{"id":"https://openalex.org/W1016090415","doi":"https://doi.org/10.1007/978-3-319-13186-3_27","title":"A Differential Approach for Identifying Important Student Learning Behavior Patterns with Evolving Usage over Time","display_name":"A Differential Approach for Identifying Important Student Learning Behavior Patterns with Evolving Usage over Time","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W1016090415","doi":"https://doi.org/10.1007/978-3-319-13186-3_27","mag":"1016090415"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-13186-3_27","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-13186-3_27","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5073309188","display_name":"John S. Kinnebrew","orcid":null},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"John S. Kinnebrew","raw_affiliation_strings":["Department of EECS and ISIS, Vanderbilt University, Nashville, TN, USA"],"affiliations":[{"raw_affiliation_string":"Department of EECS and ISIS, Vanderbilt University, Nashville, TN, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003875783","display_name":"Daniel Mack","orcid":null},"institutions":[{"id":"https://openalex.org/I2803014627","display_name":"Major League Baseball","ror":"https://ror.org/05ff6z697","country_code":"US","type":"other","lineage":["https://openalex.org/I2803014627"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel L. C. Mack","raw_affiliation_strings":["Baseball Analytics, Kansas City Royals, Kansas City, MO, USA"],"affiliations":[{"raw_affiliation_string":"Baseball Analytics, Kansas City Royals, Kansas City, MO, USA","institution_ids":["https://openalex.org/I2803014627"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051150754","display_name":"Gautam Biswas","orcid":"https://orcid.org/0000-0002-2752-3878"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gautam Biswas","raw_affiliation_strings":["Department of EECS and ISIS, Vanderbilt University, Nashville, TN, USA"],"affiliations":[{"raw_affiliation_string":"Department of EECS and ISIS, Vanderbilt University, Nashville, TN, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020405643","display_name":"Chih\u2010Kai Chang","orcid":"https://orcid.org/0000-0003-3695-4474"},"institutions":[{"id":"https://openalex.org/I134793997","display_name":"National University of Tainan","ror":"https://ror.org/020pqc882","country_code":"TW","type":"education","lineage":["https://openalex.org/I134793997"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chih-Kai Chang","raw_affiliation_strings":["Department of Information and Learning Technology, National University of Tainan, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Information and Learning Technology, National University of Tainan, Tainan, Taiwan","institution_ids":["https://openalex.org/I134793997"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5073309188"],"corresponding_institution_ids":["https://openalex.org/I200719446"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":1.2221,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.80640569,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"281","last_page":"292"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9847999811172485,"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":0.9847999811172485,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9840999841690063,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9790999889373779,"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/computer-science","display_name":"Computer science","score":0.7903496026992798},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5560504794120789},{"id":"https://openalex.org/keywords/behavioral-pattern","display_name":"Behavioral pattern","score":0.5500829815864563},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5152388215065002},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.5148226618766785},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4466182291507721},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.4112362563610077},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.37617141008377075}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7903496026992798},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5560504794120789},{"id":"https://openalex.org/C83804111","wikidata":"https://www.wikidata.org/wiki/Q1063558","display_name":"Behavioral pattern","level":2,"score":0.5500829815864563},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5152388215065002},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5148226618766785},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4466182291507721},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.4112362563610077},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.37617141008377075},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-13186-3_27","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-13186-3_27","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7099999785423279}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W5279619","https://openalex.org/W1511291809","https://openalex.org/W1541509707","https://openalex.org/W1574618308","https://openalex.org/W1604260339","https://openalex.org/W1663973292","https://openalex.org/W1983989471","https://openalex.org/W2035061933","https://openalex.org/W2038749650","https://openalex.org/W2042665732","https://openalex.org/W2096677284","https://openalex.org/W2102297485","https://openalex.org/W2118413367","https://openalex.org/W2122882636","https://openalex.org/W2136197452","https://openalex.org/W2138170171","https://openalex.org/W2139471083","https://openalex.org/W2158454296","https://openalex.org/W2342084918","https://openalex.org/W2401837845","https://openalex.org/W2407539063","https://openalex.org/W2618555130","https://openalex.org/W2906209463"],"related_works":["https://openalex.org/W2032233321","https://openalex.org/W3121970507","https://openalex.org/W2110028391","https://openalex.org/W54497855","https://openalex.org/W2068608913","https://openalex.org/W217960748","https://openalex.org/W3125814499","https://openalex.org/W2090827041","https://openalex.org/W2094012830","https://openalex.org/W187246281"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}