{"id":"https://openalex.org/W7147308152","doi":"https://doi.org/10.1007/978-3-032-17930-2_25","title":"Visual Analysis of MNIST Convolutional Autoencoder Reconstructions via Linear Dimensionality Reduction","display_name":"Visual Analysis of MNIST Convolutional Autoencoder Reconstructions via Linear Dimensionality Reduction","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7147308152","doi":"https://doi.org/10.1007/978-3-032-17930-2_25"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-17930-2_25","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-17930-2_25","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5132571751","display_name":"Rafael Castaneda-Diaz","orcid":null},"institutions":[{"id":"https://openalex.org/I4210102112","display_name":"Universidad Polit\u00e9cnica de Zacatecas","ror":"https://ror.org/019ze4c92","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210102112"]},{"id":"https://openalex.org/I47400469","display_name":"Universidad Aut\u00f3noma de Zacatecas \"Francisco Garc\u00eda Salinas\"","ror":"https://ror.org/01m296r74","country_code":"MX","type":"education","lineage":["https://openalex.org/I47400469"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Rafael Castaneda-Diaz","raw_affiliation_strings":["Instituto Polit\u00e9cnico Nacional, Unidad Profesional Interdisciplinaria de Ingenier\u00eda Campus Zacatecas (UPIIZ), C.P. 98160., Zacatecas, M\u00e9xico","Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico"],"raw_orcid":"https://orcid.org/0009-0008-2867-1734","affiliations":[{"raw_affiliation_string":"Instituto Polit\u00e9cnico Nacional, Unidad Profesional Interdisciplinaria de Ingenier\u00eda Campus Zacatecas (UPIIZ), C.P. 98160., Zacatecas, M\u00e9xico","institution_ids":["https://openalex.org/I4210102112"]},{"raw_affiliation_string":"Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico","institution_ids":["https://openalex.org/I47400469"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132672786","display_name":"Daniela Lopez-Betancur","orcid":null},"institutions":[{"id":"https://openalex.org/I47400469","display_name":"Universidad Aut\u00f3noma de Zacatecas \"Francisco Garc\u00eda Salinas\"","ror":"https://ror.org/01m296r74","country_code":"MX","type":"education","lineage":["https://openalex.org/I47400469"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Daniela Lopez-Betancur","raw_affiliation_strings":["Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0003-0710-6062","affiliations":[{"raw_affiliation_string":"Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico","institution_ids":["https://openalex.org/I47400469"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112346895","display_name":"Carlos Guerrero-Mendez","orcid":null},"institutions":[{"id":"https://openalex.org/I47400469","display_name":"Universidad Aut\u00f3noma de Zacatecas \"Francisco Garc\u00eda Salinas\"","ror":"https://ror.org/01m296r74","country_code":"MX","type":"education","lineage":["https://openalex.org/I47400469"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Carlos Guerrero-Mendez","raw_affiliation_strings":["Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0003-0721-8515","affiliations":[{"raw_affiliation_string":"Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico","institution_ids":["https://openalex.org/I47400469"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032217883","display_name":"Efr\u00e9n Gonz\u00e1lez","orcid":"https://orcid.org/0000-0002-8060-6170"},"institutions":[{"id":"https://openalex.org/I47400469","display_name":"Universidad Aut\u00f3noma de Zacatecas \"Francisco Garc\u00eda Salinas\"","ror":"https://ror.org/01m296r74","country_code":"MX","type":"education","lineage":["https://openalex.org/I47400469"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Efren Gonzalez-Ramirez","raw_affiliation_strings":["Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0002-8060-6170","affiliations":[{"raw_affiliation_string":"Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico","institution_ids":["https://openalex.org/I47400469"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116197663","display_name":"Flossi Puma-Ttito","orcid":"https://orcid.org/0000-0001-6692-0991"},"institutions":[{"id":"https://openalex.org/I47400469","display_name":"Universidad Aut\u00f3noma de Zacatecas \"Francisco Garc\u00eda Salinas\"","ror":"https://ror.org/01m296r74","country_code":"MX","type":"education","lineage":["https://openalex.org/I47400469"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Flossi Puma-Ttito","raw_affiliation_strings":["Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0001-6692-0991","affiliations":[{"raw_affiliation_string":"Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico","institution_ids":["https://openalex.org/I47400469"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009649936","display_name":"R\u00f3mulo Enrique Troncoso-Pacheco","orcid":"https://orcid.org/0000-0002-2074-9743"},"institutions":[{"id":"https://openalex.org/I47400469","display_name":"Universidad Aut\u00f3noma de Zacatecas \"Francisco Garc\u00eda Salinas\"","ror":"https://ror.org/01m296r74","country_code":"MX","type":"education","lineage":["https://openalex.org/I47400469"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"R\u00f3mulo Troncoso-Pacheco","raw_affiliation_strings":["Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0002-2074-9743","affiliations":[{"raw_affiliation_string":"Universidad Aut\u00f3noma de Zacatecas, Unidad Acad\u00e9mica de Ciencia y Tecnolog\u00eda de La Luz y La Materia (LUMAT), C.P. 98047, Zacatecas, M\u00e9xico","institution_ids":["https://openalex.org/I47400469"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5132672786"],"corresponding_institution_ids":["https://openalex.org/I47400469"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.87857143,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"352","last_page":"367"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.2524999976158142,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.2524999976158142,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.07180000096559525,"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/T12549","display_name":"Image and Object Detection Techniques","score":0.05900000035762787,"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/mnist-database","display_name":"MNIST database","score":0.9882000088691711},{"id":"https://openalex.org/keywords/mahalanobis-distance","display_name":"Mahalanobis distance","score":0.7871999740600586},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.7803999781608582},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6953999996185303},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.6148999929428101},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.5090000033378601},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.43140000104904175}],"concepts":[{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.9882000088691711},{"id":"https://openalex.org/C1921717","wikidata":"https://www.wikidata.org/wiki/Q1334846","display_name":"Mahalanobis distance","level":2,"score":0.7871999740600586},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7803999781608582},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7710000276565552},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6953999996185303},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6449000239372253},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.6148999929428101},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5090000033378601},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.43140000104904175},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4023999869823456},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.38179999589920044},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.3756999969482422},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3547999858856201},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.3179999887943268},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.30660000443458557},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.29789999127388},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.29260000586509705},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2818000018596649},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.26739999651908875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-17930-2_25","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-17930-2_25","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1979947357","https://openalex.org/W2062515778","https://openalex.org/W2116022929","https://openalex.org/W2121647436","https://openalex.org/W2124004946","https://openalex.org/W2128728535","https://openalex.org/W2138451337","https://openalex.org/W2144783994","https://openalex.org/W2163922914","https://openalex.org/W2295124130","https://openalex.org/W2303043072","https://openalex.org/W2780602937","https://openalex.org/W4312075150","https://openalex.org/W4319989526","https://openalex.org/W4408238396"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-02T13:53:19.096889","created_date":"2026-04-02T00:00:00"}