{"id":"https://openalex.org/W4403600565","doi":"https://doi.org/10.1109/tnse.2024.3483295","title":"ONDS: Optimum Node and Data Selection From Constrained IoT for Efficient Online Learning","display_name":"ONDS: Optimum Node and Data Selection From Constrained IoT for Efficient Online Learning","publication_year":2024,"publication_date":"2024-10-21","ids":{"openalex":"https://openalex.org/W4403600565","doi":"https://doi.org/10.1109/tnse.2024.3483295"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2024.3483295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2024.3483295","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network Science and Engineering","raw_type":"journal-article"},"type":"article","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/A5006961690","display_name":"Alaa Awad Abdellatif","orcid":"https://orcid.org/0000-0002-3887-2520"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Alaa Awad Abdellatif","raw_affiliation_strings":["Computer Science, Engineering Department, Qatar University, Doha, Qatar","Computer Science and Engineering Department, Qatar University, Qatar"],"raw_orcid":"https://orcid.org/0000-0002-3887-2520","affiliations":[{"raw_affiliation_string":"Computer Science, Engineering Department, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]},{"raw_affiliation_string":"Computer Science and Engineering Department, Qatar University, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029126771","display_name":"Khaled Shaban","orcid":"https://orcid.org/0000-0002-5688-7515"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Khaled Shaban","raw_affiliation_strings":["Computer Science, Engineering Department, Qatar University, Doha, Qatar","Computer Science and Engineering Department, Qatar University, Qatar"],"raw_orcid":"https://orcid.org/0000-0002-5688-7515","affiliations":[{"raw_affiliation_string":"Computer Science, Engineering Department, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]},{"raw_affiliation_string":"Computer Science and Engineering Department, Qatar University, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023955247","display_name":"Ahmed Massoud","orcid":"https://orcid.org/0000-0001-9343-469X"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Ahmed Massoud","raw_affiliation_strings":["Electrical Engineering Department, Qatar University, Doha, Qatar","Electrical Engineering Department, Qatar University, Qatar"],"raw_orcid":"https://orcid.org/0000-0001-9343-469X","affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]},{"raw_affiliation_string":"Electrical Engineering Department, Qatar University, Qatar","institution_ids":["https://openalex.org/I60342839"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I60342839"],"apc_list":null,"apc_paid":null,"fwci":1.7045,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.85673116,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"12","issue":"1","first_page":"44","last_page":"53"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9886999726295471,"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"}},"topics":[{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9886999726295471,"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"}},{"id":"https://openalex.org/T12222","display_name":"IoT-based Smart Home Systems","score":0.9431999921798706,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9282000064849854,"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":0.7372956275939941},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6549904346466064},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.6060338020324707},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5866347551345825},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3601406514644623},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3597790002822876},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3458086848258972},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12900328636169434},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12024903297424316}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7372956275939941},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6549904346466064},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.6060338020324707},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5866347551345825},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3601406514644623},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3597790002822876},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3458086848258972},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12900328636169434},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12024903297424316},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2024.3483295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2024.3483295","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332753","display_name":"Qatar National Research Fund","ror":"https://ror.org/01svaqq28"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1514928307","https://openalex.org/W1593916827","https://openalex.org/W2471138382","https://openalex.org/W2566079294","https://openalex.org/W2738938774","https://openalex.org/W2770271492","https://openalex.org/W2783871507","https://openalex.org/W2894776549","https://openalex.org/W2902557560","https://openalex.org/W2919587621","https://openalex.org/W2920179928","https://openalex.org/W2962843773","https://openalex.org/W2963318081","https://openalex.org/W2964352239","https://openalex.org/W2991544738","https://openalex.org/W2992748881","https://openalex.org/W2999146029","https://openalex.org/W3015636663","https://openalex.org/W3026290994","https://openalex.org/W3035711801","https://openalex.org/W3042621011","https://openalex.org/W3048754373","https://openalex.org/W3123012396","https://openalex.org/W3128382687","https://openalex.org/W3128936934","https://openalex.org/W3143905169","https://openalex.org/W3163012042","https://openalex.org/W3163279171","https://openalex.org/W3163739719","https://openalex.org/W3164970261","https://openalex.org/W3191468586","https://openalex.org/W3211040691","https://openalex.org/W4223607725","https://openalex.org/W4224270598","https://openalex.org/W4226107175","https://openalex.org/W4285175516","https://openalex.org/W4293218370","https://openalex.org/W6639647829","https://openalex.org/W6679154944","https://openalex.org/W6685104986","https://openalex.org/W6742760697","https://openalex.org/W6746932923"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4247463117","https://openalex.org/W4361251261","https://openalex.org/W3031181660","https://openalex.org/W4238100021"],"abstract_inverted_index":{"Supervised":[0],"Machine":[1],"Learning":[2],"(ML)":[3],"models":[4,60,150],"require":[5],"large":[6],"amounts":[7,87],"of":[8,24,56,88,143,159],"labeled":[9],"data":[10,37,62,78,89,134],"for":[11,79],"training.":[12],"However,":[13],"this":[14,50,107],"becomes":[15,47],"challenging":[16],"when":[17],"dealing":[18],"with":[19,120],"resource-":[20],"and":[21,40,44,82,98,116,136,151,169],"network-constrained":[22],"Internet":[23],"Things":[25],"(IoT)":[26],"devices":[27],"that":[28,76],"collect":[29],"data.":[30],"Furthermore,":[31],"in":[32,123,166],"scenarios":[33],"where":[34],"the":[35,54,74,80,85,124,141,157],"acquired":[36,92],"is":[38],"fast-changing":[39],"highly":[41],"temporal,":[42],"continuous":[43],"online":[45],"learning":[46,103],"necessary.":[48],"In":[49],"paper,":[51],"we":[52,110,145],"address":[53],"problem":[55],"efficiently":[57],"training":[58],"ML":[59,137],"using":[61,148],"from":[63,93],"IoT":[64],"nodes.":[65],"We":[66],"specifically":[67],"focus":[68],"on":[69],"two":[70],"aspects:":[71],"i)":[72],"selecting":[73],"nodes":[75],"provide":[77],"re/training,":[81],"ii)":[83],"determining":[84],"optimal":[86],"to":[90,132],"be":[91],"these":[94],"nodes,":[95],"considering":[96],"network":[97],"time":[99],"constraints,":[100],"while":[101],"minimizing":[102],"errors.":[104],"To":[105,139],"tackle":[106],"optimization":[108],"problem,":[109],"propose":[111],"ONDS:":[112],"an":[113],"Optimum":[114],"Node":[115],"Data":[117],"Selection":[118],"algorithm":[119],"linear":[121],"complexity":[122],"worst-case.":[125],"ONDS":[126],"offers":[127],"a":[128],"model-agnostic":[129],"solution":[130],"applicable":[131],"different":[133],"modalities":[135],"architectures.":[138],"evaluate":[140],"performance":[142],"ONDS,":[144,160],"conduct":[146],"experiments":[147],"various":[149],"real-world":[152],"datasets.":[153],"The":[154],"results":[155],"demonstrate":[156],"effectiveness":[158],"as":[161],"it":[162],"outperforms":[163],"existing":[164],"alternatives":[165],"both":[167],"classification":[168],"regression":[170],"tasks.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}