{"id":"https://openalex.org/W1995114814","doi":"https://doi.org/10.1145/2095536.2095593","title":"Key design considerations for recommendation systems","display_name":"Key design considerations for recommendation systems","publication_year":2011,"publication_date":"2011-12-05","ids":{"openalex":"https://openalex.org/W1995114814","doi":"https://doi.org/10.1145/2095536.2095593","mag":"1995114814"},"language":"en","primary_location":{"id":"doi:10.1145/2095536.2095593","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2095536.2095593","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services","raw_type":"proceedings-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/A5084541630","display_name":"Andrea Barraza\u2010Urbina","orcid":null},"institutions":[{"id":"https://openalex.org/I233745408","display_name":"Pontificia Universidad Javeriana","ror":"https://ror.org/03etyjw28","country_code":"CO","type":"education","lineage":["https://openalex.org/I233745408"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Andrea Barraza-Urbina","raw_affiliation_strings":["Pontificia Universidad Javeriana, Calle, Edificio Jos\u00e9 Gabriel Maldonado, S. J"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pontificia Universidad Javeriana, Calle, Edificio Jos\u00e9 Gabriel Maldonado, S. J","institution_ids":["https://openalex.org/I233745408"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037172821","display_name":"\u00c1ngela Carrillo-Ramos","orcid":"https://orcid.org/0000-0001-9086-5945"},"institutions":[{"id":"https://openalex.org/I233745408","display_name":"Pontificia Universidad Javeriana","ror":"https://ror.org/03etyjw28","country_code":"CO","type":"education","lineage":["https://openalex.org/I233745408"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Angela Carrillo Ramos","raw_affiliation_strings":["Pontificia Universidad Javeriana, Edificio Jos\u00e9 Gabriel Maldonado, S. J"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pontificia Universidad Javeriana, Edificio Jos\u00e9 Gabriel Maldonado, S. J","institution_ids":["https://openalex.org/I233745408"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1366309,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"3","issue":null,"first_page":"321","last_page":"324"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9976999759674072,"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"}},{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9699000120162964,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7867580652236938},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.7677354216575623},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.7651647329330444},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5988080501556396},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5814803838729858},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5385231971740723},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.5091802477836609},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.30777299404144287},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12837117910385132}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7867580652236938},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.7677354216575623},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7651647329330444},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5988080501556396},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5814803838729858},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5385231971740723},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.5091802477836609},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.30777299404144287},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12837117910385132},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","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},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2095536.2095593","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2095536.2095593","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.46000000834465027,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W1515049199","https://openalex.org/W1967315849","https://openalex.org/W2053824002","https://openalex.org/W2125288949","https://openalex.org/W2153889650","https://openalex.org/W2171960770","https://openalex.org/W2492374649"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4317039510","https://openalex.org/W2466503045","https://openalex.org/W1868271753"],"abstract_inverted_index":{"The":[0],"area":[1,97],"of":[2,23,27,92,98,104,117],"Recommendation":[3],"Systems":[4],"(RS)":[5],"is":[6,30],"a":[7,89,100,133],"fairly":[8],"fragmented":[9],"but":[10,17],"rapidly":[11],"developing":[12],"field,":[13],"widely":[14],"researched,":[15],"young":[16],"mature.":[18],"Nonetheless,":[19],"given":[20],"the":[21,43,47,52,75,96,128],"complexity":[22],"designing":[24],"any":[25,115,136],"type":[26,116],"RS,":[28,99],"it":[29],"helpful":[31],"to":[32,49,64,110,140],"create":[33,141],"tools":[34],"that":[35,55,108,120,138],"can":[36,121],"serve":[37],"as":[38,132],"building":[39,114],"blocks":[40],"by":[41],"identifying":[42],"different":[44],"possibilities":[45],"on":[46,88],"way":[48],"properly":[50],"select":[51],"recommendation":[53],"techniques":[54],"fit":[56],"best":[57],"with":[58],"system":[59],"requirements.":[60],"This":[61],"paper":[62],"wishes":[63,139],"clearly":[65],"define":[66],"and":[67,86],"organize":[68],"these":[69],"fundamental":[70],"choices":[71],"bearing":[72],"in":[73,77,122],"mind":[74],"order":[76],"which":[78],"they":[79],"should":[80],"be":[81,111],"taken.":[82],"With":[83],"this":[84],"purpose":[85],"based":[87],"literature":[90],"review":[91],"overall":[93],"concepts":[94],"from":[95],"list":[101,130],"was":[102],"created":[103],"key":[105],"design":[106],"decisions":[107],"need":[109],"made":[112],"when":[113],"RS":[118],"solution":[119],"addition":[123],"consider":[124],"adaptation/personalization":[125],"criteria.":[126],"Hence,":[127],"proposed":[129],"serves":[131],"guide":[134],"for":[135],"developer":[137],"her/his":[142],"own":[143],"RS.":[144]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
