{"id":"https://openalex.org/W2887274410","doi":"https://doi.org/10.1145/3210713.3210745","title":"Problem-driven teaching activities for the capstone project course of data science","display_name":"Problem-driven teaching activities for the capstone project course of data science","publication_year":2018,"publication_date":"2018-05-18","ids":{"openalex":"https://openalex.org/W2887274410","doi":"https://doi.org/10.1145/3210713.3210745","mag":"2887274410"},"language":"en","primary_location":{"id":"doi:10.1145/3210713.3210745","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3210713.3210745","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of ACM Turing Celebration Conference - China","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/A5101717985","display_name":"Liang Bai","orcid":"https://orcid.org/0000-0002-2696-5885"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Liang Bai","raw_affiliation_strings":["National University of Defense Technology, Changsha, Hunan, P.R. China"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology, Changsha, Hunan, P.R. China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101977244","display_name":"Yanli Hu","orcid":"https://orcid.org/0000-0003-2577-4195"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanli Hu","raw_affiliation_strings":["National University of Defense Technology, Changsha, Hunan, P.R. China"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology, Changsha, Hunan, P.R. China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101717985"],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":0.1838,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.52758809,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"130","last_page":"131"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.9801999926567078,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9735000133514404,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7037437558174133},{"id":"https://openalex.org/keywords/capstone","display_name":"Capstone","score":0.6879234313964844},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.579258382320404},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5623192191123962},{"id":"https://openalex.org/keywords/course","display_name":"Course (navigation)","score":0.5595281720161438},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5355550646781921},{"id":"https://openalex.org/keywords/capstone-course","display_name":"Capstone course","score":0.5057778358459473},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4366143047809601},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21220830082893372},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.17375308275222778},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1362241506576538}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7037437558174133},{"id":"https://openalex.org/C2778293151","wikidata":"https://www.wikidata.org/wiki/Q5036367","display_name":"Capstone","level":2,"score":0.6879234313964844},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.579258382320404},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5623192191123962},{"id":"https://openalex.org/C2777552389","wikidata":"https://www.wikidata.org/wiki/Q1962728","display_name":"Course (navigation)","level":2,"score":0.5595281720161438},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5355550646781921},{"id":"https://openalex.org/C2778302894","wikidata":"https://www.wikidata.org/wiki/Q16851934","display_name":"Capstone course","level":3,"score":0.5057778358459473},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4366143047809601},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21220830082893372},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.17375308275222778},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1362241506576538},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3210713.3210745","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3210713.3210745","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of ACM Turing Celebration Conference - China","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W1548849615","https://openalex.org/W3121961986"],"related_works":["https://openalex.org/W2583571985","https://openalex.org/W1984928341","https://openalex.org/W2008481643","https://openalex.org/W2104651866","https://openalex.org/W925467554","https://openalex.org/W1963814328","https://openalex.org/W8926153","https://openalex.org/W2125956973","https://openalex.org/W2613879813","https://openalex.org/W2587622400"],"abstract_inverted_index":{"The":[0,36],"rapid":[1],"development":[2],"of":[3,33,40,68,94],"data":[4,15,34,48,61,69,72,95,104],"applications":[5,45],"poses":[6],"severe":[7],"challenges":[8],"as":[9,11,108],"well":[10],"significant":[12],"opportunities":[13],"for":[14,28],"science":[16,62],"specialty.":[17],"In":[18],"this":[19],"poster,":[20],"the":[21,29,78,92,100],"authors":[22],"report":[23],"on":[24,47],"problem-driven":[25,79],"teaching":[26,37,80],"activities":[27,38,81],"capstone":[30],"project":[31],"course":[32,101],"science.":[35],"consist":[39],"problem":[41],"formation":[42],"from":[43],"real-world":[44],"based":[46],"analysis":[49,105],"competitions,":[50,106],"refining":[51],"techniques":[52],"and":[53,59,71,97,112,116],"theories":[54],"to":[55,64,87,90],"build":[56],"domain":[57],"knowledge,":[58],"implementing":[60],"practice":[63],"improve":[65],"students'":[66],"ability":[67,93],"thinking":[70],"analysis.":[73],"Preliminary":[74],"results":[75],"indicate":[76],"that":[77],"can":[82],"be":[83],"efficiently":[84],"carried":[85],"out":[86],"facilitate":[88],"students":[89,98],"achieve":[91],"analysis,":[96],"attending":[99],"win":[102],"world-class":[103],"such":[107],"KDD":[109],"(Knowledge":[110],"Discovery":[111],"Data":[113],"Mining)":[114],"Cup":[115],"Kaggle.":[117]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
