{"id":"https://openalex.org/W4408520450","doi":"https://doi.org/10.1016/j.dcan.2025.03.008","title":"DDMI: a model information evaluation method based on deep dream","display_name":"DDMI: a model information evaluation method based on deep dream","publication_year":2025,"publication_date":"2025-03-17","ids":{"openalex":"https://openalex.org/W4408520450","doi":"https://doi.org/10.1016/j.dcan.2025.03.008"},"language":"en","primary_location":{"id":"doi:10.1016/j.dcan.2025.03.008","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.dcan.2025.03.008","pdf_url":null,"source":{"id":"https://openalex.org/S2495769766","display_name":"Digital Communications and Networks","issn_l":"2352-8648","issn":["2352-8648","2468-5925"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320345","host_organization_name":"KeAi","host_organization_lineage":["https://openalex.org/P4310320345","https://openalex.org/P4310320990"],"host_organization_lineage_names":["KeAi","Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Communications and Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.dcan.2025.03.008","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053413465","display_name":"Yana Yang","orcid":"https://orcid.org/0000-0001-9763-2845"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yana Yang","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358563","display_name":"Haoyu Li","orcid":"https://orcid.org/0000-0001-9056-291X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyu Li","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002735305","display_name":"Shuai Xiao","orcid":"https://orcid.org/0000-0003-4058-8120"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuai Xiao","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China"],"raw_orcid":"https://orcid.org/0000-0003-4058-8120","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021683249","display_name":"Guipeng Lan","orcid":"https://orcid.org/0000-0001-7321-7460"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guipeng Lan","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000312734","display_name":"Yong Zhu","orcid":"https://orcid.org/0000-0002-9806-1965"},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Zhu","raw_affiliation_strings":["Tianjin Institute Of Software Engineering, Tianjin 300387, China"],"raw_orcid":"https://orcid.org/0000-0002-9806-1965","affiliations":[{"raw_affiliation_string":"Tianjin Institute Of Software Engineering, Tianjin 300387, China","institution_ids":["https://openalex.org/I4210128818"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080105310","display_name":"Ziqiang Huo","orcid":"https://orcid.org/0000-0003-0326-7870"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziqiang Huo","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China"],"raw_orcid":"https://orcid.org/0000-0003-0326-7870","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5002735305"],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":2.792,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.90021035,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"12","issue":"3","first_page":"530","last_page":"539"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9973999857902527,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9973999857902527,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.982699990272522,"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":0.8946115970611572},{"id":"https://openalex.org/keywords/dream","display_name":"Dream","score":0.7031194567680359},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44068410992622375},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.35616517066955566},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32537609338760376}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8946115970611572},{"id":"https://openalex.org/C2781095916","wikidata":"https://www.wikidata.org/wiki/Q36348","display_name":"Dream","level":2,"score":0.7031194567680359},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44068410992622375},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.35616517066955566},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32537609338760376},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.dcan.2025.03.008","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.dcan.2025.03.008","pdf_url":null,"source":{"id":"https://openalex.org/S2495769766","display_name":"Digital Communications and Networks","issn_l":"2352-8648","issn":["2352-8648","2468-5925"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320345","host_organization_name":"KeAi","host_organization_lineage":["https://openalex.org/P4310320345","https://openalex.org/P4310320990"],"host_organization_lineage_names":["KeAi","Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Communications and Networks","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.dcan.2025.03.008","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.dcan.2025.03.008","pdf_url":null,"source":{"id":"https://openalex.org/S2495769766","display_name":"Digital Communications and Networks","issn_l":"2352-8648","issn":["2352-8648","2468-5925"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320345","host_organization_name":"KeAi","host_organization_lineage":["https://openalex.org/P4310320345","https://openalex.org/P4310320990"],"host_organization_lineage_names":["KeAi","Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Communications and Networks","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2993372972","display_name":null,"funder_award_id":"62301356","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2108598243","https://openalex.org/W2194775991","https://openalex.org/W2294370754","https://openalex.org/W2295107390","https://openalex.org/W2747680751","https://openalex.org/W2765793020","https://openalex.org/W2808168148","https://openalex.org/W2962858109","https://openalex.org/W2982802130","https://openalex.org/W3001091189","https://openalex.org/W3010697577","https://openalex.org/W3034957837","https://openalex.org/W3130394099","https://openalex.org/W3158047628","https://openalex.org/W3161758233","https://openalex.org/W4213298953","https://openalex.org/W4220897963","https://openalex.org/W4224075564","https://openalex.org/W4226003804","https://openalex.org/W4312362646","https://openalex.org/W4312389762","https://openalex.org/W4319872806","https://openalex.org/W4320712473","https://openalex.org/W4361756127","https://openalex.org/W4364301916","https://openalex.org/W4366308987","https://openalex.org/W4383899747","https://openalex.org/W4386590770","https://openalex.org/W4390604928","https://openalex.org/W4390874575","https://openalex.org/W4392902482","https://openalex.org/W4400723468","https://openalex.org/W4401063674","https://openalex.org/W6600654476","https://openalex.org/W6607948422"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1762480892","https://openalex.org/W597599663","https://openalex.org/W3194824274","https://openalex.org/W4205387075","https://openalex.org/W1537165133","https://openalex.org/W2390579330","https://openalex.org/W1578892932"],"abstract_inverted_index":{"In":[0,56],"recent":[1],"years,":[2],"the":[3,34,42,49,81,88,112,138,141],"Internet":[4],"of":[5,36,53,83,140],"Everything":[6],"(IoE)":[7],"has":[8],"been":[9],"developing":[10],"rapidly;":[11],"however,":[12],"there":[13],"are":[14],"currently":[15],"issues":[16],"with":[17],"efficiency":[18,50],"and":[19,47,51],"sustainability":[20,52],"within":[21,132],"IoE.":[22],"To":[23],"address":[24],"this":[25,57],"problem,":[26],"model":[27,62],"lightweighting":[28],"can":[29,103,125],"be":[30],"employed":[31],"by":[32],"constraining":[33],"size":[35],"deep":[37],"learning":[38],"models,":[39],"thereby":[40],"reducing":[41],"demand":[43],"for":[44,97,120],"computational":[45],"resources":[46],"ensuring":[48],"IoE":[54],"devices.":[55],"regard,":[58],"we":[59,93,136,143],"propose":[60],"a":[61,95,108,117],"information":[63,127],"evaluation":[64],"method":[65,70,96,119],"based":[66,86],"on":[67,87,111],"DeepDream.":[68],"This":[69],"does":[71],"not":[72],"require":[73],"real":[74],"samples":[75],"to":[76,129],"participate;":[77],"instead,":[78],"it":[79],"evaluates":[80],"importance":[82],"each":[84],"neuron":[85,121],"model's":[89],"own":[90],"information.":[91],"Additionally,":[92],"introduce":[94],"automatically":[98],"selecting":[99],"high-information":[100],"neurons,":[101],"which":[102,124],"identify":[104],"neurons":[105],"that":[106],"have":[107,144],"significant":[109],"impact":[110],"model.":[113],"We":[114],"also":[115],"present":[116],"visualization":[118],"class":[122],"information,":[123],"visualize":[126],"related":[128],"various":[130],"classes":[131],"neurons.":[133],"Through":[134],"experiments,":[135],"demonstrate":[137],"effectiveness":[139],"methods":[142],"proposed.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-04-15T05:59:14.812645","created_date":"2025-10-10T00:00:00"}