{"id":"https://openalex.org/W4248495961","doi":"https://doi.org/10.1504/ijcse.2016.10001041","title":"Making machine learning useable by revealing internal states update - a transparent approach","display_name":"Making machine learning useable by revealing internal states update - a transparent approach","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W4248495961","doi":"https://doi.org/10.1504/ijcse.2016.10001041"},"language":"en","primary_location":{"id":"doi:10.1504/ijcse.2016.10001041","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijcse.2016.10001041","pdf_url":null,"source":{"id":"https://openalex.org/S65043351","display_name":"International Journal of Computational Science and Engineering","issn_l":"1742-7185","issn":["1742-7185","1742-7193"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Science and Engineering","raw_type":"journal-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/A5100400043","display_name":"Fang Chen","orcid":"https://orcid.org/0000-0003-4971-8729"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Fang Chen","raw_affiliation_strings":["National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006423968","display_name":"Jinjun Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jinjun Sun","raw_affiliation_strings":["National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100714578","display_name":"Yang Wang","orcid":"https://orcid.org/0000-0002-6815-0879"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yang Wang","raw_affiliation_strings":["National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110232276","display_name":"M. Asif Khawaja","orcid":null},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"M. Asif Khawaja","raw_affiliation_strings":["National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100676631","display_name":"Zhidong Li","orcid":"https://orcid.org/0000-0003-3288-5547"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zhidong Li","raw_affiliation_strings":["National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047165067","display_name":"Jianlong Zhou","orcid":"https://orcid.org/0000-0001-6034-644X"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jianlong Zhou","raw_affiliation_strings":["National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia (NICTA), Level 5, 13 Garden Street, Eveleigh, NSW 2015, Australia","institution_ids":["https://openalex.org/I42894916"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100400043"],"corresponding_institution_ids":["https://openalex.org/I42894916"],"apc_list":null,"apc_paid":null,"fwci":1.4083,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.86765892,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"13","issue":"4","first_page":"378","last_page":"378"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9775999784469604,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9775999784469604,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.906499981880188,"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/black-box","display_name":"Black box","score":0.8450353145599365},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8104276061058044},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.7557086944580078},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47074493765830994},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40938013792037964},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.08030784130096436}],"concepts":[{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.8450353145599365},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8104276061058044},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.7557086944580078},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47074493765830994},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40938013792037964},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08030784130096436}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1504/ijcse.2016.10001041","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijcse.2016.10001041","pdf_url":null,"source":{"id":"https://openalex.org/S65043351","display_name":"International Journal of Computational Science and Engineering","issn_l":"1742-7185","issn":["1742-7185","1742-7193"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3209574120","https://openalex.org/W3107602296","https://openalex.org/W4312192474","https://openalex.org/W4210805261","https://openalex.org/W4387297750"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"(ML)":[2],"techniques":[3],"are":[4],"often":[5],"found":[6],"difficult":[7,43],"to":[8,46,92,100,109],"apply":[9],"effectively":[10],"in":[11],"practice":[12],"because":[13],"of":[14,25,61,69,88,104,114,120,126,134,138,145],"their":[15],"complexities.":[16],"Therefore,":[17],"making":[18,76],"ML":[19,32,49,62,70,79,90,127,139,159],"useable":[20],"is":[21,34,56],"emerging":[22],"as":[23],"one":[24],"active":[26],"research":[27],"fields":[28],"recently.":[29],"Furthermore,":[30],"an":[31],"algorithm":[33],"still":[35],"a":[36,52,77],"'black-box'.":[37],"This":[38,72],"'black-box'":[39,78],"approach":[40],"makes":[41],"it":[42],"for":[44],"users":[45,93,110],"understand":[47],"complicated":[48],"models.":[50],"As":[51],"result,":[53],"the":[54,59,67,89,102,112,135,147],"user":[55,96],"uncertain":[57],"about":[58],"usefulness":[60],"results":[63,160],"and":[64,124,157],"this":[65],"affects":[66],"effectiveness":[68],"methods.":[71],"paper":[73],"focuses":[74],"on":[75,111],"process":[80,91,140],"transparent":[81],"by":[82],"presenting":[83],"real-time":[84,121,152],"internal":[85,106,136],"status":[86,107,122,153],"update":[87,108,154],"explicitly.":[94],"A":[95],"study":[97,130],"was":[98],"performed":[99],"investigate":[101],"impact":[103],"revealing":[105,133],"easiness":[113,144],"understanding":[115,146],"data":[116,148],"analysis":[117,149],"process,":[118,150],"meaningfulness":[119],"update,":[123],"convincingness":[125],"results.":[128],"The":[129],"showed":[131],"that":[132],"states":[137],"can":[141],"help":[142],"improve":[143],"make":[151,158],"more":[155,161],"meaningful,":[156],"convincing.":[162]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
