{"id":"https://openalex.org/W4405205180","doi":"https://doi.org/10.1109/access.2024.3514512","title":"Development of a Hybrid Recommendation System for NFTs Using Deep Learning Techniques","display_name":"Development of a Hybrid Recommendation System for NFTs Using Deep Learning Techniques","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4405205180","doi":"https://doi.org/10.1109/access.2024.3514512"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3514512","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3514512","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3514512","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089064715","display_name":"Durmu\u015f Aydo\u011fdu","orcid":"https://orcid.org/0000-0002-9817-9613"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Durmu\u015f Aydo\u011fdu","raw_affiliation_strings":["Department of Computer Engineering, Y&#x0131;ld&#x0131;z Technical University, &#x0130;stanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Y&#x0131;ld&#x0131;z Technical University, &#x0130;stanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015969726","display_name":"Nizamettin Ayd\u0131n","orcid":"https://orcid.org/0000-0003-0022-2247"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Nizamettin Aydin","raw_affiliation_strings":["Department of Computer Engineering, Istanbul Technical University, &#x0130;stanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Istanbul Technical University, &#x0130;stanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5089064715"],"corresponding_institution_ids":["https://openalex.org/I4101805"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":20.4388,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.99242771,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13413","display_name":"Cultural and Historical Studies","score":0.23389999568462372,"subfield":{"id":"https://openalex.org/subfields/1213","display_name":"Visual Arts and Performing Arts"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13413","display_name":"Cultural and Historical Studies","score":0.23389999568462372,"subfield":{"id":"https://openalex.org/subfields/1213","display_name":"Visual Arts and Performing Arts"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14484","display_name":"Technology and Data Analysis","score":0.22280000150203705,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.738681435585022},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.546805739402771},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5107712745666504},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.43931013345718384},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.31409764289855957}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.738681435585022},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.546805739402771},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5107712745666504},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.43931013345718384},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31409764289855957}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2024.3514512","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3514512","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:05cd94612389489384f3ee978f6c9148","is_oa":true,"landing_page_url":"https://doaj.org/article/05cd94612389489384f3ee978f6c9148","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 185336-185356 (2024)","raw_type":"article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/64152","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/64152","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"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":"Article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3514512","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3514512","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1806891645","https://openalex.org/W2100495367","https://openalex.org/W2104153333","https://openalex.org/W2210543184","https://openalex.org/W2605350416","https://openalex.org/W2922073769","https://openalex.org/W2970845521","https://openalex.org/W2988134091","https://openalex.org/W3173369353","https://openalex.org/W3208227120","https://openalex.org/W4200333849","https://openalex.org/W4288083766","https://openalex.org/W4292387774","https://openalex.org/W4293691698","https://openalex.org/W4296912320","https://openalex.org/W4311474521","https://openalex.org/W4312285248","https://openalex.org/W4312380740","https://openalex.org/W4312769816","https://openalex.org/W4312898984","https://openalex.org/W4313061315","https://openalex.org/W4313388814","https://openalex.org/W4321061929","https://openalex.org/W4321353161","https://openalex.org/W4324134927","https://openalex.org/W4327927568","https://openalex.org/W4372269037","https://openalex.org/W4378806176","https://openalex.org/W4380048710","https://openalex.org/W4380303447","https://openalex.org/W4381389100","https://openalex.org/W4384026612","https://openalex.org/W4385730496","https://openalex.org/W4387490461","https://openalex.org/W4388766817","https://openalex.org/W4389891229","https://openalex.org/W4390419046","https://openalex.org/W4390943609","https://openalex.org/W4391021474","https://openalex.org/W4398216479","https://openalex.org/W4399009141","https://openalex.org/W4400021172","https://openalex.org/W4402033336","https://openalex.org/W6631190155","https://openalex.org/W6756542787","https://openalex.org/W6768154530","https://openalex.org/W6838529896","https://openalex.org/W6858724040","https://openalex.org/W6862871289","https://openalex.org/W6873635042"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W4387369504","https://openalex.org/W3046775127"],"abstract_inverted_index":{"Recommender":[0],"systems":[1,57],"are":[2,41],"widely":[3],"used":[4,42],"in":[5,43,205,230],"domains":[6],"such":[7,31,46,75,157],"as":[8,32,47,76,158],"movies,":[9],"music,":[10],"and":[11,38,50,80,83,93,126,148,162,212,233],"e-commerce.":[12],"Non-Fungible":[13],"Tokens":[14],"(NFTs),":[15],"introduced":[16],"through":[17],"blockchain":[18,84],"technology,":[19],"have":[20],"become":[21],"a":[22,89,107,202,206],"remarkable":[23],"research":[24,53],"topic":[25],"due":[26,64],"to":[27,65,88,144,152,244,247],"their":[28,66],"technological":[29,122],"characteristics":[30],"uniqueness,":[33],"proof":[34],"of":[35,69,91,101,124,130,173,250],"ownership,":[36],"immutability,":[37],"traceability.":[39],"They":[40],"various":[44],"fields":[45],"art,":[48],"finance,":[49],"education.":[51],"However,":[52],"on":[54,189,201],"NFT":[55,132,252],"recommendation":[56,109,253],"remains":[58],"limited.":[59],"NFTs":[60,112,125],"introduce":[61],"unique":[62],"challenges":[63,129],"high":[67],"sparsity":[68],"user-item":[70,146,190],"interactions,":[71],"diverse":[72,154],"data":[73],"types":[74],"images,":[77,159],"textual":[78],"information,":[79],"transaction":[81,163],"data,":[82,156],"anonymity,":[85],"which":[86],"leads":[87],"lack":[90],"demographic":[92],"score":[94],"data.":[95,167,196],"These":[96],"factors":[97],"complicate":[98],"the":[99,120,128,131,170,174,177,210,213,222,227,231,234,238,242,248],"development":[100,249],"personalized":[102,108,251],"recommendations.":[103],"In":[104],"this":[105],"study,":[106],"system":[110],"for":[111],"was":[113,183],"developed":[114,178],"using":[115,185],"deep":[116],"learning":[117],"methods,":[118],"leveraging":[119],"distinctive":[121],"features":[123],"addressing":[127],"domain.":[133],"The":[134,218],"proposed":[135],"model,":[136,179],"named":[137],"NFT-NCFAE,":[138],"utilizes":[139],"Neural":[140],"Collaborative":[141],"Filtering":[142],"(NCF)":[143],"capture":[145],"interactions":[147,191],"employs":[149],"AutoEncoder":[150],"(AE)":[151],"integrate":[153],"NFT-related":[155,195],"text,":[160],"prices,":[161],"history,":[164],"alongside":[165],"user":[166],"To":[168],"evaluate":[169],"specific":[171],"contribution":[172],"AE":[175],"within":[176],"an":[180],"additional":[181,194],"analysis":[182],"conducted":[184],"only":[186],"NCF,":[187],"focusing":[188],"without":[192],"incorporating":[193],"Both":[197],"models":[198],"were":[199,215],"tested":[200],"dataset":[203],"utilized":[204],"previous":[207],"study":[208,229],"from":[209],"literature,":[211],"results":[214],"thoroughly":[216],"evaluated.":[217],"findings":[219],"indicate":[220],"that":[221],"NFT-NCFAE":[223,239],"model":[224,240],"outperforms":[225],"both":[226],"existing":[228],"literature":[232],"NCF":[235],"model.":[236],"Consequently,":[237],"has":[241],"potential":[243],"contribute":[245],"significantly":[246],"systems.":[254]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-06T13:50:29.536080","created_date":"2025-10-10T00:00:00"}
