{"id":"https://openalex.org/W4409082427","doi":"https://doi.org/10.61822/amcs-2025-0002","title":"On explainability of cluster prototypes with rough sets: A case study in the FMCG market","display_name":"On explainability of cluster prototypes with rough sets: A case study in the FMCG market","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409082427","doi":"https://doi.org/10.61822/amcs-2025-0002"},"language":"en","primary_location":{"id":"doi:10.61822/amcs-2025-0002","is_oa":true,"landing_page_url":"https://doi.org/10.61822/amcs-2025-0002","pdf_url":"https://sciendo.com/pdf/10.61822/amcs-2025-0002","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"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":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://sciendo.com/pdf/10.61822/amcs-2025-0002","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089208377","display_name":"Marek Grzegorowski","orcid":"https://orcid.org/0000-0003-4740-0725"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marek Grzegorowski","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006523416","display_name":"Andrzej Janusz","orcid":"https://orcid.org/0000-0002-9763-1399"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andrzej Janusz","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052078123","display_name":"\u0141ukasz Marcinowski","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u0141ukasz Marcinowski","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085023621","display_name":"Andrzej Skowron","orcid":"https://orcid.org/0000-0002-5271-6559"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andrzej Skowron","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057541763","display_name":"Dominik \u015al\u0229zak","orcid":"https://orcid.org/0000-0003-2453-4974"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dominik \u015al\u0119zak","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5093622831","display_name":"Grzegorz \u015aliwa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Grzegorz \u015aliwa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":4080,"currency":"PLN","value_usd":1100},"apc_paid":{"value":4080,"currency":"PLN","value_usd":1100},"fwci":1.7708,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.85233967,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"35","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/business","display_name":"Business","score":0.6673867106437683},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.6644418239593506},{"id":"https://openalex.org/keywords/industrial-organization","display_name":"Industrial organization","score":0.3441087007522583},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.255973219871521},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.062416285276412964}],"concepts":[{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.6673867106437683},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.6644418239593506},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.3441087007522583},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.255973219871521},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.062416285276412964}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.61822/amcs-2025-0002","is_oa":true,"landing_page_url":"https://doi.org/10.61822/amcs-2025-0002","pdf_url":"https://sciendo.com/pdf/10.61822/amcs-2025-0002","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"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":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ebbb3ee236774b06b44e600d4a06fa36","is_oa":true,"landing_page_url":"https://doaj.org/article/ebbb3ee236774b06b44e600d4a06fa36","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Applied Mathematics and Computer Science, Vol 35, Iss 1, Pp 19-31 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.61822/amcs-2025-0002","is_oa":true,"landing_page_url":"https://doi.org/10.61822/amcs-2025-0002","pdf_url":"https://sciendo.com/pdf/10.61822/amcs-2025-0002","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"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":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4124455718","display_name":null,"funder_award_id":"POIR.01.01","funder_id":"https://openalex.org/F4320335039","funder_display_name":"Narodowe Centrum Bada\u0144 i Rozwoju"}],"funders":[{"id":"https://openalex.org/F4320335039","display_name":"Narodowe Centrum Bada\u0144 i Rozwoju","ror":"https://ror.org/05pwfyy15"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409082427.pdf","grobid_xml":"https://content.openalex.org/works/W4409082427.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2107962325","https://openalex.org/W2248928492","https://openalex.org/W2033975139","https://openalex.org/W2949696262","https://openalex.org/W3194172383","https://openalex.org/W2171127997","https://openalex.org/W1964768744","https://openalex.org/W2192670466","https://openalex.org/W3009514698"],"abstract_inverted_index":{"Despite":[0],"the":[1,32,61,69,102,151],"growing":[2],"popularity":[3],"of":[4,27,84,104,112,136,153],"machine":[5],"learning":[6],"(ML),":[7],"such":[8,105],"solutions":[9],"are":[10],"often":[11],"incomprehensible":[12],"to":[13,17,45,67,80,115],"employees":[14],"and":[15,56,138],"difficult":[16],"control.":[18],"Addressing":[19],"this":[20,89],"issue,":[21],"we":[22,65,108,140],"discuss":[23],"some":[24],"essential":[25],"problems":[26],"explainable":[28],"ML":[29],"applications":[30],"in":[31,134,145],"fast-moving":[33],"consumer":[34],"goods":[35],"(FMCG)":[36],"market.":[37],"This":[38],"research":[39],"puts":[40],"forward":[41],"a":[42,76,110],"new":[43],"approach":[44],"effective":[46],"supply":[47],"management":[48],"by":[49,72,74,91],"utilizing":[50],"rough":[51],"sets":[52],"(RST),":[53],"distance-based":[54],"clustering,":[55],"dimensionality":[57],"reduction":[58],"techniques.":[59,125],"In":[60],"presented":[62],"case":[63],"study,":[64],"aim":[66],"reduce":[68],"work":[70],"done":[71],"experts":[73],"applying":[75],"single":[77],"delivery":[78,155],"plan":[79],"many":[81],"similar":[82],"points":[83],"sale":[85],"(PoS).":[86],"We":[87],"achieve":[88],"objective":[90],"clustering":[92,124],"vending":[93],"machines":[94],"based":[95],"on":[96,118,143],"historical":[97],"sales":[98],"patterns.":[99],"To":[100],"verify":[101],"feasibility":[103],"an":[106,146],"approach,":[107],"performed":[109],"series":[111],"experiments":[113,128],"related":[114],"demand":[116],"prediction":[117],"two":[119],"data":[120],"representations":[121],"with":[122],"various":[123],"The":[126],"conducted":[127],"confirmed":[129],"that,":[130],"without":[131],"losing":[132],"quality":[133],"terms":[135],"MAE":[137],"RMSE,":[139],"could":[141],"operate":[142],"PoS":[144],"aggregate":[147],"manner,":[148],"thus":[149],"reducing":[150],"workload":[152],"preparing":[154],"plans.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-04-02T00:00:00"}