{"id":"https://openalex.org/W3202748527","doi":"https://doi.org/10.1109/ieeeconf53345.2021.9723282","title":"A Robust Alternative for Graph Convolutional Neural Networks via Graph Neighborhood Filters","display_name":"A Robust Alternative for Graph Convolutional Neural Networks via Graph Neighborhood Filters","publication_year":2021,"publication_date":"2021-10-31","ids":{"openalex":"https://openalex.org/W3202748527","doi":"https://doi.org/10.1109/ieeeconf53345.2021.9723282","mag":"3202748527"},"language":"en","primary_location":{"id":"doi:10.1109/ieeeconf53345.2021.9723282","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ieeeconf53345.2021.9723282","pdf_url":null,"source":{"id":"https://openalex.org/S4363607877","display_name":"2021 55th Asilomar Conference on Signals, Systems, and Computers","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 55th Asilomar Conference on Signals, Systems, and Computers","raw_type":"proceedings-article"},"type":"conference-paper","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/A5075337854","display_name":"V\u00edctor M. Tenorio","orcid":"https://orcid.org/0000-0002-0079-7326"},"institutions":[{"id":"https://openalex.org/I182083151","display_name":"Universidad Rey Juan Carlos","ror":"https://ror.org/01v5cv687","country_code":"ES","type":"education","lineage":["https://openalex.org/I182083151"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Victor M. Tenorio","raw_affiliation_strings":["King Juan Carlos University,Dept. of Signal Theory and Comms.,Madrid,Spain","Dept. of Signal Theory and Comms., King Juan Carlos University, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Juan Carlos University,Dept. of Signal Theory and Comms.,Madrid,Spain","institution_ids":["https://openalex.org/I182083151"]},{"raw_affiliation_string":"Dept. of Signal Theory and Comms., King Juan Carlos University, Madrid, Spain","institution_ids":["https://openalex.org/I182083151"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001628625","display_name":"Samuel Rey","orcid":"https://orcid.org/0000-0003-1208-8997"},"institutions":[{"id":"https://openalex.org/I182083151","display_name":"Universidad Rey Juan Carlos","ror":"https://ror.org/01v5cv687","country_code":"ES","type":"education","lineage":["https://openalex.org/I182083151"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Samuel Rey","raw_affiliation_strings":["King Juan Carlos University,Dept. of Signal Theory and Comms.,Madrid,Spain","Dept. of Signal Theory and Comms., King Juan Carlos University, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Juan Carlos University,Dept. of Signal Theory and Comms.,Madrid,Spain","institution_ids":["https://openalex.org/I182083151"]},{"raw_affiliation_string":"Dept. of Signal Theory and Comms., King Juan Carlos University, Madrid, Spain","institution_ids":["https://openalex.org/I182083151"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069506165","display_name":"Fernando Gama","orcid":"https://orcid.org/0000-0001-6117-8193"},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fernando Gama","raw_affiliation_strings":["Rice University,Dept. of ECE,Houston,USA","Dept. of ECE, Rice University, Houston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rice University,Dept. of ECE,Houston,USA","institution_ids":["https://openalex.org/I74775410"]},{"raw_affiliation_string":"Dept. of ECE, Rice University, Houston, USA","institution_ids":["https://openalex.org/I74775410"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012007074","display_name":"Santiago Segarra","orcid":"https://orcid.org/0000-0002-8408-9633"},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Santiago Segarra","raw_affiliation_strings":["Rice University,Dept. of ECE,Houston,USA","Dept. of ECE, Rice University, Houston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rice University,Dept. of ECE,Houston,USA","institution_ids":["https://openalex.org/I74775410"]},{"raw_affiliation_string":"Dept. of ECE, Rice University, Houston, USA","institution_ids":["https://openalex.org/I74775410"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054312245","display_name":"Antonio G. Marqu\u00e9s","orcid":"https://orcid.org/0000-0002-4642-7718"},"institutions":[{"id":"https://openalex.org/I182083151","display_name":"Universidad Rey Juan Carlos","ror":"https://ror.org/01v5cv687","country_code":"ES","type":"education","lineage":["https://openalex.org/I182083151"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio G. Marques","raw_affiliation_strings":["King Juan Carlos University,Dept. of Signal Theory and Comms.,Madrid,Spain","Dept. of Signal Theory and Comms., King Juan Carlos University, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Juan Carlos University,Dept. of Signal Theory and Comms.,Madrid,Spain","institution_ids":["https://openalex.org/I182083151"]},{"raw_affiliation_string":"Dept. of Signal Theory and Comms., King Juan Carlos University, Madrid, Spain","institution_ids":["https://openalex.org/I182083151"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8792,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.77177105,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1573","last_page":"1578"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998999834060669,"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/T10028","display_name":"Topic Modeling","score":0.9390000104904175,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9258000254631042,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5214928388595581},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49968814849853516},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4561944603919983},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3543427586555481}],"concepts":[{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5214928388595581},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49968814849853516},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4561944603919983},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3543427586555481}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ieeeconf53345.2021.9723282","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ieeeconf53345.2021.9723282","pdf_url":null,"source":{"id":"https://openalex.org/S4363607877","display_name":"2021 55th Asilomar Conference on Signals, Systems, and Computers","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 55th Asilomar Conference on Signals, Systems, and Computers","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1991252559","https://openalex.org/W2016926874","https://openalex.org/W2091990110","https://openalex.org/W2101491865","https://openalex.org/W2116341502","https://openalex.org/W2153959628","https://openalex.org/W2157446903","https://openalex.org/W2162630660","https://openalex.org/W2168190036","https://openalex.org/W2343344684","https://openalex.org/W2519887557","https://openalex.org/W2558748708","https://openalex.org/W2570065583","https://openalex.org/W2616297073","https://openalex.org/W2624431344","https://openalex.org/W2796431263","https://openalex.org/W2798598284","https://openalex.org/W2885104635","https://openalex.org/W2912636151","https://openalex.org/W2916106175","https://openalex.org/W2962767366","https://openalex.org/W2964015378","https://openalex.org/W2964124573","https://openalex.org/W2964321699","https://openalex.org/W3007598526","https://openalex.org/W3011375832","https://openalex.org/W3015741275","https://openalex.org/W3034345703","https://openalex.org/W3093639681","https://openalex.org/W3095462313","https://openalex.org/W3095521706","https://openalex.org/W3098810177","https://openalex.org/W3101682675","https://openalex.org/W3152787073","https://openalex.org/W3160221829","https://openalex.org/W3161873960","https://openalex.org/W3170106575","https://openalex.org/W4235019172","https://openalex.org/W4241484535","https://openalex.org/W4287326033","https://openalex.org/W4294558607","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6760001035","https://openalex.org/W6790843002"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829"],"abstract_inverted_index":{"Graph":[0],"convolutional":[1],"neural":[2],"networks":[3],"(GCNNs)":[4],"are":[5,27,45],"popular":[6],"deep":[7,130],"learning":[8],"architectures":[9],"that,":[10],"upon":[11],"replacing":[12],"regular":[13],"convolutions":[14],"with":[15,79],"graph":[16,63,76,135],"filters":[17,44,64],"(GFs),":[18],"generalize":[19],"CNNs":[20],"to":[21,29,86,105,133],"irregular":[22],"domains.":[23],"However,":[24],"classical":[25],"GFs":[26,69,119],"prone":[28],"numerical":[30,89],"errors":[31,106],"since":[32],"they":[33],"consist":[34],"of":[35,53,68,74,91,98,110,129],"high-order":[36],"polynomials.":[37],"This":[38],"problem":[39],"is":[40],"aggravated":[41],"when":[42],"several":[43],"applied":[46],"in":[47,107,120,126],"cascade,":[48],"limiting":[49],"the":[50,61,72,75,88,96,103,108,111,115,127],"practical":[51,121],"depth":[52],"GCNNs.":[54],"To":[55,113],"tackle":[56],"this":[57],"issue,":[58],"we":[59,123],"present":[60],"neighborhood":[62,81,131],"(NGFs),":[65],"a":[66],"family":[67],"that":[70],"replaces":[71],"powers":[73],"shift":[77],"operator":[78],"k-hop":[80],"adjacency":[82],"matrices.":[83],"NGFs":[84,125],"help":[85],"alleviate":[87],"issues":[90],"traditional":[92,118],"GFs,":[93],"allow":[94],"for":[95],"design":[97,128],"deeper":[99],"GCNNs,":[100],"and":[101,138,145],"enhance":[102],"robustness":[104],"topology":[109],"graph.":[112],"illustrate":[114],"advantage":[116],"over":[117,142],"applications,":[122],"use":[124],"GCNNs":[132],"solve":[134],"signal":[136],"denoising":[137],"node":[139],"classification":[140],"problems":[141],"both":[143],"synthetic":[144],"real-world":[146],"data.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}