{"id":"https://openalex.org/W4403220874","doi":"https://doi.org/10.1145/3640457.3688179","title":"On Interpretability of Linear Autoencoders","display_name":"On Interpretability of Linear Autoencoders","publication_year":2024,"publication_date":"2024-10-08","ids":{"openalex":"https://openalex.org/W4403220874","doi":"https://doi.org/10.1145/3640457.3688179"},"language":"en","primary_location":{"id":"doi:10.1145/3640457.3688179","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640457.3688179","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640457.3688179","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"18th ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3640457.3688179","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031832779","display_name":"Martin Spi\u0161\u00e1k","orcid":"https://orcid.org/0009-0006-7763-5575"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Martin Spi\u0161\u00e1k","raw_affiliation_strings":["Recombee, Czech Republic"],"raw_orcid":"https://orcid.org/0009-0006-7763-5575","affiliations":[{"raw_affiliation_string":"Recombee, Czech Republic","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060741224","display_name":"Radek Bartyzal","orcid":"https://orcid.org/0000-0002-5482-0886"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Radek Bartyzal","raw_affiliation_strings":["GLAMI, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0002-5482-0886","affiliations":[{"raw_affiliation_string":"GLAMI, Czech Republic","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078341325","display_name":"Anton\u00edn Hoskovec","orcid":"https://orcid.org/0000-0003-1963-0283"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Anton\u00edn Hoskovec","raw_affiliation_strings":["GLAMI, Czech Republic and Department of Physics, Faculty of Nuclear Sciences and Physical Engineering, Czech Technical University in Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0003-1963-0283","affiliations":[{"raw_affiliation_string":"GLAMI, Czech Republic and Department of Physics, Faculty of Nuclear Sciences and Physical Engineering, Czech Technical University in Prague, Czech Republic","institution_ids":["https://openalex.org/I44504214"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008815142","display_name":"Ladislav Pe\u0161ka","orcid":"https://orcid.org/0000-0001-8082-4509"},"institutions":[{"id":"https://openalex.org/I21250087","display_name":"Charles University","ror":"https://ror.org/024d6js02","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21250087"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Ladislav Pe\u0161ka","raw_affiliation_strings":["Department of Software Engineering, Faculty of Mathematics and Physics, Charles University, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0001-8082-4509","affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Faculty of Mathematics and Physics, Charles University, Czech Republic","institution_ids":["https://openalex.org/I21250087"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5259,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.70176943,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"975","last_page":"980"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10901","display_name":"Advanced Data Compression Techniques","score":0.9934999942779541,"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/T10901","display_name":"Advanced Data Compression Techniques","score":0.9934999942779541,"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/T10320","display_name":"Neural Networks and Applications","score":0.9761000275611877,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9749000072479248,"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/interpretability","display_name":"Interpretability","score":0.9372665882110596},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6266192197799683},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5523616671562195},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33267998695373535}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9372665882110596},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6266192197799683},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5523616671562195},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33267998695373535}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3640457.3688179","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640457.3688179","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640457.3688179","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"18th ACM Conference on Recommender Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3640457.3688179","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640457.3688179","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640457.3688179","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"18th ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4403220874.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1936106","https://openalex.org/W1962325108","https://openalex.org/W1987431925","https://openalex.org/W2001259128","https://openalex.org/W2026034143","https://openalex.org/W2042281163","https://openalex.org/W2159094788","https://openalex.org/W2219888463","https://openalex.org/W2253995343","https://openalex.org/W2475334473","https://openalex.org/W2512971201","https://openalex.org/W2912745432","https://openalex.org/W2945827670","https://openalex.org/W2949419207","https://openalex.org/W2963085847","https://openalex.org/W2963921057","https://openalex.org/W2997617192","https://openalex.org/W3088744629","https://openalex.org/W3098638686","https://openalex.org/W3100278010","https://openalex.org/W3101708421","https://openalex.org/W3164446158","https://openalex.org/W3201591198","https://openalex.org/W3211143493","https://openalex.org/W4205680523","https://openalex.org/W4296591816","https://openalex.org/W4296604407","https://openalex.org/W4367047187","https://openalex.org/W4386729114","https://openalex.org/W4392507857"],"related_works":["https://openalex.org/W1986582023","https://openalex.org/W2961085424","https://openalex.org/W2966829450","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694"],"abstract_inverted_index":{"We":[0],"derive":[1],"a":[2,44],"novel":[3],"graph-based":[4],"interpretation":[5],"of":[6,25],"linear":[7],"autoencoder":[8],"models":[9,27],"easer,":[10],"slim,":[11],"and":[12,55,67,72],"their":[13],"approximate":[14],"variants.":[15],"Contrary":[16],"to":[17],"popular":[18],"belief,":[19],"we":[20,42],"reveal":[21],"that":[22,47],"the":[23],"weights":[24],"these":[26],"should":[28],"not":[29],"be":[30],"interpreted":[31],"as":[32,38,62],"dichotomic":[33],"item":[34],"similarity":[35],"but":[36],"merely":[37],"its":[39],"magnitude.":[40],"Consequently,":[41],"propose":[43],"simple":[45],"modification":[46],"considerably":[48],"improves":[49],"retrieval":[50],"ability":[51],"in":[52],"sparse":[53],"domains":[54],"yields":[56],"interpretable":[57],"inference":[58],"with":[59],"negative":[60],"inputs,":[61],"demonstrated":[63],"by":[64],"both":[65],"offline":[66],"online":[68],"experiments.":[69],"Experiment":[70],"codes":[71],"extended":[73],"results":[74],"are":[75],"available":[76],"at":[77],"https://osf.io/bjmuv/.":[78]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}