{"id":"https://openalex.org/W2146183002","doi":"https://doi.org/10.1109/icsmc.2004.1398341","title":"Forecasting intermittent demand by SVMs regression","display_name":"Forecasting intermittent demand by SVMs regression","publication_year":2005,"publication_date":"2005-04-06","ids":{"openalex":"https://openalex.org/W2146183002","doi":"https://doi.org/10.1109/icsmc.2004.1398341","mag":"2146183002"},"language":"en","primary_location":{"id":"doi:10.1109/icsmc.2004.1398341","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2004.1398341","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583)","raw_type":"proceedings-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/A5027578915","display_name":"Yukun Bao","orcid":"https://orcid.org/0000-0001-5418-8799"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yukun Bao","raw_affiliation_strings":["Department of Management Science & Information System, School of Management, Huazhong University of Science and Technology, Wuhan, China","Dept. of Manage. Sci. & Inf. Syst., Huazhong Univ. of Sci. & Technol., Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Department of Management Science & Information System, School of Management, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Dept. of Manage. Sci. & Inf. Syst., Huazhong Univ. of Sci. & Technol., Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100618467","display_name":"Wen Wang","orcid":"https://orcid.org/0000-0001-6817-2130"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen Wang","raw_affiliation_strings":["Department of Management Science & Information System, School of Management, Huazhong University of Science and Technology, Wuhan, China","Dept. of Manage. Sci. & Inf. Syst., Huazhong Univ. of Sci. & Technol., Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Department of Management Science & Information System, School of Management, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Dept. of Manage. Sci. & Inf. Syst., Huazhong Univ. of Sci. & Technol., Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100602287","display_name":"Jinlong Zhang","orcid":"https://orcid.org/0000-0002-1161-5460"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinlong Zhang","raw_affiliation_strings":["Department of Management Science & Information System, School of Management, Huazhong University of Science and Technology, Wuhan, China","Dept. of Manage. Sci. & Inf. Syst., Huazhong Univ. of Sci. & Technol., Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Department of Management Science & Information System, School of Management, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Dept. of Manage. Sci. & Inf. Syst., Huazhong Univ. of Sci. & Technol., Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5027578915"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":0.8699,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.78427821,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"1","issue":null,"first_page":"461","last_page":"466"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9991999864578247,"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":0.9991999864578247,"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/T10328","display_name":"Supply Chain and Inventory Management","score":0.9854999780654907,"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/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9674000144004822,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/exponential-smoothing","display_name":"Exponential smoothing","score":0.858002781867981},{"id":"https://openalex.org/keywords/spare-part","display_name":"Spare part","score":0.8494992256164551},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7377440333366394},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"Demand forecasting","score":0.6850431561470032},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5959137678146362},{"id":"https://openalex.org/keywords/inventory-management","display_name":"Inventory management","score":0.5280003547668457},{"id":"https://openalex.org/keywords/inventory-control","display_name":"Inventory control","score":0.49438977241516113},{"id":"https://openalex.org/keywords/smoothing","display_name":"Smoothing","score":0.4796310365200043},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.4494039714336395},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2976858615875244},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.24493014812469482},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2285551130771637}],"concepts":[{"id":"https://openalex.org/C133710760","wikidata":"https://www.wikidata.org/wiki/Q775837","display_name":"Exponential smoothing","level":2,"score":0.858002781867981},{"id":"https://openalex.org/C194648553","wikidata":"https://www.wikidata.org/wiki/Q1364774","display_name":"Spare part","level":2,"score":0.8494992256164551},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7377440333366394},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.6850431561470032},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5959137678146362},{"id":"https://openalex.org/C3018434026","wikidata":"https://www.wikidata.org/wiki/Q3761396","display_name":"Inventory management","level":2,"score":0.5280003547668457},{"id":"https://openalex.org/C117938511","wikidata":"https://www.wikidata.org/wiki/Q3634830","display_name":"Inventory control","level":2,"score":0.49438977241516113},{"id":"https://openalex.org/C3770464","wikidata":"https://www.wikidata.org/wiki/Q775963","display_name":"Smoothing","level":2,"score":0.4796310365200043},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.4494039714336395},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2976858615875244},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.24493014812469482},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2285551130771637},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsmc.2004.1398341","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2004.1398341","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6399999856948853,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1981059977","https://openalex.org/W1982909320","https://openalex.org/W1985137231","https://openalex.org/W1989787309","https://openalex.org/W2004809138","https://openalex.org/W2006495511","https://openalex.org/W2020839824","https://openalex.org/W2031762450","https://openalex.org/W2058381658","https://openalex.org/W2095220782","https://openalex.org/W2111913208","https://openalex.org/W2123737232","https://openalex.org/W2124776405","https://openalex.org/W2136192534","https://openalex.org/W2156909104","https://openalex.org/W6678557583"],"related_works":["https://openalex.org/W1965110091","https://openalex.org/W4235433230","https://openalex.org/W4385334759","https://openalex.org/W2592084884","https://openalex.org/W2371422412","https://openalex.org/W215853987","https://openalex.org/W3123535783","https://openalex.org/W2017624138","https://openalex.org/W2375707230","https://openalex.org/W2392103165"],"abstract_inverted_index":{"Demand":[0],"forecasting":[1],"is":[2,23,43,70],"one":[3],"of":[4,9,19,78],"the":[5,14,17,25,29,38,44,82,104,116,119],"most":[6],"crucial":[7],"issues":[8],"inventory":[10,20,41],"management,":[11],"which":[12],"forms":[13],"basis":[15],"for":[16],"planning":[18],"levels":[21],"and":[22,31,114],"probably":[24],"biggest":[26],"challenge":[27],"in":[28],"repair":[30],"overhaul":[32],"industry.":[33],"One":[34],"common":[35],"problem":[36],"facing":[37],"spare":[39],"parts":[40],"control":[42],"need":[45],"to":[46,102],"forecast":[47,103],"part":[48],"demand":[49,55,106],"with":[50,59,75,118],"intermittent":[51,54,105],"characteristics.":[52],"Generally,":[53],"appears":[56],"at":[57],"random,":[58],"many":[60],"time":[61],"periods":[62],"having":[63],"no":[64],"demand.":[65,79],"In":[66],"practice,":[67],"exponential":[68,83],"smoothing":[69,84],"often":[71],"used":[72],"when":[73],"dealing":[74],"such":[76,92],"kind":[77],"Based":[80],"on":[81,108],"method,":[85],"more":[86],"improved":[87],"methods":[88],"have":[89],"been":[90],"studied":[91],"as":[93],"Croston":[94,120],"method.":[95,121],"This":[96],"work":[97],"proposes":[98],"a":[99],"novel":[100],"method":[101],"based":[107],"support":[109],"vector":[110],"machines":[111],"(SVM)":[112],"regression":[113],"compares":[115],"results":[117]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}