{"id":"https://openalex.org/W2896873311","doi":"https://doi.org/10.1145/3269206.3269268","title":"Recommending Serendipitous Items using Transfer Learning","display_name":"Recommending Serendipitous Items using Transfer Learning","publication_year":2018,"publication_date":"2018-10-17","ids":{"openalex":"https://openalex.org/W2896873311","doi":"https://doi.org/10.1145/3269206.3269268","mag":"2896873311"},"language":"en","primary_location":{"id":"doi:10.1145/3269206.3269268","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3269206.3269268","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://urn.fi/URN:NBN:fi:jyu-201810254529","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101429751","display_name":"Gaurav Pandey","orcid":"https://orcid.org/0000-0003-4450-1766"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Gaurav Pandey","raw_affiliation_strings":["University of Jyvaskyla, Jyv\u00e4skyl\u00e4, Finland"],"affiliations":[{"raw_affiliation_string":"University of Jyvaskyla, Jyv\u00e4skyl\u00e4, Finland","institution_ids":["https://openalex.org/I94722563"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049179047","display_name":"Denis Kotkov","orcid":"https://orcid.org/0000-0003-4729-1995"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Denis Kotkov","raw_affiliation_strings":["University of Jyvaskyla, Jyv\u00e4skyl\u00e4, Finland"],"affiliations":[{"raw_affiliation_string":"University of Jyvaskyla, Jyv\u00e4skyl\u00e4, Finland","institution_ids":["https://openalex.org/I94722563"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036491276","display_name":"Alexander Semenov","orcid":"https://orcid.org/0000-0003-2691-4575"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Alexander Semenov","raw_affiliation_strings":["University of Jyvaskyla, Jyv\u00e4skyl\u00e4, Finland"],"affiliations":[{"raw_affiliation_string":"University of Jyvaskyla, Jyv\u00e4skyl\u00e4, Finland","institution_ids":["https://openalex.org/I94722563"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101429751"],"corresponding_institution_ids":["https://openalex.org/I94722563"],"apc_list":null,"apc_paid":null,"fwci":5.105,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.95942761,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1771","last_page":"1774"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":1.0,"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":1.0,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9887999892234802,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/serendipity","display_name":"Serendipity","score":0.9949988126754761},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.8204658031463623},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7646957039833069},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6815674304962158},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6367281675338745},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5974592566490173},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5416960716247559},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5269304513931274},{"id":"https://openalex.org/keywords/knowledge-transfer","display_name":"Knowledge transfer","score":0.509524405002594},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.44775742292404175},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.2226194143295288}],"concepts":[{"id":"https://openalex.org/C2779119418","wikidata":"https://www.wikidata.org/wiki/Q166039","display_name":"Serendipity","level":2,"score":0.9949988126754761},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.8204658031463623},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7646957039833069},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6815674304962158},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6367281675338745},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5974592566490173},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5416960716247559},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5269304513931274},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.509524405002594},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44775742292404175},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2226194143295288},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3269206.3269268","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3269206.3269268","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},{"id":"pmh:oai:jyx.jyu.fi:123456789/60135","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3269206.3269268\"","pdf_url":"http://urn.fi/URN:NBN:fi:jyu-201810254529","source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"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":"A4"}],"best_oa_location":{"id":"pmh:oai:jyx.jyu.fi:123456789/60135","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3269206.3269268\"","pdf_url":"http://urn.fi/URN:NBN:fi:jyu-201810254529","source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"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":"A4"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.41999998688697815}],"awards":[],"funders":[{"id":"https://openalex.org/F4320311269","display_name":"KAUTE-S\u00e4\u00e4ti\u00f6","ror":"https://ror.org/00zwv5854"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2896873311.pdf","grobid_xml":"https://content.openalex.org/works/W2896873311.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W790455547","https://openalex.org/W1547244403","https://openalex.org/W1985554184","https://openalex.org/W2031768829","https://openalex.org/W2165949563","https://openalex.org/W2514091133","https://openalex.org/W2605350416","https://openalex.org/W2811138351","https://openalex.org/W2908054697","https://openalex.org/W2950133940","https://openalex.org/W2964341035","https://openalex.org/W3099726625","https://openalex.org/W4251560691","https://openalex.org/W4301213493"],"related_works":["https://openalex.org/W4312541699","https://openalex.org/W2901850002","https://openalex.org/W4206357785","https://openalex.org/W3192840557","https://openalex.org/W4281381188","https://openalex.org/W2951211570","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W4375928479","https://openalex.org/W3131673289"],"abstract_inverted_index":{"Most":[0],"recommender":[1,24],"algorithms":[2,93,168],"are":[3,50],"designed":[4],"to":[5,37,114,122],"suggest":[6],"relevant":[7],"items,":[8],"but":[9,30],"suggesting":[10],"these":[11],"items":[12,97,157],"does":[13],"not":[14],"always":[15],"result":[16],"in":[17,23,85],"user":[18],"satisfaction.":[19],"Therefore,":[20,84],"the":[21,38,44,77,86,99,164],"efforts":[22],"systems":[25],"recently":[26],"shifted":[27],"towards":[28],"serendipity,":[29],"generating":[31],"serendipitous":[32,96,116,156],"recommendations":[33],"is":[34],"difficult":[35],"due":[36],"lack":[39,100],"of":[40,46,70,80,88,101,151],"training":[41],"data.":[42],"To":[43],"best":[45],"our":[47,109],"knowledge,":[48],"there":[49],"many":[51],"large":[52,102,134],"datasets":[53],"containing":[54,65],"relevance":[55,130],"scores":[56,72,131,142],"(relevance":[57],"oriented)":[58],"and":[59,98,136],"only":[60],"one":[61],"publicly":[62],"available":[63],"dataset":[64,135],"a":[66,125,133,144],"relatively":[67],"small":[68],"number":[69],"serendipity":[71,81,103,141,166],"(serendipity":[73],"oriented).":[74],"This":[75],"limits":[76],"learning":[78,92,112,121,153],"capabilities":[79],"oriented":[82,104,167],"algorithms.":[83],"absence":[87],"any":[89],"known":[90],"deep":[91,126],"for":[94,129,140,154],"recommending":[95,155],"datasets,":[105],"we":[106],"introduce":[107],"SerRec":[108,118],"novel":[110],"transfer":[111,120,152],"method":[113,148],"recommend":[115],"items.":[117],"uses":[119],"firstly":[123],"train":[124],"neural":[127],"network":[128],"using":[132,143],"then":[137],"tunes":[138],"it":[139],"smaller":[145],"dataset.":[146],"Our":[147],"shows":[149],"benefits":[150],"as":[158,160],"well":[159],"performance":[161],"gains":[162],"over":[163],"state-of-the-art":[165]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
