{"id":"https://openalex.org/W7219600941","doi":"https://doi.org/10.26483/ijarcs.v9i0.5606","title":"ANALYSIS AND PREDICTIONS ON BLENDED LEARNING READINESS AMONG INDIAN STUDENTS AT UNIVERSITIE SUSING DECISION TREE CLASSIFIER IN SCIKIT-LEARN ENVIRONMENT","display_name":"ANALYSIS AND PREDICTIONS ON BLENDED LEARNING READINESS AMONG INDIAN STUDENTS AT UNIVERSITIE SUSING DECISION TREE CLASSIFIER IN SCIKIT-LEARN ENVIRONMENT","publication_year":2018,"publication_date":"2018-03-16","ids":{"openalex":"https://openalex.org/W7219600941","doi":"https://doi.org/10.26483/ijarcs.v9i0.5606"},"language":"en","primary_location":{"id":"pmh:oai:ijarcs.info:article/5606","doi":"https://doi.org/10.26483/ijarcs.v9i0.5606","is_oa":true,"landing_page_url":"http://ijarcs.info/index.php/index/article/view/5606","pdf_url":null,"source":{"id":"https://openalex.org/S2764748552","display_name":"International Journal of Advanced Research in Computer Science","issn_l":"0976-5697","issn":["0976-5697"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4324013418","host_organization_name":"International Journal of Advanced Research in Computer Science","host_organization_lineage":["https://openalex.org/P4324013418"],"host_organization_lineage_names":["International Journal of Advanced Research in Computer Science"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"10.26483/ijarcs.v9i0","raw_type":"info:eu-repo/semantics/article"},"parent_works":[],"lineage":["https://openalex.org/W7219600941"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://ijarcs.info/index.php/index/article/view/5606","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5155456282","display_name":"R Rajalakshmi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"R, Rajalakshmi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5155456282"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.8101000189781189,"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":0.8101000189781189,"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":0.17030000686645508,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.0071000000461936,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/blended-learning","display_name":"blended learning","score":0.878000020980835},{"id":"https://openalex.org/keywords/student-readiness","display_name":"student readiness","score":0.7630000114440918},{"id":"https://openalex.org/keywords/decision-tree-classifier","display_name":"decision tree classification","score":0.8069999814033508},{"id":"https://openalex.org/keywords/scikit-learn","display_name":"scikit-learn","score":0.9100000262260437},{"id":"https://openalex.org/keywords/higher-education-in-india","display_name":"Indian higher education","score":0.800000011920929},{"id":"https://openalex.org/keywords/e-learning","display_name":"online learning","score":0.7409999966621399},{"id":"https://openalex.org/keywords/learning-flexibility","display_name":"learning flexibility","score":0.7950000166893005},{"id":"https://openalex.org/keywords/student-attitudes","display_name":"student attitudes","score":0.5339999794960022},{"id":"https://openalex.org/keywords/employability","display_name":"employability","score":0.6959999799728394},{"id":"https://openalex.org/keywords/skill-development","display_name":"skill development","score":0.5519999861717224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8173999786376953},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.7052000164985657},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.618399977684021},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.612500011920929},{"id":"https://openalex.org/C15302153","wikidata":"https://www.wikidata.org/wiki/Q470863","display_name":"Employability","level":2,"score":0.5964000225067139},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5397999882698059},{"id":"https://openalex.org/C158592959","wikidata":"https://www.wikidata.org/wiki/Q869010","display_name":"Blended learning","level":3,"score":0.5385000109672546},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.5343000292778015},{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.5285999774932861},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4749000072479248},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45019999146461487},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4203999936580658},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.3384999930858612},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3280999958515167},{"id":"https://openalex.org/C183931066","wikidata":"https://www.wikidata.org/wiki/Q1653378","display_name":"ID3 algorithm","level":5,"score":0.31630000472068787},{"id":"https://openalex.org/C2777808570","wikidata":"https://www.wikidata.org/wiki/Q967853","display_name":"Massive open online course","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2851000130176544},{"id":"https://openalex.org/C59594135","wikidata":"https://www.wikidata.org/wiki/Q5249242","display_name":"Decision model","level":2,"score":0.2721000015735626},{"id":"https://openalex.org/C56289965","wikidata":"https://www.wikidata.org/wiki/Q5249246","display_name":"Decision tree model","level":3,"score":0.26899999380111694},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.2653999924659729},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.26030001044273376},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.25679999589920044}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:ijarcs.info:article/5606","doi":"https://doi.org/10.26483/ijarcs.v9i0.5606","is_oa":true,"landing_page_url":"http://ijarcs.info/index.php/index/article/view/5606","pdf_url":null,"source":{"id":"https://openalex.org/S2764748552","display_name":"International Journal of Advanced Research in Computer Science","issn_l":"0976-5697","issn":["0976-5697"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4324013418","host_organization_name":"International Journal of Advanced Research in Computer Science","host_organization_lineage":["https://openalex.org/P4324013418"],"host_organization_lineage_names":["International Journal of Advanced Research in Computer Science"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"10.26483/ijarcs.v9i0","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:ijarcs.info:article/5606","doi":"https://doi.org/10.26483/ijarcs.v9i0.5606","is_oa":true,"landing_page_url":"http://ijarcs.info/index.php/index/article/view/5606","pdf_url":null,"source":{"id":"https://openalex.org/S2764748552","display_name":"International Journal of Advanced Research in Computer Science","issn_l":"0976-5697","issn":["0976-5697"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4324013418","host_organization_name":"International Journal of Advanced Research in Computer Science","host_organization_lineage":["https://openalex.org/P4324013418"],"host_organization_lineage_names":["International Journal of Advanced Research in Computer Science"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"10.26483/ijarcs.v9i0","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.975600004196167}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2790988043","https://openalex.org/W4399155904","https://openalex.org/W4405597031","https://openalex.org/W1486032454","https://openalex.org/W4395005873","https://openalex.org/W4285818821","https://openalex.org/W4410157844","https://openalex.org/W4221077167","https://openalex.org/W7118937960","https://openalex.org/W3126577701"],"abstract_inverted_index":{"Decision":[0],"trees":[1],"classifiers":[2],"are":[3,111,128],"modest":[4],"and":[5,18,22,40,86,115,139],"hasty":[6],"data":[7,12,17,41,48,158],"classifiers,":[8],"usually":[9],"used":[10,28],"in":[11,45,58,73,95,105,122],"mining":[13,42],"to":[14,29,51,117],"study":[15],"the":[16,20,34,55,61,65,68,89,106,147,161,164],"generate":[19],"tree":[21,149],"its":[23],"rules":[24],"that":[25,100],"will":[26],"be":[27],"formulate":[30],"predictions.":[31],"One":[32],"of":[33,54,70,88,146,166],"key":[35,93],"challenges":[36],"for":[37,155,174],"knowledge":[38],"discovery":[39],"systems":[43],"stands":[44],"developing":[46],"their":[47],"analysis":[49],"capability":[50],"discover":[52],"out":[53],"conventional":[56],"models":[57],"data.":[59],"Since":[60],"Union":[62],"budget":[63],"2017,":[64],"debate":[66],"around":[67],"quality":[69],"Higher":[71],"Education":[72],"India":[74],"has":[75],"been":[76],"acquiring":[77],"momentum,":[78],"which":[79],"laid":[80],"emphasis":[81],"on":[82,157],"skills":[83],"development,":[84],"employability":[85],"digitisation":[87],"education":[90],"process.":[91],"The":[92],"lies":[94],"blended":[96,175],"learning,":[97,135,137],"a":[98,169],"model":[99],"is":[101,172],"fast":[102],"gaining":[103],"pace":[104],"Indian":[107],"context,where":[108],"online":[109,134],"tools":[110],"combined":[112],"with":[113,163],"classroom":[114,136],"instruction":[116],"provide":[118],"an":[119,144],"overall":[120],"improvement":[121],"educational":[123],"outcomes":[124],"activities.The":[125],"explanatory":[126],"variables":[127],"students\u2019":[129],"attitude":[130],"towards":[131],"learning":[132,176],"flexibility,":[133],"degree":[138],"stream.":[140],"This":[141],"paper":[142],"represents":[143],"implementation":[145],"decision":[148],"classifier":[150],"algorithm":[151],"using":[152],"scikit-learn":[153],"library":[154],"python":[156],"collected":[159],"from":[160],"survey":[162],"purpose":[165],"predicting":[167],"whether":[168],"particular":[170],"student":[171],"ready":[173],"throughdecision":[177],"trees.":[178]},"counts_by_year":[],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2026-10-05T00:00:00"}
