{"id":"https://openalex.org/W2789531329","doi":"https://doi.org/10.1145/3170358.3170400","title":"Reciprocal peer recommendation for learning purposes","display_name":"Reciprocal peer recommendation for learning purposes","publication_year":2018,"publication_date":"2018-03-07","ids":{"openalex":"https://openalex.org/W2789531329","doi":"https://doi.org/10.1145/3170358.3170400","mag":"2789531329"},"language":"en","primary_location":{"id":"doi:10.1145/3170358.3170400","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3170358.3170400","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th International Conference on Learning Analytics and Knowledge","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/A5032295184","display_name":"Boyd A. Potts","orcid":null},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Boyd A. Potts","raw_affiliation_strings":["The University of Queensland"],"affiliations":[{"raw_affiliation_string":"The University of Queensland","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007067645","display_name":"Hassan Khosravi","orcid":"https://orcid.org/0000-0001-8664-6117"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hassan Khosravi","raw_affiliation_strings":["The University of Queensland"],"affiliations":[{"raw_affiliation_string":"The University of Queensland","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008481047","display_name":"Carl Reidsema","orcid":null},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Carl Reidsema","raw_affiliation_strings":["The University of Queensland"],"affiliations":[{"raw_affiliation_string":"The University of Queensland","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091113555","display_name":"Aneesha Bakharia","orcid":"https://orcid.org/0000-0002-5802-1280"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Aneesha Bakharia","raw_affiliation_strings":["The University of Queensland"],"affiliations":[{"raw_affiliation_string":"The University of Queensland","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055969752","display_name":"Mark Belonogoff","orcid":null},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mark Belonogoff","raw_affiliation_strings":["The University of Queensland"],"affiliations":[{"raw_affiliation_string":"The University of Queensland","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012279337","display_name":"Melanie Fleming","orcid":null},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Melanie Fleming","raw_affiliation_strings":["The University of Queensland"],"affiliations":[{"raw_affiliation_string":"The University of Queensland","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5032295184"],"corresponding_institution_ids":["https://openalex.org/I165143802"],"apc_list":null,"apc_paid":null,"fwci":7.4026,"has_fulltext":false,"cited_by_count":44,"citation_normalized_percentile":{"value":0.97240363,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"226","last_page":"235"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9883000254631042,"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":0.9883000254631042,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9605000019073486,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12028","display_name":"Knowledge Management and Sharing","score":0.9345999956130981,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"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/recommender-system","display_name":"Recommender system","score":0.870441198348999},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8089110851287842},{"id":"https://openalex.org/keywords/reciprocal","display_name":"Reciprocal","score":0.7053005695343018},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6633691191673279},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.584327220916748},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.5506325960159302},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5052328705787659},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4405059218406677},{"id":"https://openalex.org/keywords/peer-learning","display_name":"Peer learning","score":0.4107232689857483},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.35598018765449524},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3434808850288391},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.14492353796958923},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.1089499294757843}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.870441198348999},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8089110851287842},{"id":"https://openalex.org/C2777742833","wikidata":"https://www.wikidata.org/wiki/Q1964083","display_name":"Reciprocal","level":2,"score":0.7053005695343018},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6633691191673279},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.584327220916748},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.5506325960159302},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5052328705787659},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4405059218406677},{"id":"https://openalex.org/C2777776026","wikidata":"https://www.wikidata.org/wiki/Q7160405","display_name":"Peer learning","level":2,"score":0.4107232689857483},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.35598018765449524},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3434808850288391},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.14492353796958923},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.1089499294757843},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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},{"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/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3170358.3170400","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3170358.3170400","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th International Conference on Learning Analytics and Knowledge","raw_type":"proceedings-article"},{"id":"pmh:oai:espace.library.uq.edu.au:UQ:724723","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402388","display_name":"Queensland's institutional digital repository (The University of Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165143802","host_organization_name":"The University of Queensland","host_organization_lineage":["https://openalex.org/I165143802"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.75,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W5158962","https://openalex.org/W8855337","https://openalex.org/W98419930","https://openalex.org/W98668060","https://openalex.org/W123693119","https://openalex.org/W196945295","https://openalex.org/W1452699976","https://openalex.org/W1483653773","https://openalex.org/W1486317198","https://openalex.org/W1544100735","https://openalex.org/W1564939167","https://openalex.org/W1569530359","https://openalex.org/W1826127784","https://openalex.org/W1985536062","https://openalex.org/W1991576738","https://openalex.org/W1999664617","https://openalex.org/W2001537191","https://openalex.org/W2006323481","https://openalex.org/W2012674976","https://openalex.org/W2018525987","https://openalex.org/W2037927353","https://openalex.org/W2048844148","https://openalex.org/W2051822431","https://openalex.org/W2055890260","https://openalex.org/W2067411146","https://openalex.org/W2078903276","https://openalex.org/W2083909223","https://openalex.org/W2095446410","https://openalex.org/W2103209595","https://openalex.org/W2115794341","https://openalex.org/W2115978262","https://openalex.org/W2118347684","https://openalex.org/W2121592135","https://openalex.org/W2122273125","https://openalex.org/W2125199477","https://openalex.org/W2128070164","https://openalex.org/W2132790577","https://openalex.org/W2135024261","https://openalex.org/W2145797714","https://openalex.org/W2145868896","https://openalex.org/W2151290208","https://openalex.org/W2163317047","https://openalex.org/W2166769551","https://openalex.org/W2169143821","https://openalex.org/W2199058847","https://openalex.org/W2238490034","https://openalex.org/W2397204095","https://openalex.org/W2592029734","https://openalex.org/W2605932104","https://openalex.org/W2613745226","https://openalex.org/W2731228715","https://openalex.org/W2908054697","https://openalex.org/W2963492842","https://openalex.org/W3125575836","https://openalex.org/W4256148413","https://openalex.org/W4293843260","https://openalex.org/W4298009347"],"related_works":["https://openalex.org/W2391753177","https://openalex.org/W2996284460","https://openalex.org/W4298337043","https://openalex.org/W1966306316","https://openalex.org/W4285058191","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2052414331","https://openalex.org/W3003660440","https://openalex.org/W2989881336"],"abstract_inverted_index":{"Larger":[0],"student":[1],"intakes":[2],"by":[3],"universities":[4],"and":[5,45,124,155,201,203,227],"the":[6,100,149,156,178,214,242],"rise":[7],"of":[8,31,103,151,237],"education":[9],"through":[10],"Massive":[11],"Open":[12],"Online":[13],"Courses":[14],"has":[15,107,177],"led":[16],"to":[17,37,40,56,73,79,92,180,233],"less":[18],"direct":[19],"contact":[20,34],"time":[21],"with":[22,71,94,132,220,230],"teaching":[23],"staff":[24],"for":[25,118],"each":[26],"student.":[27],"One":[28],"potential":[29],"way":[30],"addressing":[32],"this":[33,80,144],"deficit":[35],"is":[36,191],"invite":[38],"learners":[39,218],"engage":[41],"in":[42,112,130,163,241],"peer":[43,46,59,153,183,188],"learning":[44,65,121,137,154],"support;":[47],"however,":[48,99],"without":[49],"technological":[50],"support":[51],"they":[52],"may":[53],"be":[54],"unable":[55],"discover":[57],"suitable":[58],"connections":[60],"that":[61,89,176,213],"can":[62,161,216],"enhance":[63],"their":[64,224],"experience.":[66],"Two":[67],"different":[68],"research":[69],"subfields":[70],"ties":[72],"recommender":[74,83,105,189],"systems":[75,84,106,117],"provide":[76,85,181],"partial":[77],"solutions":[78],"problem.":[81],"Reciprocal":[82],"sophisticated":[86],"filtering":[87],"techniques":[88],"enable":[90],"users":[91],"connect":[93,219],"one":[95],"another.":[96],"To":[97],"date,":[98],"main":[101],"focus":[102,134],"reciprocal":[104,159,182,187,228],"been":[108],"on":[109,135,223],"providing":[110],"recommendation":[111,172],"online":[113],"dating":[114],"sites.":[115],"Recommender":[116],"technology":[119],"enhanced":[120],"have":[122],"employed":[123],"tailored":[125],"exemplary":[126],"recommenders":[127],"towards":[128],"use":[129],"education,":[131],"a":[133,207],"recommending":[136,158],"content":[138],"rather":[139],"than":[140],"other":[141],"users.":[142],"In":[143],"paper,":[145],"we":[146],"first":[147],"discuss":[148],"importance":[150],"supporting":[152],"role":[157],"peers":[160,221],"play":[162],"educational":[164],"settings.":[165],"We":[166],"then":[167],"introduce":[168],"our":[169],"open-source":[170],"course-level":[171],"platform":[173],"called":[174],"RiPPLE":[175],"capacity":[179],"recommendation.":[184],"The":[185],"proposed":[186],"algorithm":[190],"evaluated":[192],"against":[193],"key":[194,235],"criteria":[195],"such":[196],"as":[197],"scalability,":[198],"reciprocality,":[199],"coverage,":[200],"quality":[202],"shows":[204],"improvement":[205],"over":[206],"baseline":[208],"recommender.":[209],"Primary":[210],"results":[211],"indicate":[212],"system":[215],"help":[217],"based":[222],"knowledge":[225],"gaps":[226],"preferences,":[229],"designed":[231],"flexibility":[232],"address":[234],"limitations":[236],"existing":[238],"algorithms":[239],"identified":[240],"literature.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
