{"id":"https://openalex.org/W2183801876","doi":null,"title":"Applying learning to rank techniques to contextual suggestions","display_name":"Applying learning to rank techniques to contextual suggestions","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2183801876","mag":"2183801876"},"language":"en","primary_location":{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/b3b529dd-db18-4d7c-9f89-650ff7c807bd","doi":null,"is_oa":false,"landing_page_url":"https://research.tue.nl/en/publications/b3b529dd-db18-4d7c-9f89-650ff7c807bd","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Kiseleva, Y, Montes Garcia, A, Luo, Y, Kamps, J, Pechenizkiy, M & De Bra, P 2014, Applying learning to rank techniques to contextual suggestions. in Text REtrieval Conference.","raw_type":"info:eu-repo/semantics/conferenceObject"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":[],"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/A5078147465","display_name":"Y. Kiseleva","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kiseleva, Y.","raw_affiliation_strings":["Information Systems WSK&I"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Systems WSK&I","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054856484","display_name":"Alejandro Montes Garc\u00eda","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Montes Garcia, A.","raw_affiliation_strings":["Information Systems W&I"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Systems W&I","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Luo, Y.","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Y.","raw_affiliation_strings":["Information Systems WSK&I"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Systems WSK&I","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044511901","display_name":"Jaap Kamps","orcid":"https://orcid.org/0000-0002-6614-0087","observed_orcids":["https://orcid.org/0000-0002-6614-0087"]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Kamps, J.","raw_affiliation_strings":["University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022601535","display_name":"Mykola Pechenizkiy","orcid":"https://orcid.org/0000-0003-4955-0743","observed_orcids":["https://orcid.org/0000-0003-4955-0743"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pechenizkiy, M.; id_orcid 0000-0003-4955-0743","raw_affiliation_strings":["Information Systems WSK&I"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Systems WSK&I","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112538191","display_name":"Paul M. De Bra","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"De Bra, P.","raw_affiliation_strings":["Information Systems WSK&I"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Systems WSK&I","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2382,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.37335905,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.92330002784729,"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/T10286","display_name":"Information Retrieval and Search Behavior","score":0.92330002784729,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.07490000128746033,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/contextual-suggestion","display_name":"contextual suggestion","score":0.7310000061988831},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"learning to rank","score":0.949999988079071},{"id":"https://openalex.org/keywords/location-based-search","display_name":"location-based search","score":0.5680000185966492},{"id":"https://openalex.org/keywords/user-preferences","display_name":"user preferences","score":0.5529999732971191},{"id":"https://openalex.org/keywords/social-network-data","display_name":"social network data","score":0.7450000047683716},{"id":"https://openalex.org/keywords/ranknet","display_name":"RankNet","score":0.8159999847412109},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.7889999747276306}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8063808679580688},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.7357521653175354},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.7190622091293335},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.6595436930656433},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6269170045852661},{"id":"https://openalex.org/C89992363","wikidata":"https://www.wikidata.org/wiki/Q5961558","display_name":"Track (disk drive)","level":2,"score":0.5925583839416504},{"id":"https://openalex.org/C71611378","wikidata":"https://www.wikidata.org/wiki/Q5165191","display_name":"Contextual design","level":3,"score":0.5446691513061523},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4836617410182953},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4745113253593445},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.45687711238861084},{"id":"https://openalex.org/C2777541608","wikidata":"https://www.wikidata.org/wiki/Q5165194","display_name":"Contextual learning","level":2,"score":0.4122447371482849},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.308525025844574},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1026705801486969},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/b3b529dd-db18-4d7c-9f89-650ff7c807bd","doi":null,"is_oa":false,"landing_page_url":"https://research.tue.nl/en/publications/b3b529dd-db18-4d7c-9f89-650ff7c807bd","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Kiseleva, Y, Montes Garcia, A, Luo, Y, Kamps, J, Pechenizkiy, M & De Bra, P 2014, Applying learning to rank techniques to contextual suggestions. in Text REtrieval Conference.","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:tue:oai:pure.tue.nl:publications/b3b529dd-db18-4d7c-9f89-650ff7c807bd","doi":null,"is_oa":false,"landing_page_url":"https://research.tue.nl/nl/publications/b3b529dd-db18-4d7c-9f89-650ff7c807bd","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Text REtrieval Conference","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W36361912","https://openalex.org/W214935557","https://openalex.org/W1647671624","https://openalex.org/W1976320242","https://openalex.org/W1987436126","https://openalex.org/W2096235681","https://openalex.org/W2124555297","https://openalex.org/W2126085798","https://openalex.org/W2132049487","https://openalex.org/W2143331230","https://openalex.org/W2156387799","https://openalex.org/W2162697159","https://openalex.org/W2167032986","https://openalex.org/W2185885129","https://openalex.org/W2398973937","https://openalex.org/W2405827643","https://openalex.org/W2465088004"],"related_works":["https://openalex.org/W2150461528","https://openalex.org/W2166646729","https://openalex.org/W2726399806","https://openalex.org/W1988144039","https://openalex.org/W298543977","https://openalex.org/W2402459283","https://openalex.org/W215743051","https://openalex.org/W941956292","https://openalex.org/W2133777313","https://openalex.org/W2395375753"],"abstract_inverted_index":{"The":[0,24],"Text":[1],"Retrieval":[2],"Conference\u2019s":[3],"Contextual":[4,60,71],"Suggestion":[5,61,72],"Track":[6,62],"investigates":[7],"search":[8],"techniques":[9],"for":[10,36,58,82],"complex":[11],"information":[12],"needs":[13],"that":[14,33],"are":[15],"highly":[16],"dependent":[17],"on":[18],"a":[19,41,74,80],"context":[20],"and":[21,95,108,130,142],"user":[22],"interests.":[23],"goal":[25],"of":[26,70,128],"the":[27,59,68,118,123,126],"track":[28],"is":[29],"to":[30,38,66,76,116],"evaluate":[31],"systems":[32],"provide":[34,145],"suggestions":[35,84],"activities":[37],"users":[39],"in":[40],"specic":[42],"location,":[43],"taking":[44],"into":[45],"account":[46],"their":[47],"historical":[48],"personal":[49],"preferences.":[50],"In":[51,111],"this":[52],"paper,":[53],"we":[54,85,101,114],"present":[55],"our":[56,99,112],"approach":[57],"2014.":[63],"We":[64],"suggest":[65],"treat":[67],"problem":[69],"as":[73],"Learning":[75],"Rank":[77,106],"problem.":[78],"As":[79],"source":[81],"travel":[83],"use":[86],"data":[87,136],"from":[88],"four":[89],"social":[90],"networks:":[91],"Yelp,":[92,141],"Facebook,":[93,139],"Foursquare":[94],"Google":[96,143],"Places.":[97],"For":[98],"study":[100],"train":[102],"two":[103],"ranking":[104],"algorithms:":[105],"Net":[107],"Random":[109],"Forest.":[110],"experiments,":[113],"seek":[115],"answer":[117],"following":[119],"research":[120],"questions:":[121],"Does":[122],"distance":[124],"between":[125],"locations":[127],"training":[129,148],"testing":[131],"contexts":[132],"impact":[133],"precision?":[134],"Which":[135],"sources":[137],"(i.e.,":[138],"Foursquare,":[140],"Places)":[144],"more":[146],"eective":[147],"data?":[149]},"counts_by_year":[{"year":2016,"cited_by_count":1}],"updated_date":"2026-09-29T14:09:16.559479","created_date":"2016-06-24T00:00:00"}
