{"id":"https://openalex.org/W4291518377","doi":"https://doi.org/10.1145/3546118.3546130","title":"A Predictive Analytics Framework Using Machine Learning for the Logistics Industry","display_name":"A Predictive Analytics Framework Using Machine Learning for the Logistics Industry","publication_year":2022,"publication_date":"2022-06-17","ids":{"openalex":"https://openalex.org/W4291518377","doi":"https://doi.org/10.1145/3546118.3546130"},"language":"en","primary_location":{"id":"doi:10.1145/3546118.3546130","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3546118.3546130","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Computer Systems and Technologies 2022","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/A5019594597","display_name":"Snezhana Sulova","orcid":"https://orcid.org/0000-0003-4889-0973"},"institutions":[{"id":"https://openalex.org/I124938932","display_name":"University of Economics Varna","ror":"https://ror.org/03g67sb77","country_code":"BG","type":"education","lineage":["https://openalex.org/I124938932"]}],"countries":["BG"],"is_corresponding":true,"raw_author_name":"Snezhana Sulova","raw_affiliation_strings":["Department of Informatics, University of Economics - Varna, Bulgaria"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Economics - Varna, Bulgaria","institution_ids":["https://openalex.org/I124938932"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109255697","display_name":"Yanka Aleksandrova","orcid":null},"institutions":[{"id":"https://openalex.org/I124938932","display_name":"University of Economics Varna","ror":"https://ror.org/03g67sb77","country_code":"BG","type":"education","lineage":["https://openalex.org/I124938932"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Yanka Aleksandrova","raw_affiliation_strings":["Department of Informatics, University of Economics - Varna, Bulgaria"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Economics - Varna, Bulgaria","institution_ids":["https://openalex.org/I124938932"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019220341","display_name":"Miglena Stoyanova","orcid":"https://orcid.org/0000-0002-5403-2855"},"institutions":[{"id":"https://openalex.org/I124938932","display_name":"University of Economics Varna","ror":"https://ror.org/03g67sb77","country_code":"BG","type":"education","lineage":["https://openalex.org/I124938932"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Miglena Stoyanova","raw_affiliation_strings":["Department of Informatics, University of Economics - Varna, Bulgaria"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Economics - Varna, Bulgaria","institution_ids":["https://openalex.org/I124938932"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075440980","display_name":"Mihail Radev","orcid":null},"institutions":[{"id":"https://openalex.org/I124938932","display_name":"University of Economics Varna","ror":"https://ror.org/03g67sb77","country_code":"BG","type":"education","lineage":["https://openalex.org/I124938932"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Mihail Radev","raw_affiliation_strings":["Department of Informatics, University of Economics - Varna, Bulgaria"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Economics - Varna, Bulgaria","institution_ids":["https://openalex.org/I124938932"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5019594597"],"corresponding_institution_ids":["https://openalex.org/I124938932"],"apc_list":null,"apc_paid":null,"fwci":1.6244,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.8561131,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"39","last_page":"44"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9995999932289124,"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/T11719","display_name":"Data Quality and Management","score":0.977400004863739,"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/T10763","display_name":"Digital Transformation in Industry","score":0.9610999822616577,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/predictive-analytics","display_name":"Predictive analytics","score":0.8433535099029541},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7704052329063416},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7065733671188354},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6489940285682678},{"id":"https://openalex.org/keywords/obstacle","display_name":"Obstacle","score":0.6195005178451538},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6182041168212891},{"id":"https://openalex.org/keywords/digital-transformation","display_name":"Digital transformation","score":0.5427913069725037},{"id":"https://openalex.org/keywords/business-analytics","display_name":"Business analytics","score":0.4760708212852478},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.45576322078704834},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.36042729020118713},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3226966857910156},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.271501362323761},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.15227743983268738},{"id":"https://openalex.org/keywords/business-model","display_name":"Business model","score":0.11377111077308655},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.07589957118034363},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.07441431283950806}],"concepts":[{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.8433535099029541},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7704052329063416},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7065733671188354},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6489940285682678},{"id":"https://openalex.org/C2776650193","wikidata":"https://www.wikidata.org/wiki/Q264661","display_name":"Obstacle","level":2,"score":0.6195005178451538},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6182041168212891},{"id":"https://openalex.org/C126082660","wikidata":"https://www.wikidata.org/wiki/Q4252370","display_name":"Digital transformation","level":2,"score":0.5427913069725037},{"id":"https://openalex.org/C37952496","wikidata":"https://www.wikidata.org/wiki/Q5001829","display_name":"Business analytics","level":4,"score":0.4760708212852478},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.45576322078704834},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.36042729020118713},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3226966857910156},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.271501362323761},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.15227743983268738},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.11377111077308655},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.07589957118034363},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.07441431283950806},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C189076506","wikidata":"https://www.wikidata.org/wiki/Q1518232","display_name":"Business analysis","level":3,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3546118.3546130","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3546118.3546130","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Computer Systems and Technologies 2022","raw_type":"proceedings-article"},{"id":"pmh:oai:bpos.bg:35642","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S7407055231","display_name":"Bulgarian Portal for Open Science","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6000000238418579,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2795233095","https://openalex.org/W2801093757","https://openalex.org/W2904596203","https://openalex.org/W2908724328","https://openalex.org/W2921208202","https://openalex.org/W2923129012","https://openalex.org/W2967097864","https://openalex.org/W2979685888","https://openalex.org/W2998002701","https://openalex.org/W3044719873","https://openalex.org/W3117942501","https://openalex.org/W3210125311","https://openalex.org/W4233056867"],"related_works":["https://openalex.org/W1705405680","https://openalex.org/W4206239061","https://openalex.org/W1494855542","https://openalex.org/W4361799268","https://openalex.org/W2570647323","https://openalex.org/W3138622659","https://openalex.org/W2563093951","https://openalex.org/W4285505876","https://openalex.org/W4248530909","https://openalex.org/W2496041693"],"abstract_inverted_index":{"The":[0,81,99,118],"digital":[1,79],"age":[2],"we":[3],"live":[4],"in":[5,42,45,114,136],"requires":[6],"the":[7,17,49,58,65,102,115,126,129,137],"application":[8],"of":[9,20,51,67,101,128],"new,":[10],"specific,":[11],"and":[12,25,34,36,90,132],"sophisticated":[13],"methods":[14],"for":[15,78,93,125],"processing":[16],"large":[18],"amounts":[19],"data":[21,26,53],"available.":[22],"Discovering":[23],"relationships":[24],"models":[27],"is":[28,64],"a":[29,61,68,87,109],"way":[30],"to":[31,71],"predict":[32],"behaviour":[33],"events":[35],"it":[37],"can":[38],"successfully":[39],"be":[40,84,97,106],"used":[41],"logistics.":[43],"Companies":[44],"this":[46],"industry":[47],"recognize":[48],"importance":[50],"big":[52,62],"predictive":[54,73,120],"analytics":[55,74,121],"but":[56],"at":[57,86],"same":[59],"time":[60],"obstacle":[63],"lack":[66],"comprehensive":[69],"framework":[70,82,104,122],"integrate":[72],"with":[75,108],"corporate":[76],"strategies":[77],"transformation.":[80],"will":[83,96,105],"described":[85],"conceptual":[88],"level":[89],"suitable":[91],"technologies":[92],"its":[94],"implementation":[95],"recommended.":[98],"applicability":[100],"proposed":[103,119],"demonstrated":[107],"typical":[110],"use":[111],"case":[112],"scenario":[113],"logistics":[116,138],"industry.":[117,139],"provides":[123],"opportunities":[124],"improvement":[127],"operational":[130],"efficiency":[131],"better":[133],"decision":[134],"making":[135]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2}],"updated_date":"2026-03-02T08:37:19.008085","created_date":"2025-10-10T00:00:00"}
