{"id":"https://openalex.org/W3176188030","doi":"https://doi.org/10.1145/3446982","title":"DeepDepict","display_name":"DeepDepict","publication_year":2021,"publication_date":"2021-06-28","ids":{"openalex":"https://openalex.org/W3176188030","doi":"https://doi.org/10.1145/3446982","mag":"3176188030"},"language":"en","primary_location":{"id":"doi:10.1145/3446982","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3446982","pdf_url":null,"source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","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/A5053873404","display_name":"Shaoyang Hao","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaoyang Hao","raw_affiliation_strings":["Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078005520","display_name":"Bin Guo","orcid":"https://orcid.org/0000-0001-6097-2467"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Guo","raw_affiliation_strings":["Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101854659","display_name":"Hao Wang","orcid":"https://orcid.org/0000-0001-6959-7237"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Wang","raw_affiliation_strings":["Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045029098","display_name":"Yunji Liang","orcid":"https://orcid.org/0000-0002-8381-8187"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunji Liang","raw_affiliation_strings":["Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052731721","display_name":"Lina Yao","orcid":"https://orcid.org/0000-0002-4149-839X"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lina Yao","raw_affiliation_strings":["The University of New South Wales"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of New South Wales","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101796598","display_name":"Qianru Wang","orcid":"https://orcid.org/0000-0002-1682-910X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianru Wang","raw_affiliation_strings":["Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100701166","display_name":"Zhiwen Yu","orcid":"https://orcid.org/0000-0002-9905-3238"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwen Yu","raw_affiliation_strings":["Northwestern Polytechnical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5459,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.71861979,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"15","issue":"5","first_page":"1","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9994999766349792,"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"}},{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9991999864578247,"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"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9973000288009644,"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/computer-science","display_name":"Computer science","score":0.8096679449081421},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.7160949110984802},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.6002519726753235},{"id":"https://openalex.org/keywords/lexicon","display_name":"Lexicon","score":0.5313369035720825},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4027898609638214},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3384387493133545},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33826732635498047},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.32089298963546753}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8096679449081421},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7160949110984802},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.6002519726753235},{"id":"https://openalex.org/C2778121359","wikidata":"https://www.wikidata.org/wiki/Q8096","display_name":"Lexicon","level":2,"score":0.5313369035720825},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4027898609638214},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3384387493133545},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33826732635498047},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.32089298963546753},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3446982","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3446982","pdf_url":null,"source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.7400000095367432}],"awards":[{"id":"https://openalex.org/G2154641847","display_name":null,"funder_award_id":"31020180QD140","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2760409699","display_name":null,"funder_award_id":"61772428, 61725205, 61902320, 61972319","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8547503138","display_name":null,"funder_award_id":"62025205","funder_id":"https://openalex.org/F4320336125","funder_display_name":"National Science Fund for Distinguished Young Scholars"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320336125","display_name":"National Science Fund for Distinguished Young Scholars","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1536112217","https://openalex.org/W1583837637","https://openalex.org/W2087006430","https://openalex.org/W2599674900","https://openalex.org/W2620787630","https://openalex.org/W2740167620","https://openalex.org/W2774772126","https://openalex.org/W2899575547","https://openalex.org/W2912653541","https://openalex.org/W2912678722","https://openalex.org/W2912759951","https://openalex.org/W2928773704","https://openalex.org/W2938616560","https://openalex.org/W2963206148","https://openalex.org/W2963260202","https://openalex.org/W2963929190","https://openalex.org/W3094067205","https://openalex.org/W3105157853","https://openalex.org/W3135797089","https://openalex.org/W3202445451","https://openalex.org/W4205807230"],"related_works":["https://openalex.org/W2140536630","https://openalex.org/W3195005284","https://openalex.org/W2391730868","https://openalex.org/W4394659737","https://openalex.org/W2759814045","https://openalex.org/W2118055728","https://openalex.org/W4399756845","https://openalex.org/W2736760277","https://openalex.org/W3186009039","https://openalex.org/W4206244401"],"abstract_inverted_index":{"In":[0],"e-commerce":[1],"platforms,":[2],"the":[3,13,29,48,57,60,80,90,95,104,109,114,120],"online":[4],"descriptive":[5,85],"information":[6],"of":[7,106,117,122,162],"products":[8],"shows":[9],"significant":[10,170],"impacts":[11],"on":[12,147],"purchase":[14],"behaviors.":[15],"To":[16,66],"attract":[17],"potential":[18],"buyers":[19],"for":[20,119],"product":[21,31,35,50,84,123,141,178],"promotion,":[22],"numerous":[23],"workers":[24],"are":[25,37],"employed":[26],"to":[27,62,77,93,102,112,130,136,176],"write":[28],"impressive":[30],"descriptions.":[32,142],"The":[33,151],"hand-crafted":[34],"descriptions":[36,51,179],"less-efficient":[38],"with":[39,169,180],"great":[40],"labor":[41],"costs":[42],"and":[43,59,82,125,139,166,173,183],"huge":[44],"time":[45],"consumption.":[46],"Meanwhile,":[47],"generated":[49],"do":[52],"not":[53],"take":[54],"consideration":[55],"into":[56],"customization":[58],"diversity":[61,105],"meet":[63],"users\u2019":[64],"interests.":[65],"address":[67],"these":[68],"problems,":[69],"we":[70],"propose":[71],"one":[72,148],"generic":[73],"framework,":[74],"namely":[75],"DeepDepict,":[76],"automatically":[78],"generate":[79,137,177],"information-rich":[81],"personalized":[83,110,140,167,184],"information.":[86],"Specifically,":[87],"DeepDepict":[88,156],"leverages":[89],"graph":[91],"attention":[92],"retrieve":[94],"product-related":[96],"knowledge":[97,100,182],"from":[98,134],"external":[99],"base":[101],"enrich":[103],"products,":[107],"constructs":[108],"lexicon":[111],"capture":[113],"linguistic":[115,185],"traits":[116],"individuals":[118],"personalization":[121],"descriptions,":[124],"utilizes":[126],"multiple":[127],"pointer-generator":[128],"network":[129],"fuse":[131],"heterogeneous":[132],"data":[133],"multi-sources":[135],"informative":[138],"We":[143],"conduct":[144],"intensive":[145],"experiments":[146],"public":[149],"dataset.":[150],"experimental":[152],"results":[153],"show":[154],"that":[155],"outperforms":[157],"existing":[158],"solutions":[159],"in":[160],"terms":[161],"description":[163],"diversity,":[164],"BLEU,":[165],"degree":[168],"margin":[171],"gain,":[172],"is":[174],"able":[175],"comprehensive":[181],"traits.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2021-07-05T00:00:00"}
