{"id":"https://openalex.org/W2941457895","doi":"https://doi.org/10.3390/informatics6020017","title":"The Effect of Evidence Transfer on Latent Feature Relevance for Clustering","display_name":"The Effect of Evidence Transfer on Latent Feature Relevance for Clustering","publication_year":2019,"publication_date":"2019-04-25","ids":{"openalex":"https://openalex.org/W2941457895","doi":"https://doi.org/10.3390/informatics6020017","mag":"2941457895"},"language":"en","primary_location":{"id":"doi:10.3390/informatics6020017","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics6020017","pdf_url":"https://www.mdpi.com/2227-9709/6/2/17/pdf?version=1557052610","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2227-9709/6/2/17/pdf?version=1557052610","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068847776","display_name":"Athanasios Davvetas","orcid":"https://orcid.org/0000-0002-3269-5463"},"institutions":[{"id":"https://openalex.org/I203474044","display_name":"National Centre of Scientific Research \"Demokritos\"","ror":"https://ror.org/038jp4m40","country_code":"GR","type":"facility","lineage":["https://openalex.org/I203474044"]},{"id":"https://openalex.org/I158716096","display_name":"University of Peloponnese","ror":"https://ror.org/04d4d3c02","country_code":"GR","type":"education","lineage":["https://openalex.org/I158716096"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Athanasios Davvetas","raw_affiliation_strings":["Department of Informatics and Telecommunications, University of Peloponnese, 22100 Tripoli, Greece","Institute of Informatics and Telecommunications, National Centre for Scientific Research \u201cDemokritos\u201d, Agia Paraskevi, 15310 Athens, Greece","Institute of Informatics and Telecommunications, National Centre for Scientific Research \"Demokritos\", Agia Paraskevi, 15310 Athens, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Informatics and Telecommunications, University of Peloponnese, 22100 Tripoli, Greece","institution_ids":["https://openalex.org/I158716096"]},{"raw_affiliation_string":"Institute of Informatics and Telecommunications, National Centre for Scientific Research \u201cDemokritos\u201d, Agia Paraskevi, 15310 Athens, Greece","institution_ids":["https://openalex.org/I203474044"]},{"raw_affiliation_string":"Institute of Informatics and Telecommunications, National Centre for Scientific Research \"Demokritos\", Agia Paraskevi, 15310 Athens, Greece","institution_ids":["https://openalex.org/I203474044"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027172970","display_name":"Iraklis Klampanos","orcid":"https://orcid.org/0000-0003-0478-4300"},"institutions":[{"id":"https://openalex.org/I203474044","display_name":"National Centre of Scientific Research \"Demokritos\"","ror":"https://ror.org/038jp4m40","country_code":"GR","type":"facility","lineage":["https://openalex.org/I203474044"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Iraklis A. Klampanos","raw_affiliation_strings":["Institute of Informatics and Telecommunications, National Centre for Scientific Research \u201cDemokritos\u201d, Agia Paraskevi, 15310 Athens, Greece","Institute of Informatics and Telecommunications, National Centre for Scientific Research \"Demokritos\", Agia Paraskevi, 15310 Athens, Greece"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics and Telecommunications, National Centre for Scientific Research \u201cDemokritos\u201d, Agia Paraskevi, 15310 Athens, Greece","institution_ids":["https://openalex.org/I203474044"]},{"raw_affiliation_string":"Institute of Informatics and Telecommunications, National Centre for Scientific Research \"Demokritos\", Agia Paraskevi, 15310 Athens, Greece","institution_ids":["https://openalex.org/I203474044"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009411092","display_name":"Spiros Skiadopoulos","orcid":"https://orcid.org/0000-0003-3465-8292"},"institutions":[{"id":"https://openalex.org/I158716096","display_name":"University of Peloponnese","ror":"https://ror.org/04d4d3c02","country_code":"GR","type":"education","lineage":["https://openalex.org/I158716096"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Spiros Skiadopoulos","raw_affiliation_strings":["Department of Informatics and Telecommunications, University of Peloponnese, 22100 Tripoli, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Informatics and Telecommunications, University of Peloponnese, 22100 Tripoli, Greece","institution_ids":["https://openalex.org/I158716096"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018887199","display_name":"Vangelis Karkaletsis","orcid":"https://orcid.org/0000-0002-7062-9424"},"institutions":[{"id":"https://openalex.org/I203474044","display_name":"National Centre of Scientific Research \"Demokritos\"","ror":"https://ror.org/038jp4m40","country_code":"GR","type":"facility","lineage":["https://openalex.org/I203474044"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Vangelis Karkaletsis","raw_affiliation_strings":["Institute of Informatics and Telecommunications, National Centre for Scientific Research \u201cDemokritos\u201d, Agia Paraskevi, 15310 Athens, Greece","Institute of Informatics and Telecommunications, National Centre for Scientific Research \"Demokritos\", Agia Paraskevi, 15310 Athens, Greece"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics and Telecommunications, National Centre for Scientific Research \u201cDemokritos\u201d, Agia Paraskevi, 15310 Athens, Greece","institution_ids":["https://openalex.org/I203474044"]},{"raw_affiliation_string":"Institute of Informatics and Telecommunications, National Centre for Scientific Research \"Demokritos\", Agia Paraskevi, 15310 Athens, Greece","institution_ids":["https://openalex.org/I203474044"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068847776"],"corresponding_institution_ids":["https://openalex.org/I158716096","https://openalex.org/I203474044"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.1012,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.40887164,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"6","issue":"2","first_page":"17","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9990000128746033,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9986000061035156,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.996999979019165,"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/information-bottleneck-method","display_name":"Information bottleneck method","score":0.8118428587913513},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.7965061664581299},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7728002071380615},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6441171169281006},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.6430279016494751},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5480142831802368},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.5040653944015503},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.4974103271961212},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4924679696559906},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4077918827533722},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3876599967479706},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.11736923456192017}],"concepts":[{"id":"https://openalex.org/C60008888","wikidata":"https://www.wikidata.org/wiki/Q6031013","display_name":"Information bottleneck method","level":3,"score":0.8118428587913513},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7965061664581299},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7728002071380615},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6441171169281006},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.6430279016494751},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5480142831802368},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.5040653944015503},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.4974103271961212},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4924679696559906},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4077918827533722},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3876599967479706},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.11736923456192017},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/informatics6020017","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics6020017","pdf_url":"https://www.mdpi.com/2227-9709/6/2/17/pdf?version=1557052610","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:498dacfa6ff44720ad13a5ccfa971de8","is_oa":true,"landing_page_url":"https://doaj.org/article/498dacfa6ff44720ad13a5ccfa971de8","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Informatics, Vol 6, Iss 2, p 17 (2019)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2227-9709/6/2/17/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/informatics6020017","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Informatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/informatics6020017","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics6020017","pdf_url":"https://www.mdpi.com/2227-9709/6/2/17/pdf?version=1557052610","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2745036804","display_name":null,"funder_award_id":"Industrial Scholarship Program","funder_id":"https://openalex.org/F4320322565","funder_display_name":"Stavros Niarchos Foundation"}],"funders":[{"id":"https://openalex.org/F4320322565","display_name":"Stavros Niarchos Foundation","ror":"https://ror.org/0210rze73"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2941457895.pdf","grobid_xml":"https://content.openalex.org/works/W2941457895.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1493526108","https://openalex.org/W1686810756","https://openalex.org/W1686946872","https://openalex.org/W1958291604","https://openalex.org/W1996796871","https://openalex.org/W2082290707","https://openalex.org/W2093010752","https://openalex.org/W2101234009","https://openalex.org/W2108598243","https://openalex.org/W2112796928","https://openalex.org/W2131987814","https://openalex.org/W2150102617","https://openalex.org/W2153678774","https://openalex.org/W2154053567","https://openalex.org/W2256782633","https://openalex.org/W2332646948","https://openalex.org/W2503941351","https://openalex.org/W2520527333","https://openalex.org/W2557579533","https://openalex.org/W2572726383","https://openalex.org/W2593634001","https://openalex.org/W2596799992","https://openalex.org/W2683470288","https://openalex.org/W2730106296","https://openalex.org/W2756166446","https://openalex.org/W2763223177","https://openalex.org/W2777097994","https://openalex.org/W2808332967","https://openalex.org/W2892911634","https://openalex.org/W2893749619","https://openalex.org/W2898009441","https://openalex.org/W2899742500","https://openalex.org/W2904870937","https://openalex.org/W2951004968","https://openalex.org/W2953267151","https://openalex.org/W2962755847","https://openalex.org/W2962790223","https://openalex.org/W2964074409","https://openalex.org/W2978094715","https://openalex.org/W3105332824","https://openalex.org/W3118608800","https://openalex.org/W3138819813","https://openalex.org/W6675354045","https://openalex.org/W6680067488","https://openalex.org/W6681875376"],"related_works":["https://openalex.org/W4401325445","https://openalex.org/W2622284819","https://openalex.org/W1504394672","https://openalex.org/W3089381707","https://openalex.org/W4285254085","https://openalex.org/W3034190530","https://openalex.org/W2741297526","https://openalex.org/W4295728955","https://openalex.org/W2982049069","https://openalex.org/W3129794609"],"abstract_inverted_index":{"Evidence":[0,30],"transfer":[1,66,124,205],"for":[2],"clustering":[3,28,34,54],"is":[4,35,85,161],"a":[5,27,43,103],"deep":[6],"learning":[7],"method":[8,77,125],"that":[9,121,160],"manipulates":[10],"the":[11,23,50,53,62,68,79,91,96,108,115,122,128,132,158,164,167,172,177,182,186,201,207],"latent":[12,69,133,168,183,211],"representations":[13,101,134,184],"of":[14,25,46,52,64,71,89,99,166,203,209],"an":[15,72,86,137,154],"autoencoder":[16,73],"according":[17],"to":[18,37,78,152,175,199],"external":[19],"categorical":[20],"evidence":[21,65,123,204],"with":[22,42],"effect":[24],"improving":[26],"outcome.":[29],"transfer\u2019s":[31],"application":[32],"on":[33,67],"designed":[36],"be":[38],"robust":[39],"when":[40],"introduced":[41],"low":[44],"quality":[45],"evidence,":[47],"while":[48,106],"increasing":[49],"effectiveness":[51],"accuracy":[55],"during":[56],"relevant":[57],"corresponding":[58],"evidence.":[59],"We":[60,119,139,170],"interpret":[61],"effects":[63,202],"representation":[70],"by":[74,136],"comparing":[75],"our":[76,141],"information":[80,98,144,159,180],"bottleneck":[81,84,165],"method.":[82],"Information":[83],"optimisation":[87],"problem":[88],"finding":[90],"best":[92],"tradeoff":[93],"between":[94,181],"maximising":[95],"mutual":[97,179],"data":[100,117],"and":[102,185,191],"task":[104],"outcome":[105],"at":[107],"same":[109,129],"time":[110],"being":[111],"effective":[112],"in":[113,150],"compressing":[114],"original":[116],"source.":[118],"posit":[120],"has":[126],"essentially":[127],"objective":[130],"regarding":[131,206],"produced":[135],"autoencoder.":[138],"verify":[140],"hypothesis":[142],"using":[143],"theoretic":[145],"metrics":[146],"from":[147],"feature":[148],"selection":[149],"order":[151],"perform":[153],"empirical":[155],"analysis":[156],"over":[157],"carried":[162],"through":[163],"space.":[169],"use":[171],"relevance":[173],"metric":[174],"compare":[176],"overall":[178],"ground":[187],"truth":[188],"labels":[189],"before":[190],"after":[192],"their":[193],"incremental":[194],"manipulation,":[195],"as":[196],"well":[197],"as,":[198],"study":[200],"significance":[208],"each":[210],"feature.":[212]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}