{"id":"https://openalex.org/W4409965431","doi":"https://doi.org/10.1145/3722237.3722287","title":"Exploration of Feature Engineering Teaching Based on Max-Relevance Min-Redundancy","display_name":"Exploration of Feature Engineering Teaching Based on Max-Relevance Min-Redundancy","publication_year":2024,"publication_date":"2024-11-22","ids":{"openalex":"https://openalex.org/W4409965431","doi":"https://doi.org/10.1145/3722237.3722287"},"language":"en","primary_location":{"id":"doi:10.1145/3722237.3722287","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3722237.3722287","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 3rd International Conference on Artificial Intelligence and Education","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/A5091459624","display_name":"Zhengguang Chen","orcid":"https://orcid.org/0000-0002-6791-4240"},"institutions":[{"id":"https://openalex.org/I4210124184","display_name":"Heilongjiang Bayi Agricultural University","ror":"https://ror.org/030jxf285","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210124184"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhengguang Chen","raw_affiliation_strings":["College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China","institution_ids":["https://openalex.org/I4210124184"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109305337","display_name":"Xiaohui Ma","orcid":"https://orcid.org/0000-0001-9744-9768"},"institutions":[{"id":"https://openalex.org/I4210124184","display_name":"Heilongjiang Bayi Agricultural University","ror":"https://ror.org/030jxf285","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210124184"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohui Ma","raw_affiliation_strings":["College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China","institution_ids":["https://openalex.org/I4210124184"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100435116","display_name":"Shuo Liu","orcid":"https://orcid.org/0000-0001-7184-8197"},"institutions":[{"id":"https://openalex.org/I4210124184","display_name":"Heilongjiang Bayi Agricultural University","ror":"https://ror.org/030jxf285","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210124184"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Liu","raw_affiliation_strings":["College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China","institution_ids":["https://openalex.org/I4210124184"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025047091","display_name":"Huiyan Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124184","display_name":"Heilongjiang Bayi Agricultural University","ror":"https://ror.org/030jxf285","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210124184"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiyan Feng","raw_affiliation_strings":["College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China","institution_ids":["https://openalex.org/I4210124184"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108444404","display_name":"Shuxin Yin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124184","display_name":"Heilongjiang Bayi Agricultural University","ror":"https://ror.org/030jxf285","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210124184"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuxin Yin","raw_affiliation_strings":["College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China","institution_ids":["https://openalex.org/I4210124184"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085387302","display_name":"Nan Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124184","display_name":"Heilongjiang Bayi Agricultural University","ror":"https://ror.org/030jxf285","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210124184"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Xu","raw_affiliation_strings":["College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, Heilongjiang Bayi Agricultural University, Daqing, Heilongjiang, China","institution_ids":["https://openalex.org/I4210124184"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5091459624"],"corresponding_institution_ids":["https://openalex.org/I4210124184"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.48577761,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"292","last_page":"296"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14025","display_name":"Educational Technology and Assessment","score":0.9815999865531921,"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"}},"topics":[{"id":"https://openalex.org/T14025","display_name":"Educational Technology and Assessment","score":0.9815999865531921,"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"}},{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9538999795913696,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10057","display_name":"Face and Expression Recognition","score":0.9526000022888184,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/redundancy","display_name":"Redundancy (engineering)","score":0.7428212761878967},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6458496451377869},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.6435734629631042},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5506512522697449},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.4379976987838745},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4069252908229828},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.37330538034439087},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.36122018098831177},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22799381613731384},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.06286528706550598},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.062256306409835815},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.056417316198349}],"concepts":[{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.7428212761878967},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6458496451377869},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.6435734629631042},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5506512522697449},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.4379976987838745},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4069252908229828},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.37330538034439087},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.36122018098831177},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22799381613731384},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.06286528706550598},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.062256306409835815},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.056417316198349},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3722237.3722287","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3722237.3722287","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 3rd International Conference on Artificial Intelligence and Education","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":10,"referenced_works":["https://openalex.org/W2154053567","https://openalex.org/W3159969183","https://openalex.org/W3215039770","https://openalex.org/W4311463227","https://openalex.org/W4313594233","https://openalex.org/W4318679812","https://openalex.org/W4387232785","https://openalex.org/W4389231539","https://openalex.org/W4391112210","https://openalex.org/W4394725828"],"related_works":["https://openalex.org/W2085384747","https://openalex.org/W2088166309","https://openalex.org/W1891216533","https://openalex.org/W4312133475","https://openalex.org/W2750075801","https://openalex.org/W3164948662","https://openalex.org/W4400413234","https://openalex.org/W3153597579","https://openalex.org/W4394398790","https://openalex.org/W4399455186"],"abstract_inverted_index":{"To":[0],"meet":[1],"the":[2,11,16,20,28,34,43,47,52,90,101,110,133],"requirements":[3],"of":[4,19,24,36,46,103,112,128,151],"science":[5],"and":[6,77,88,115,123,147,149],"engineering":[7,22,64],"personnel":[8],"training":[9],"in":[10,27,51,65,74,81,142],"new":[12],"era,":[13],"based":[14],"on":[15,62],"teaching":[17,30,60,129,134,140],"content":[18,61],"feature":[21,63,98,152],"part":[23],"big":[25,66],"data":[26,67],"undergraduate":[29,69],"stage,":[31],"combined":[32],"with":[33,109],"process":[35,111],"machine":[37,82,104],"learning":[38,105],"practice,":[39],"this":[40],"paper":[41],"discusses":[42],"course":[44],"practice":[45,72,130,135],"Max-Relevance":[48],"Min-Redundancy":[49],"algorithm":[50,95],"task-driven":[53],"Teaching":[54],"mode.":[55],"The":[56,126],"study":[57],"revolves":[58],"around":[59],"during":[68],"education.":[70],"Students":[71],"algorithms":[73],"specific":[75],"projects":[76],"accumulate":[78],"practical":[79,121,145],"experience":[80],"learning.":[83],"They":[84],"can":[85],"better":[86],"understand":[87],"apply":[89],"maximum":[91],"correlation":[92],"minimum":[93],"redundancy":[94],"to":[96,119],"select":[97],"variables,":[99],"improve":[100,116],"performance":[102],"models,":[106],"be":[107],"familiar":[108],"Feature":[113],"Engineering,":[114],"students'":[117,144],"ability":[118,146],"solve":[120],"problems":[122],"employment":[124],"competitiveness.":[125],"results":[127],"show":[131],"that":[132],"has":[136],"achieved":[137],"a":[138],"good":[139],"effect":[141],"improving":[143],"understanding":[148],"mastering":[150],"engineering.":[153]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}