{"id":"https://openalex.org/W2341286197","doi":"https://doi.org/10.1145/2883851.2883857","title":"Educational data mining with Python and Apache spark","display_name":"Educational data mining with Python and Apache spark","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2341286197","doi":"https://doi.org/10.1145/2883851.2883857","mag":"2341286197"},"language":"en","primary_location":{"id":"doi:10.1145/2883851.2883857","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2883851.2883857","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth International Conference on Learning Analytics &amp; Knowledge - LAK '16","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/A5070347219","display_name":"Lalitha Agnihotri","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126214","display_name":"McGraw-Hill Education (United States)","ror":"https://ror.org/034x1ve75","country_code":"US","type":"company","lineage":["https://openalex.org/I4210126214"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lalitha Agnihotri","raw_affiliation_strings":["McGraw-Hill Education, Boston, Massachusetts, US"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGraw-Hill Education, Boston, Massachusetts, US","institution_ids":["https://openalex.org/I4210126214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051765050","display_name":"Shirin Mojarad","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126214","display_name":"McGraw-Hill Education (United States)","ror":"https://ror.org/034x1ve75","country_code":"US","type":"company","lineage":["https://openalex.org/I4210126214"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shirin Mojarad","raw_affiliation_strings":["McGraw-Hill Education, Boston, Massachusetts, US"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGraw-Hill Education, Boston, Massachusetts, US","institution_ids":["https://openalex.org/I4210126214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057574366","display_name":"Nicholas Lewkow","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126214","display_name":"McGraw-Hill Education (United States)","ror":"https://ror.org/034x1ve75","country_code":"US","type":"company","lineage":["https://openalex.org/I4210126214"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicholas Lewkow","raw_affiliation_strings":["McGraw-Hill Education, Boston, Massachusetts, US"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGraw-Hill Education, Boston, Massachusetts, US","institution_ids":["https://openalex.org/I4210126214"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057179211","display_name":"Alfred Essa","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126214","display_name":"McGraw-Hill Education (United States)","ror":"https://ror.org/034x1ve75","country_code":"US","type":"company","lineage":["https://openalex.org/I4210126214"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alfred Essa","raw_affiliation_strings":["McGraw-Hill Education, Boston, Massachusetts, US"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGraw-Hill Education, Boston, Massachusetts, US","institution_ids":["https://openalex.org/I4210126214"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210126214"],"apc_list":null,"apc_paid":null,"fwci":0.5684,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.7964295,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"507","last_page":"508"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9948999881744385,"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":0.9948999881744385,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9465000033378601,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9100000262260437,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.849968671798706},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.7945848703384399},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7438923716545105},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6837329864501953},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.5622025728225708},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4859236776828766},{"id":"https://openalex.org/keywords/computer-data-storage","display_name":"Computer data storage","score":0.4849303066730499},{"id":"https://openalex.org/keywords/open-data","display_name":"Open data","score":0.47512298822402954},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.46110445261001587},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.4576101005077362},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.419175386428833},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4022831916809082},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3744325637817383},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.3302256464958191},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.1691773533821106},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10136666893959045},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.08579054474830627}],"concepts":[{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.849968671798706},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.7945848703384399},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7438923716545105},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6837329864501953},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.5622025728225708},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4859236776828766},{"id":"https://openalex.org/C194739806","wikidata":"https://www.wikidata.org/wiki/Q66221","display_name":"Computer data storage","level":2,"score":0.4849303066730499},{"id":"https://openalex.org/C2780535194","wikidata":"https://www.wikidata.org/wiki/Q309901","display_name":"Open data","level":2,"score":0.47512298822402954},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.46110445261001587},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.4576101005077362},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.419175386428833},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4022831916809082},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3744325637817383},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.3302256464958191},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.1691773533821106},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10136666893959045},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08579054474830627},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2883851.2883857","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2883851.2883857","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth International Conference on Learning Analytics &amp; Knowledge - LAK '16","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":1,"referenced_works":["https://openalex.org/W1535315510"],"related_works":["https://openalex.org/W3015859229","https://openalex.org/W2230552005","https://openalex.org/W1975949872","https://openalex.org/W3159871278","https://openalex.org/W2905242764","https://openalex.org/W3109411864","https://openalex.org/W3003280185","https://openalex.org/W3017846737","https://openalex.org/W4379407450","https://openalex.org/W4386133355"],"abstract_inverted_index":{"Enormous":[0],"amount":[1],"of":[2,52,57],"educational":[3,28],"data":[4,29,43,54,59],"has":[5],"been":[6],"accumulated":[7],"through":[8],"Massive":[9],"Open":[10],"Online":[11],"Courses":[12],"(MOOCs),":[13],"as":[14,16,65],"well":[15],"commercial":[17],"and":[18,50,61,70],"non-commercial":[19],"learning":[20],"platforms.":[21],"This":[22],"is":[23],"in":[24,39],"addition":[25],"to":[26,36],"the":[27],"released":[30],"by":[31,41],"US":[32],"government":[33],"since":[34],"2012":[35],"facilitate":[37],"disruption":[38],"education":[40],"making":[42],"freely":[44],"available.":[45],"The":[46],"high":[47],"volume,":[48],"variety":[49],"velocity":[51],"collected":[53],"necessitate":[55],"use":[56],"big":[58],"tools":[60],"storage":[62,69],"systems":[63],"such":[64],"distributed":[66],"databases":[67],"for":[68,73],"Apache":[71],"Spark":[72],"analysis.":[74]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
