{"id":"https://openalex.org/W1498183167","doi":"https://doi.org/10.1109/icdsp.2015.7251923","title":"Big education: Opportunities for Big Data analytics","display_name":"Big education: Opportunities for Big Data analytics","publication_year":2015,"publication_date":"2015-07-01","ids":{"openalex":"https://openalex.org/W1498183167","doi":"https://doi.org/10.1109/icdsp.2015.7251923","mag":"1498183167"},"language":"en","primary_location":{"id":"doi:10.1109/icdsp.2015.7251923","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdsp.2015.7251923","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Conference on Digital Signal Processing (DSP)","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/A5108056229","display_name":"Ling Cen","orcid":"https://orcid.org/0000-0002-1674-1052"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ling Cen","raw_affiliation_strings":["Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE","[Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"[Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE]","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037726482","display_name":"Dymitr Ruta","orcid":"https://orcid.org/0000-0003-1060-6375"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Dymitr Ruta","raw_affiliation_strings":["Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE","[Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"[Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE]","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025829535","display_name":"Jason Ng","orcid":"https://orcid.org/0000-0001-9242-1512"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Jason Ng","raw_affiliation_strings":["Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE","[Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"[Etisalat British Telecom Innovation Centre, Khalifa University of Science Technology and Research, Abu Dhabi, UAE]","institution_ids":["https://openalex.org/I176601375"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.7873,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.9601187,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"502","last_page":"506"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T14470","display_name":"Advanced Data Processing Techniques","score":0.9675999879837036,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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":0.7577791213989258},{"id":"https://openalex.org/keywords/pace","display_name":"Pace","score":0.7432544827461243},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.733099102973938},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5711084604263306},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5172541737556458},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.514530599117279},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5079389214515686},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.502770185470581},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.4409360885620117},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.4297359883785248},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4233059883117676},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.42172718048095703},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33136460185050964},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2242143452167511},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.14192363619804382}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7577791213989258},{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.7432544827461243},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.733099102973938},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5711084604263306},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5172541737556458},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.514530599117279},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5079389214515686},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.502770185470581},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.4409360885620117},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.4297359883785248},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4233059883117676},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.42172718048095703},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33136460185050964},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2242143452167511},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.14192363619804382},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"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/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdsp.2015.7251923","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdsp.2015.7251923","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Conference on Digital Signal Processing (DSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W13474624","https://openalex.org/W63578216","https://openalex.org/W197282329","https://openalex.org/W1545151502","https://openalex.org/W1566318844","https://openalex.org/W2002973748","https://openalex.org/W2010639819","https://openalex.org/W2017894357","https://openalex.org/W2029877094","https://openalex.org/W2066816090","https://openalex.org/W2078531038","https://openalex.org/W4240786982","https://openalex.org/W6959706600"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W3061763893","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W2560130217","https://openalex.org/W605203981","https://openalex.org/W2911048623"],"abstract_inverted_index":{"Big":[0,76],"Data":[1,77],"have":[2,28],"demonstrated":[3],"significant":[4],"values":[5],"in":[6,153,200,208],"extension":[7],"of":[8,20,85,158,161,173,189,229],"our":[9],"insight":[10],"and":[11,23,39,45,53,64,83,88,112,127,145,163,178,187,205,221,247],"foresight":[12],"into":[13],"the":[14,17,65,81,120,125,129,142,171,174,182,190,201,209,215,230,235],"world.":[15],"With":[16],"rapid":[18],"development":[19],"communication":[21],"technologies":[22],"mobile":[24],"devices,":[25],"educational":[26,57,236],"data":[27,43,58],"been":[29],"generated":[30],"at":[31],"an":[32,115,116],"unprecedented":[33],"pace.":[34],"The":[35],"emerging":[36],"highly":[37],"flexible":[38,225],"scalable":[40],"approaches":[41,219],"to":[42,49,79,96,105,107,136,140,168,180,197,223],"processing":[44],"analysis":[46],"allow":[47],"us":[48],"extract":[50],"new":[51,73],"insights":[52],"meaningful":[54],"information":[55],"from":[56],"that":[59,148,194,238],"can":[60],"benefit":[61],"students,":[62],"teachers":[63],"whole":[66],"education":[67,162],"ecosystem.":[68],"This":[69],"paper":[70],"introduces":[71],"some":[72],"opportunities":[74],"for":[75,119],"analytics":[78],"improve":[80],"efficiency":[82],"effectiveness":[84],"students'":[86,150,175,232],"learning":[87,99,155,176,217],"maximise":[89],"their":[90,154],"knowledge":[91,191,206,244],"retention.":[92],"First,":[93],"we":[94,134,166,213],"propose":[95,135,167],"use":[97,137],"supervised":[98],"algorithms,":[100],"i.e.":[101],"classification":[102],"or":[103],"regression,":[104],"try":[106,179,222],"predict":[108],"student":[109],"academic":[110,203],"performance":[111,204],"thereby":[113],"give":[114],"early":[117],"feedback":[118],"expected":[121],"achievements,":[122],"both,":[123],"during":[124],"course":[126,130],"before":[128],"selection":[131],"process.":[132],"Second,":[133],"these":[138],"predictions":[139],"guide":[141],"modules,":[143],"courses":[144],"content":[146],"recommendation":[147],"maximizes":[149],"potential":[151],"reflected":[152],"abilities,":[156],"areas":[157],"interest,":[159],"goals":[160],"career.":[164],"Third,":[165],"focus":[169],"on":[170],"mechanics":[172],"process":[177,193],"identify":[181],"optimal":[183],"format,":[184],"style,":[185],"pace":[186],"organisation":[188],"acquisition":[192],"would":[195],"lead":[196],"measurable":[198],"improvements":[199],"attained":[202],"retention":[207],"long":[210],"run.":[211],"Finally,":[212],"take":[214],"introduced":[216],"optimisation":[218],"together":[220],"formulate":[224],"delivery":[226],"via":[227],"personalization":[228],"individual":[231],"journeys":[233],"through":[234],"curriculum":[237],"leave":[239],"them":[240],"satisfied":[241],"with":[242],"more":[243],"delivered":[245],"quicker":[246],"retained":[248],"longer.":[249]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":8}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}