{"id":"https://openalex.org/W4398775463","doi":"https://doi.org/10.3233/kes-240006","title":"Fast retrieval of multi-modal embeddings for e-commerce applications","display_name":"Fast retrieval of multi-modal embeddings for e-commerce applications","publication_year":2024,"publication_date":"2024-05-24","ids":{"openalex":"https://openalex.org/W4398775463","doi":"https://doi.org/10.3233/kes-240006"},"language":"en","primary_location":{"id":"doi:10.3233/kes-240006","is_oa":false,"landing_page_url":"https://doi.org/10.3233/kes-240006","pdf_url":null,"source":{"id":"https://openalex.org/S133764092","display_name":"International Journal of Knowledge-based and Intelligent Engineering Systems","issn_l":"1327-2314","issn":["1327-2314","1875-8827"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Knowledge-Based and Intelligent Engineering Systems","raw_type":"journal-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/A5020219206","display_name":"Alessandro Abluton","orcid":"https://orcid.org/0000-0001-8525-9940"},"institutions":[{"id":"https://openalex.org/I4210128183","display_name":"Azienda Sanitaria Locale Alessandria","ror":"https://ror.org/039f5pg25","country_code":"IT","type":"other","lineage":["https://openalex.org/I4210128183"]},{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Abluton","raw_affiliation_strings":["Dipartimento di Informatica, Universit\u00e0 di Torino, Torino, Italy","Inferendo srl, Alessandria, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Universit\u00e0 di Torino, Torino, Italy","institution_ids":["https://openalex.org/I55143463"]},{"raw_affiliation_string":"Inferendo srl, Alessandria, Italy","institution_ids":["https://openalex.org/I4210128183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051749327","display_name":"Daniele Ciarlo","orcid":null},"institutions":[{"id":"https://openalex.org/I123338534","display_name":"Universit\u00e0 degli Studi del Piemonte Orientale \u201cAmedeo Avogadro\u201d","ror":"https://ror.org/04387x656","country_code":"IT","type":"education","lineage":["https://openalex.org/I123338534"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniele Ciarlo","raw_affiliation_strings":["Computer Science Institute, Universit\u00e0 del Piemonte Orientale, Alessandria, Italy","ORS-Dedagroup, Roddi, Italy"],"affiliations":[{"raw_affiliation_string":"Computer Science Institute, Universit\u00e0 del Piemonte Orientale, Alessandria, Italy","institution_ids":["https://openalex.org/I123338534"]},{"raw_affiliation_string":"ORS-Dedagroup, Roddi, Italy","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032023872","display_name":"Luigi Portinale","orcid":"https://orcid.org/0000-0002-6053-4667"},"institutions":[{"id":"https://openalex.org/I4210128183","display_name":"Azienda Sanitaria Locale Alessandria","ror":"https://ror.org/039f5pg25","country_code":"IT","type":"other","lineage":["https://openalex.org/I4210128183"]},{"id":"https://openalex.org/I123338534","display_name":"Universit\u00e0 degli Studi del Piemonte Orientale \u201cAmedeo Avogadro\u201d","ror":"https://ror.org/04387x656","country_code":"IT","type":"education","lineage":["https://openalex.org/I123338534"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Luigi Portinale","raw_affiliation_strings":["Computer Science Institute, Universit\u00e0 del Piemonte Orientale, Alessandria, Italy","Inferendo srl, Alessandria, Italy"],"affiliations":[{"raw_affiliation_string":"Computer Science Institute, Universit\u00e0 del Piemonte Orientale, Alessandria, Italy","institution_ids":["https://openalex.org/I123338534"]},{"raw_affiliation_string":"Inferendo srl, Alessandria, Italy","institution_ids":["https://openalex.org/I4210128183"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5032023872"],"corresponding_institution_ids":["https://openalex.org/I123338534","https://openalex.org/I4210128183"],"apc_list":null,"apc_paid":null,"fwci":0.8118,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.75334874,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"28","issue":"4","first_page":"765","last_page":"779"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9793999791145325,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9793999791145325,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9757999777793884,"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/T12031","display_name":"Speech and dialogue systems","score":0.9731000065803528,"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/modal","display_name":"Modal","score":0.7531125545501709},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.580328106880188},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.44190821051597595},{"id":"https://openalex.org/keywords/e-commerce","display_name":"E-commerce","score":0.41089919209480286},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3060927987098694},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.08608871698379517}],"concepts":[{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.7531125545501709},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.580328106880188},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.44190821051597595},{"id":"https://openalex.org/C78597825","wikidata":"https://www.wikidata.org/wiki/Q484847","display_name":"E-commerce","level":2,"score":0.41089919209480286},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3060927987098694},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.08608871698379517},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/kes-240006","is_oa":false,"landing_page_url":"https://doi.org/10.3233/kes-240006","pdf_url":null,"source":{"id":"https://openalex.org/S133764092","display_name":"International Journal of Knowledge-based and Intelligent Engineering Systems","issn_l":"1327-2314","issn":["1327-2314","1875-8827"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Knowledge-Based and Intelligent Engineering Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.44999998807907104,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1922199343","https://openalex.org/W1946093182","https://openalex.org/W1970055505","https://openalex.org/W2012833704","https://openalex.org/W2147717514","https://openalex.org/W2266728343","https://openalex.org/W2411707397","https://openalex.org/W2471768434","https://openalex.org/W2604880013","https://openalex.org/W2735001949","https://openalex.org/W2895249671","https://openalex.org/W2905544595","https://openalex.org/W2946948417","https://openalex.org/W2962964995","https://openalex.org/W2963145877","https://openalex.org/W2963187862","https://openalex.org/W2963389687","https://openalex.org/W2963855133","https://openalex.org/W3002341064","https://openalex.org/W3035454331","https://openalex.org/W3094502228","https://openalex.org/W3108655343","https://openalex.org/W3135367836","https://openalex.org/W3200974209","https://openalex.org/W4221143046","https://openalex.org/W4297199905","https://openalex.org/W4367672073","https://openalex.org/W4382071889","https://openalex.org/W4385567363","https://openalex.org/W4386272742","https://openalex.org/W4390790453","https://openalex.org/W6778883912"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,71],"introduce":[4],"a":[5,14,33,50,73,79,90,168,180],"retrieval":[6,41,122,154],"framework":[7],"designed":[8],"for":[9,39,116],"e-commerce":[10,138],"applications,":[11],"which":[12,107],"employs":[13],"multi-modal":[15,65,74],"approach":[16,23,166],"to":[17,77,111],"represent":[18],"items":[19,83],"of":[20,30,42,82,104,114,128,172],"interest.":[21],"This":[22],"incorporates":[24],"both":[25,98,141],"textual":[26,102,145],"descriptions":[27],"and":[28,87,101,121,144,156,174],"images":[29,88,143],"products,":[31,106],"alongside":[32],"locality-sensitive":[34],"hashing":[35],"(LSH)":[36],"indexing":[37,55],"scheme":[38],"rapid":[40],"potentially":[43],"relevant":[44],"products.":[45],"Our":[46],"focus":[47],"is":[48,67],"on":[49,132],"data-independent":[51],"methodology,":[52],"where":[53],"the":[54,60,64,99,105,126,165],"mechanism":[56],"remains":[57],"unaffected":[58],"by":[59,84],"specific":[61],"dataset,":[62],"while":[63],"representation":[66,81],"learned":[68],"beforehand.":[69],"Specifically,":[70],"utilize":[72],"architecture,":[75],"CLIP,":[76],"learn":[78],"latent":[80],"combining":[85],"text":[86],"in":[89],"contrastive":[91],"manner.":[92],"The":[93],"resulting":[94],"item":[95],"embeddings":[96],"encapsulate":[97],"visual":[100],"information":[103],"are":[108],"then":[109],"subjected":[110],"various":[112],"types":[113],"LSH":[115],"balancing":[117],"between":[118],"result":[119],"quality":[120],"speed.":[123],"We":[124],"present":[125],"findings":[127],"our":[129],"experiments":[130],"conducted":[131],"two":[133],"real-world":[134],"datasets":[135],"sourced":[136],"from":[137],"platforms,":[139],"comprising":[140],"product":[142],"descriptions.":[146],"Promising":[147],"results":[148,160],"have":[149],"been":[150],"achieved,":[151],"demonstrating":[152],"favorable":[153],"time":[155],"average":[157],"precision.":[158],"These":[159],"were":[161],"obtained":[162],"through":[163],"testing":[164],"with":[167,175],"specifically":[169],"selected":[170],"set":[171],"queries":[173,177],"synthetic":[176],"generated":[178],"using":[179],"Large":[181],"Language":[182],"Model.":[183]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}