{"id":"https://openalex.org/W4406664488","doi":"https://doi.org/10.3390/fi17020053","title":"Optimizing IoT Video Data: Dimensionality Reduction for Efficient Deep Learning on Edge Computing","display_name":"Optimizing IoT Video Data: Dimensionality Reduction for Efficient Deep Learning on Edge Computing","publication_year":2025,"publication_date":"2025-01-21","ids":{"openalex":"https://openalex.org/W4406664488","doi":"https://doi.org/10.3390/fi17020053"},"language":"en","primary_location":{"id":"doi:10.3390/fi17020053","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17020053","pdf_url":"https://www.mdpi.com/1999-5903/17/2/53/pdf?version=1737540779","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"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":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/17/2/53/pdf?version=1737540779","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088006135","display_name":"David Ortiz-P\u00e9rez","orcid":"https://orcid.org/0009-0008-4890-8217"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David Ortiz-Perez","raw_affiliation_strings":["Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain"],"raw_orcid":"https://orcid.org/0009-0008-4890-8217","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078780485","display_name":"Pablo Ruiz-Ponce","orcid":"https://orcid.org/0009-0004-6434-2701"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pablo Ruiz-Ponce","raw_affiliation_strings":["Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain"],"raw_orcid":"https://orcid.org/0009-0004-6434-2701","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033302099","display_name":"David Mulero-P\u00e9rez","orcid":"https://orcid.org/0000-0002-1712-7265"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David Mulero-P\u00e9rez","raw_affiliation_strings":["Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain"],"raw_orcid":"https://orcid.org/0000-0002-1712-7265","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069445569","display_name":"Manuel Benavent-Lled\u00f3","orcid":"https://orcid.org/0000-0001-8809-8476"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Benavent-Lledo","raw_affiliation_strings":["Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8809-8476","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054582493","display_name":"Javier Rodriguez-Juan","orcid":"https://orcid.org/0009-0001-0241-5221"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Rodriguez-Juan","raw_affiliation_strings":["Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain"],"raw_orcid":"https://orcid.org/0009-0001-0241-5221","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115968832","display_name":"Hugo Hernandez-Lopez","orcid":null},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Hugo Hernandez-Lopez","raw_affiliation_strings":["Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115968833","display_name":"Anatoli Iarovikov","orcid":null},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Anatoli Iarovikov","raw_affiliation_strings":["Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080068538","display_name":"Srdjan Kr\u010do","orcid":"https://orcid.org/0000-0002-7310-6063"},"institutions":[{"id":"https://openalex.org/I4210125362","display_name":"DunavNET (Serbia)","ror":"https://ror.org/02fyr1a65","country_code":"RS","type":"company","lineage":["https://openalex.org/I4210125362"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Srdjan Krco","raw_affiliation_strings":["DunavNet DOO, Bulevar Oslobo\u0111enja 133/2, 21000 Novi Sad, Serbia"],"raw_orcid":"https://orcid.org/0000-0002-7310-6063","affiliations":[{"raw_affiliation_string":"DunavNet DOO, Bulevar Oslobo\u0111enja 133/2, 21000 Novi Sad, Serbia","institution_ids":["https://openalex.org/I4210125362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011083152","display_name":"Daliborka Nedi\u0107","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125362","display_name":"DunavNET (Serbia)","ror":"https://ror.org/02fyr1a65","country_code":"RS","type":"company","lineage":["https://openalex.org/I4210125362"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Daliborka Nedic","raw_affiliation_strings":["DunavNet DOO, Bulevar Oslobo\u0111enja 133/2, 21000 Novi Sad, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DunavNet DOO, Bulevar Oslobo\u0111enja 133/2, 21000 Novi Sad, Serbia","institution_ids":["https://openalex.org/I4210125362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035227760","display_name":"Dejan Vukobratovi\u0107","orcid":"https://orcid.org/0000-0002-5305-8420"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Dejan Vukobratovic","raw_affiliation_strings":["Faculty of Technical Sciences, University of Novi Sad, Trg Dositeja Obradovi\u0107a 6, 21000 Novi Sad, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, University of Novi Sad, Trg Dositeja Obradovi\u0107a 6, 21000 Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079599826","display_name":"Jos\u00e9 Garc\u00eda\u2010Rodr\u00edguez","orcid":"https://orcid.org/0000-0002-7798-3055"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Jose Garcia-Rodriguez","raw_affiliation_strings":["Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain"],"raw_orcid":"https://orcid.org/0000-0002-7798-3055","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, University of Alicante, 03690 Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5079599826"],"corresponding_institution_ids":["https://openalex.org/I130194489"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.0044,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72533579,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"17","issue":"2","first_page":"53","last_page":"53"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.6963000297546387,"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/T10057","display_name":"Face and Expression Recognition","score":0.6963000297546387,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.6105999946594238,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.9433181285858154},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.7516173124313354},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.7158973217010498},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6454637050628662},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.6112328767776489},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5682786703109741},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5199169516563416},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.45948562026023865},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.4306965470314026},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.42771464586257935},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38695845007896423},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.17672917246818542},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.17603743076324463},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09218090772628784}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9433181285858154},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.7516173124313354},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.7158973217010498},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6454637050628662},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.6112328767776489},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5682786703109741},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5199169516563416},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.45948562026023865},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.4306965470314026},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.42771464586257935},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38695845007896423},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.17672917246818542},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.17603743076324463},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09218090772628784},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/fi17020053","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17020053","pdf_url":"https://www.mdpi.com/1999-5903/17/2/53/pdf?version=1737540779","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"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":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jftint:v:17:y:2025:i:2:p:53-:d:1572726","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/17/2/53/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:47f6091b54934469a6d28d159277a09e","is_oa":true,"landing_page_url":"https://doaj.org/article/47f6091b54934469a6d28d159277a09e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 17, Iss 2, p 53 (2025)","raw_type":"article"},{"id":"pmh:oai:rua.ua.es:10045/151344","is_oa":true,"landing_page_url":"http://hdl.handle.net/10045/151344","pdf_url":null,"source":{"id":"https://openalex.org/S4306400416","display_name":"Repositorio Institucional de la Universidad de Alicante (Universidad de Alicante)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130194489","host_organization_name":"University of Alicante","host_organization_lineage":["https://openalex.org/I130194489"],"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":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/fi17020053","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17020053","pdf_url":"https://www.mdpi.com/1999-5903/17/2/53/pdf?version=1737540779","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"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":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1622782223","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G2455914771","display_name":null,"funder_award_id":"101086387","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G5080475149","display_name":null,"funder_award_id":"10.13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G6551962050","display_name":null,"funder_award_id":"MCIN/AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7535663061","display_name":null,"funder_award_id":"AEI/10.","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G755615477","display_name":null,"funder_award_id":"HORIZON-MSCA-2021-SE-0 action number: 101086387","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8734086056","display_name":null,"funder_award_id":"TED2021-130890B-C21","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406664488.pdf","grobid_xml":"https://content.openalex.org/works/W4406664488.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W1522734439","https://openalex.org/W1777628566","https://openalex.org/W1954152232","https://openalex.org/W1973445088","https://openalex.org/W2001141328","https://openalex.org/W2026416225","https://openalex.org/W2028880308","https://openalex.org/W2031341435","https://openalex.org/W2053186076","https://openalex.org/W2060259671","https://openalex.org/W2071128523","https://openalex.org/W2087475313","https://openalex.org/W2098502158","https://openalex.org/W2100495367","https://openalex.org/W2108602194","https://openalex.org/W2140095548","https://openalex.org/W2149446171","https://openalex.org/W2152825437","https://openalex.org/W2194775991","https://openalex.org/W2294798173","https://openalex.org/W2442496213","https://openalex.org/W2517543550","https://openalex.org/W2580899942","https://openalex.org/W2743764749","https://openalex.org/W2883429621","https://openalex.org/W2883985973","https://openalex.org/W2893196123","https://openalex.org/W2909791909","https://openalex.org/W2917927137","https://openalex.org/W2919115771","https://openalex.org/W2963155035","https://openalex.org/W2963340415","https://openalex.org/W2963446712","https://openalex.org/W2966273162","https://openalex.org/W2977800506","https://openalex.org/W3000409346","https://openalex.org/W3011249019","https://openalex.org/W3024333932","https://openalex.org/W3046440023","https://openalex.org/W3104843843","https://openalex.org/W3138516171","https://openalex.org/W4224285690","https://openalex.org/W4285039347","https://openalex.org/W4312560592","https://openalex.org/W4312769131","https://openalex.org/W4316035260","https://openalex.org/W4319777935","https://openalex.org/W4323545743","https://openalex.org/W4390872309","https://openalex.org/W6683411478","https://openalex.org/W6684865402","https://openalex.org/W6739901393"],"related_works":["https://openalex.org/W1995622179","https://openalex.org/W1484111231","https://openalex.org/W4391160746","https://openalex.org/W1552543208","https://openalex.org/W2074396517","https://openalex.org/W2166963679","https://openalex.org/W2187269125","https://openalex.org/W1641615907","https://openalex.org/W3089231081","https://openalex.org/W2093956241"],"abstract_inverted_index":{"The":[0,119],"rapid":[1],"loss":[2],"of":[3,14,25,33,64,95,115,158,177,187],"biodiversity":[4],"significantly":[5],"impacts":[6],"birds\u2019":[7],"environments":[8,111],"and":[9,46,88,132,165,185],"behaviors,":[10],"highlighting":[11],"the":[12,22,31,93,113,116,142,161,175,183],"importance":[13],"analyzing":[15],"bird":[16,106,188],"behavior":[17,107,189],"for":[18,69,76],"ecological":[19],"insights.":[20],"With":[21],"growing":[23],"adoption":[24],"Machine":[26],"Learning":[27],"(ML)":[28],"algorithms":[29],"in":[30,109,150],"Internet":[32],"Things":[34],"(IoT)":[35],"domain,":[36],"edge":[37],"computing":[38],"has":[39],"become":[40],"essential":[41],"to":[42,141,146,181],"ensure":[43],"data":[44,78,151],"privacy":[45],"enable":[47],"real-time":[48],"predictions":[49],"by":[50],"processing":[51],"high-dimensional":[52],"data,":[53,85],"such":[54],"as":[55],"video":[56,70,84,128],"streams,":[57],"efficiently.":[58],"This":[59],"paper":[60],"introduces":[61],"a":[62,147,155],"set":[63],"dimensionality":[65,179],"reduction":[66,149,180],"techniques":[67],"tailored":[68],"sequences":[71],"based":[72],"on":[73,105,160,169],"cutting-edge":[74],"methods":[75,81,137],"this":[77,170],"representation.":[79],"These":[80,136,172],"drastically":[82],"compress":[83],"reducing":[86],"bandwidth":[87],"storage":[89],"requirements":[90],"while":[91,153],"enabling":[92],"creation":[94],"compact":[96],"ML":[97],"models":[98],"with":[99],"faster":[100],"inference":[101],"speeds.":[102],"Comprehensive":[103],"experiments":[104,120],"classification":[108,156],"rural":[110],"demonstrate":[112],"effectiveness":[114],"proposed":[117],"techniques.":[118],"incorporate":[121],"state-of-the-art":[122,167],"deep":[123],"learning":[124],"techniques,":[125],"including":[126],"pre-trained":[127],"vision":[129],"models,":[130],"Autoencoders,":[131],"single-frame":[133],"feature":[134],"extraction.":[135],"demonstrated":[138],"superior":[139],"performance":[140,168],"baseline,":[143],"achieving":[144],"up":[145],"6000-fold":[148],"size":[152],"reaching":[154],"accuracy":[157],"60.7%":[159],"Visual":[162],"WetlandBirds":[163],"Dataset":[164],"obtaining":[166],"dataset.":[171],"findings":[173],"underline":[174],"potential":[176],"using":[178],"enhance":[182],"scalability":[184],"efficiency":[186],"analysis.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}