{"id":"https://openalex.org/W1164659225","doi":"https://doi.org/10.1515/jaiscr-2015-0009","title":"A Data Mining Approach To Improve Military Demand Forecasting<sup>1</sup>","display_name":"A Data Mining Approach To Improve Military Demand Forecasting<sup>1</sup>","publication_year":2014,"publication_date":"2014-07-01","ids":{"openalex":"https://openalex.org/W1164659225","doi":"https://doi.org/10.1515/jaiscr-2015-0009","mag":"1164659225"},"language":"en","primary_location":{"id":"doi:10.1515/jaiscr-2015-0009","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jaiscr-2015-0009","pdf_url":"https://sciendo.com/pdf/10.1515/jaiscr-2015-0009","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://sciendo.com/pdf/10.1515/jaiscr-2015-0009","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103340653","display_name":"Rajesh Thiagarajan","orcid":null},"institutions":[{"id":"https://openalex.org/I1303474014","display_name":"Defence Science and Technology Group","ror":"https://ror.org/05ddrvt52","country_code":"AU","type":"government","lineage":["https://openalex.org/I1303474014","https://openalex.org/I2801453606","https://openalex.org/I3139952251"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rajesh Thiagarajan","raw_affiliation_strings":["Defence Science and Technology Organization, Edinburgh SA 5111, Australia","Defence Science and Technology Organization, Edinburgh, SA, 5111, AUSTRALIA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Defence Science and Technology Organization, Edinburgh SA 5111, Australia","institution_ids":["https://openalex.org/I1303474014"]},{"raw_affiliation_string":"Defence Science and Technology Organization, Edinburgh, SA, 5111, AUSTRALIA","institution_ids":["https://openalex.org/I1303474014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110069784","display_name":"Mustafizur Rahman","orcid":null},"institutions":[{"id":"https://openalex.org/I1303474014","display_name":"Defence Science and Technology Group","ror":"https://ror.org/05ddrvt52","country_code":"AU","type":"government","lineage":["https://openalex.org/I1303474014","https://openalex.org/I2801453606","https://openalex.org/I3139952251"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mustafizur Rahman","raw_affiliation_strings":["Defence Science and Technology Organization, Edinburgh SA 5111, Australia","Defence Science and Technology Organization, Edinburgh, SA, 5111, AUSTRALIA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Defence Science and Technology Organization, Edinburgh SA 5111, Australia","institution_ids":["https://openalex.org/I1303474014"]},{"raw_affiliation_string":"Defence Science and Technology Organization, Edinburgh, SA, 5111, AUSTRALIA","institution_ids":["https://openalex.org/I1303474014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037810117","display_name":"Don Gossink","orcid":null},"institutions":[{"id":"https://openalex.org/I1303474014","display_name":"Defence Science and Technology Group","ror":"https://ror.org/05ddrvt52","country_code":"AU","type":"government","lineage":["https://openalex.org/I1303474014","https://openalex.org/I2801453606","https://openalex.org/I3139952251"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Don Gossink","raw_affiliation_strings":["Defence Science and Technology Organization, Edinburgh SA 5111, Australia","Defence Science and Technology Organization, Edinburgh, SA, 5111, AUSTRALIA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Defence Science and Technology Organization, Edinburgh SA 5111, Australia","institution_ids":["https://openalex.org/I1303474014"]},{"raw_affiliation_string":"Defence Science and Technology Organization, Edinburgh, SA, 5111, AUSTRALIA","institution_ids":["https://openalex.org/I1303474014"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110263522","display_name":"Greg Calbert","orcid":null},"institutions":[{"id":"https://openalex.org/I1303474014","display_name":"Defence Science and Technology Group","ror":"https://ror.org/05ddrvt52","country_code":"AU","type":"government","lineage":["https://openalex.org/I1303474014","https://openalex.org/I2801453606","https://openalex.org/I3139952251"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Greg Calbert","raw_affiliation_strings":["Defence Science and Technology Organization, Edinburgh SA 5111, Australia","Defence Science and Technology Organization, Edinburgh, SA, 5111, AUSTRALIA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Defence Science and Technology Organization, Edinburgh SA 5111, Australia","institution_ids":["https://openalex.org/I1303474014"]},{"raw_affiliation_string":"Defence Science and Technology Organization, Edinburgh, SA, 5111, AUSTRALIA","institution_ids":["https://openalex.org/I1303474014"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1303474014"],"apc_list":null,"apc_paid":null,"fwci":1.2609,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.81485264,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"4","issue":"3","first_page":"205","last_page":"214"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9440000057220459,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.913100004196167,"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/demand-forecasting","display_name":"Demand forecasting","score":0.7200111746788025},{"id":"https://openalex.org/keywords/autocorrelation","display_name":"Autocorrelation","score":0.561377763748169},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5410465598106384},{"id":"https://openalex.org/keywords/operational-planning","display_name":"Operational planning","score":0.5390341877937317},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5012304782867432},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.47051137685775757},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.4109691381454468},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35153496265411377},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24770474433898926},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.17872199416160583},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.1384672224521637},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07648012042045593}],"concepts":[{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.7200111746788025},{"id":"https://openalex.org/C5297727","wikidata":"https://www.wikidata.org/wiki/Q786970","display_name":"Autocorrelation","level":2,"score":0.561377763748169},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5410465598106384},{"id":"https://openalex.org/C2776613951","wikidata":"https://www.wikidata.org/wiki/Q7097788","display_name":"Operational planning","level":2,"score":0.5390341877937317},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5012304782867432},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.47051137685775757},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.4109691381454468},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35153496265411377},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24770474433898926},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.17872199416160583},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.1384672224521637},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07648012042045593},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1515/jaiscr-2015-0009","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jaiscr-2015-0009","pdf_url":"https://sciendo.com/pdf/10.1515/jaiscr-2015-0009","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1515/jaiscr-2015-0009","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jaiscr-2015-0009","pdf_url":"https://sciendo.com/pdf/10.1515/jaiscr-2015-0009","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1164659225.pdf","grobid_xml":"https://content.openalex.org/works/W1164659225.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W42241515","https://openalex.org/W344186146","https://openalex.org/W1766888123","https://openalex.org/W2076552322","https://openalex.org/W2098148222","https://openalex.org/W2111286455","https://openalex.org/W2115362632","https://openalex.org/W2127125676","https://openalex.org/W2147373220","https://openalex.org/W2147466052","https://openalex.org/W2166559705","https://openalex.org/W2798058877","https://openalex.org/W2811189031","https://openalex.org/W2898519191","https://openalex.org/W4246661659","https://openalex.org/W4299837303","https://openalex.org/W4399407169","https://openalex.org/W6660513108","https://openalex.org/W6674755083","https://openalex.org/W6674796268","https://openalex.org/W6676438443","https://openalex.org/W6681720529"],"related_works":["https://openalex.org/W2080982626","https://openalex.org/W1989011197","https://openalex.org/W4307744410","https://openalex.org/W2967309173","https://openalex.org/W2001621987","https://openalex.org/W3124089987","https://openalex.org/W1164659225","https://openalex.org/W165061635","https://openalex.org/W344186146","https://openalex.org/W3206392976"],"abstract_inverted_index":{"Abstract":[0],"Accurately":[1],"forecasting":[2],"the":[3,13,29,40,75,94,147],"demand":[4,76,97],"of":[5,15,37,77,96,106,153],"critical":[6,78],"stocks":[7,38,79],"is":[8,60],"a":[9,16,34,115,137,143],"vital":[10],"step":[11],"in":[12,28,39,146],"planning":[14,31,140],"military":[17,30,41,58,138,154],"operation.":[18],"Demand":[19],"prediction":[20,68,148],"techniques,":[21],"particularly":[22],"autocorrelated":[23,101],"models,":[24],"have":[25,45],"been":[26],"adopted":[27],"process":[32],"because":[33],"large":[35],"number":[36],"inventory":[42],"do":[43],"not":[44],"consumption":[46],"and":[47],"usage":[48,111,132],"rates":[49],"per":[50],"platform":[51],"(e.g.,":[52],"ship).":[53],"However,":[54],"if":[55],"an":[56,90],"impending":[57],"operation":[59],"(significantly)":[61],"different":[62],"from":[63],"prior":[64],"campaigns":[65],"then":[66],"these":[67],"models":[69],"may":[70],"under":[71],"or":[72],"over":[73],"estimate":[74],"leading":[80],"to":[81,92,123],"undesired":[82],"operational":[83,139],"impacts.":[84],"To":[85],"address":[86],"this,":[87],"we":[88],"propose":[89],"approach":[91,118],"improve":[93],"accuracy":[95],"predictions":[98,102],"by":[99,128],"combining":[100],"with":[103],"cross-correlated":[104,126],"demands":[105,127],"items":[107],"having":[108],"known":[109],"per-platform":[110],"rates.":[112],"We":[113],"adopt":[114],"data":[116],"mining":[117,122],"using":[119,136],"sequence":[120],"rule":[121],"automatically":[124],"determine":[125],"assessing":[129],"frequently":[130],"co-occurring":[131],"patterns.":[133],"Our":[134],"experiments":[135],"system":[141],"indicate":[142],"considerable":[144],"reduction":[145],"errors":[149],"across":[150],"several":[151],"categories":[152],"supplies.":[155]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}