023-04694-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12652-023-04694-7.pdf","source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Humanized Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s12652-023-04694-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12652-023-04694-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12652-023-04694-7.pdf","source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Humanized Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7799999713897705,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"awards":[{"id":"https://openalex.org/G1193273399","display_name":null,"funder_award_id":"PID2020-115454GB-C21","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G3766371340","display_name":"Adjustment of the Slovenian economy and development identity of Slovenia in the EU","funder_award_id":"P5-0027","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"},{"id":"https://openalex.org/G5805502524","display_name":null,"funder_award_id":"PID2020","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G6589649124","display_name":null,"funder_award_id":"PID2020-","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G749772546","display_name":"Information systems","funder_award_id":"P2-0057","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"}],"funders":[{"id":"https://openalex.org/F4320322554","display_name":"Javna Agencija za Raziskovalno Dejavnost RS","ror":"https://ror.org/059bp8k51"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387340594.pdf"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1576426930","https://openalex.org/W1576818901","https://openalex.org/W1595159159","https://openalex.org/W1662226655","https://openalex.org/W2032982318","https://openalex.org/W2042253843","https://openalex.org/W2104840447","https://openalex.org/W2152195021","https://openalex.org/W2162145193","https://openalex.org/W2467700098","https://openalex.org/W2477291647","https://openalex.org/W2499441210","https://openalex.org/W2608642470","https://openalex.org/W2774185825","https://openalex.org/W2791891746","https://openalex.org/W2900346986","https://openalex.org/W2901398948","https://openalex.org/W2943528199","https://openalex.org/W2951128604","https://openalex.org/W2981731882","https://openalex.org/W2987027131","https://openalex.org/W2999788471","https://openalex.org/W3033345523","https://openalex.org/W3080373249","https://openalex.org/W3122814627","https://openalex.org/W3128831026","https://openalex.org/W3143381390","https://openalex.org/W3149025087","https://openalex.org/W3179864921","https://openalex.org/W3199896426","https://openalex.org/W4214636621","https://openalex.org/W4243858847","https://openalex.org/W4281797199","https://openalex.org/W4295036440"],"related_works":["https://openalex.org/W4386799044","https://openalex.org/W2773208253","https://openalex.org/W2560646951","https://openalex.org/W1647965853","https://openalex.org/W1969842215","https://openalex.org/W2900346986","https://openalex.org/W2357733143","https://openalex.org/W2023586479","https://openalex.org/W1995239016","https://openalex.org/W96694040"],"abstract_inverted_index":{"Abstract":[0],"Numerical":[1],"association":[2,12,49,59,76],"rule":[3,50,77],"mining":[4,11,29,78,101],"offers":[5,53],"a":[6,54,68,87,90,98],"very":[7],"efficient":[8],"way":[9],"of":[10,89],"rules,":[13],"where":[14,33],"algorithms":[15],"can":[16],"operate":[17],"directly":[18],"with":[19,103],"categorical":[20],"and":[21,79,97,113],"numerical":[22,48,75],"attributes.":[23],"These":[24],"methods":[25],"are":[26,35],"suitable":[27],"for":[28,57,72,93,117],"different":[30],"transaction":[31],"databases,":[32],"data":[34,100],"entered":[36],"sequentially.":[37],"However,":[38],"little":[39],"attention":[40],"has":[41],"been":[42],"paid":[43],"to":[44],"the":[45,110,115],"time":[46,62,73],"series":[47,63,74],"mining,":[51],"which":[52],"new":[55,69],"technique":[56],"extracting":[58],"rules":[60],"from":[61],"data.":[64],"This":[65],"paper":[66],"presents":[67],"algorithmic":[70],"method":[71,102],"its":[80],"application":[81],"in":[82],"smart":[83],"agriculture.":[84],"We":[85],"offer":[86],"concept":[88],"hardware":[91],"environment":[92],"monitoring":[94],"plant":[95],"parameters":[96],"novel":[99],"practical":[104,107],"experiments.":[105],"The":[106],"experiments":[108],"showed":[109],"method\u2019s":[111],"potential":[112],"opened":[114],"door":[116],"further":[118],"extension.":[119]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}