{"id":"https://openalex.org/W3012216271","doi":"https://doi.org/10.1145/3375462.3375470","title":"Analyzing the consistency in within-activity learning patterns in blended learning","display_name":"Analyzing the consistency in within-activity learning patterns in blended learning","publication_year":2020,"publication_date":"2020-03-13","ids":{"openalex":"https://openalex.org/W3012216271","doi":"https://doi.org/10.1145/3375462.3375470","mag":"3012216271"},"language":"en","primary_location":{"id":"doi:10.1145/3375462.3375470","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3375462.3375470","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Tenth International Conference on Learning Analytics & 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/A5023292646","display_name":"Varshita Sher","orcid":"https://orcid.org/0000-0001-9314-7375"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Varshita Sher","raw_affiliation_strings":["Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051581150","display_name":"Marek Hatala","orcid":"https://orcid.org/0000-0001-7418-9529"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Marek Hatala","raw_affiliation_strings":["Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036855560","display_name":"Dragan Ga\u0161evi\u0107","orcid":"https://orcid.org/0000-0001-9265-1908"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dragan Ga\u0161evi\u0107","raw_affiliation_strings":["Monash University, Australia"],"affiliations":[{"raw_affiliation_string":"Monash University, Australia","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5023292646"],"corresponding_institution_ids":["https://openalex.org/I18014758"],"apc_list":null,"apc_paid":null,"fwci":4.1756,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.9419756,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"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/T10162","display_name":"Online and Blended Learning","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9854999780654907,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/timeline","display_name":"Timeline","score":0.9025168418884277},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.7850238084793091},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7366485595703125},{"id":"https://openalex.org/keywords/asynchronous-communication","display_name":"Asynchronous communication","score":0.7341536283493042},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.5372953414916992},{"id":"https://openalex.org/keywords/consistency-model","display_name":"Consistency model","score":0.5204939246177673},{"id":"https://openalex.org/keywords/dynamic-time-warping","display_name":"Dynamic time warping","score":0.5012204647064209},{"id":"https://openalex.org/keywords/asynchronous-learning","display_name":"Asynchronous learning","score":0.4762689769268036},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.46697187423706055},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.46246880292892456},{"id":"https://openalex.org/keywords/blended-learning","display_name":"Blended learning","score":0.41526028513908386},{"id":"https://openalex.org/keywords/data-consistency","display_name":"Data consistency","score":0.38578858971595764},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.37083888053894043},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31459522247314453},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.2833142876625061},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.24326252937316895},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.19895681738853455},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.19608309864997864},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1866583526134491},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1621907651424408},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.15710756182670593},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.13241976499557495},{"id":"https://openalex.org/keywords/synchronous-learning","display_name":"Synchronous learning","score":0.11221280694007874},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.10256260633468628},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09631344676017761}],"concepts":[{"id":"https://openalex.org/C4438859","wikidata":"https://www.wikidata.org/wiki/Q186117","display_name":"Timeline","level":2,"score":0.9025168418884277},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.7850238084793091},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7366485595703125},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.7341536283493042},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.5372953414916992},{"id":"https://openalex.org/C37279795","wikidata":"https://www.wikidata.org/wiki/Q2492305","display_name":"Consistency model","level":3,"score":0.5204939246177673},{"id":"https://openalex.org/C88516994","wikidata":"https://www.wikidata.org/wiki/Q1268863","display_name":"Dynamic time warping","level":2,"score":0.5012204647064209},{"id":"https://openalex.org/C2777072894","wikidata":"https://www.wikidata.org/wiki/Q4812204","display_name":"Asynchronous learning","level":5,"score":0.4762689769268036},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.46697187423706055},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.46246880292892456},{"id":"https://openalex.org/C158592959","wikidata":"https://www.wikidata.org/wiki/Q869010","display_name":"Blended learning","level":3,"score":0.41526028513908386},{"id":"https://openalex.org/C93361087","wikidata":"https://www.wikidata.org/wiki/Q4426698","display_name":"Data consistency","level":2,"score":0.38578858971595764},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.37083888053894043},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31459522247314453},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2833142876625061},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.24326252937316895},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.19895681738853455},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19608309864997864},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1866583526134491},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1621907651424408},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.15710756182670593},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.13241976499557495},{"id":"https://openalex.org/C19122763","wikidata":"https://www.wikidata.org/wiki/Q7662215","display_name":"Synchronous learning","level":4,"score":0.11221280694007874},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.10256260633468628},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09631344676017761},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3375462.3375470","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3375462.3375470","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Tenth International Conference on Learning Analytics & Knowledge","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7699999809265137,"id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G2959150713","display_name":null,"funder_award_id":"435-2013-1708","funder_id":"https://openalex.org/F4320334617","funder_display_name":"Social Sciences and Humanities Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320334617","display_name":"Social Sciences and Humanities Research Council of Canada","ror":"https://ror.org/04j5jqy92"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1493454437","https://openalex.org/W1504965500","https://openalex.org/W1532362926","https://openalex.org/W1803084058","https://openalex.org/W1894414046","https://openalex.org/W1968295086","https://openalex.org/W1974412142","https://openalex.org/W1987971958","https://openalex.org/W2031674405","https://openalex.org/W2037557484","https://openalex.org/W2046127588","https://openalex.org/W2059457734","https://openalex.org/W2077883864","https://openalex.org/W2084616221","https://openalex.org/W2093856665","https://openalex.org/W2098065385","https://openalex.org/W2098328616","https://openalex.org/W2098880898","https://openalex.org/W2100702557","https://openalex.org/W2106341825","https://openalex.org/W2106595237","https://openalex.org/W2107092366","https://openalex.org/W2115548862","https://openalex.org/W2120106329","https://openalex.org/W2126280076","https://openalex.org/W2128160875","https://openalex.org/W2135945534","https://openalex.org/W2137382015","https://openalex.org/W2142529985","https://openalex.org/W2160192122","https://openalex.org/W2268113689","https://openalex.org/W2342476492","https://openalex.org/W2561418294","https://openalex.org/W2566060551","https://openalex.org/W2577232305","https://openalex.org/W2580551395","https://openalex.org/W2581574654","https://openalex.org/W2724380630","https://openalex.org/W2784956465","https://openalex.org/W2791529251","https://openalex.org/W2915997829","https://openalex.org/W2916183381","https://openalex.org/W2954240639","https://openalex.org/W2970988466","https://openalex.org/W2999729612","https://openalex.org/W4298277274","https://openalex.org/W4366131622","https://openalex.org/W6851551162"],"related_works":["https://openalex.org/W2358334493","https://openalex.org/W2971748376","https://openalex.org/W1604914670","https://openalex.org/W2127899878","https://openalex.org/W2123855908","https://openalex.org/W2034248803","https://openalex.org/W2769374332","https://openalex.org/W4301961819","https://openalex.org/W2167069786","https://openalex.org/W4308856035"],"abstract_inverted_index":{"Performance":[0],"and":[1,21,58,96,111,125,138],"consistency":[2,15,64,119],"play":[3],"a":[4,25,36],"large":[5],"role":[6],"in":[7,16,24,41],"learning.":[8],"This":[9],"study":[10],"analyzes":[11],"the":[12,30,50,99],"relation":[13],"between":[14,135],"students'":[17],"online":[18,55],"work":[19],"habits":[20],"academic":[22,140],"performance":[23],"blended":[26],"course.":[27],"We":[28,62,102,128],"utilize":[29],"data":[31],"from":[32],"logs":[33],"recorded":[34],"by":[35,65],"learning":[37],"management":[38],"system":[39],"(LMS)":[40],"two":[42,47,73],"information":[43],"technology":[44],"courses.":[45],"The":[46],"courses":[48],"required":[49],"completion":[51],"of":[52,86,106,132],"monthly":[53],"asynchronous":[54],"discussion":[56],"tasks":[57,75],"weekly":[59],"assignments,":[60],"respectively.":[61],"measure":[63,82],"using":[66],"Data":[67],"Time":[68],"Warping":[69],"(DTW)":[70],"distance":[71],"for":[72],"successive":[74],"(assignments":[76],"or":[77],"discussions),":[78],"as":[79],"an":[80],"appropriate":[81],"to":[83,98,115],"assess":[84],"similarity":[85],"time":[87],"series,":[88],"over":[89],"11-day":[90],"timeline":[91],"starting":[92],"10":[93],"days":[94],"before":[95],"up":[97],"submission":[100],"deadline.":[101],"found":[103,130],"meaningful":[104],"clusters":[105],"students":[107],"exhibiting":[108],"similar":[109],"behavior":[110],"we":[112],"use":[113],"these":[114,136],"identify":[116],"three":[117],"distinct":[118],"patterns:":[120],"highly":[121],"consistent,":[122,124],"incrementally":[123],"inconsistent":[126],"users.":[127],"also":[129],"evidence":[131],"significant":[133],"associations":[134],"patterns":[137],"learner's":[139],"performance.":[141]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}