{"id":"https://openalex.org/W4391221823","doi":"https://doi.org/10.1145/3638057","title":"Correlation-aware Graph Data Augmentation with Implicit and Explicit Neighbors","display_name":"Correlation-aware Graph Data Augmentation with Implicit and Explicit Neighbors","publication_year":2024,"publication_date":"2024-01-25","ids":{"openalex":"https://openalex.org/W4391221823","doi":"https://doi.org/10.1145/3638057"},"language":"en","primary_location":{"id":"doi:10.1145/3638057","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3638057","pdf_url":null,"source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","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/A5101190285","display_name":"Chuan-Wei Kuo","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Chuan-Wei Kuo","raw_affiliation_strings":["Institute of Computer Science and Engineering, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computer Science and Engineering, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Bo-Yu Chen","orcid":"https://orcid.org/0000-0002-0689-0230"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Bo-Yu Chen","raw_affiliation_strings":["Institute of Computer Science and Engineering, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-0689-0230","affiliations":[{"raw_affiliation_string":"Institute of Computer Science and Engineering, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040101293","display_name":"Wen-Chih Peng","orcid":"https://orcid.org/0000-0002-0172-7311"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wen-Chih Peng","raw_affiliation_strings":["Institute of Computer Science and Engineering, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-0172-7311","affiliations":[{"raw_affiliation_string":"Institute of Computer Science and Engineering, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101828231","display_name":"Chih\u2010Chieh Hung","orcid":"https://orcid.org/0000-0002-6972-6577"},"institutions":[{"id":"https://openalex.org/I162838928","display_name":"National Chung Hsing University","ror":"https://ror.org/05vn3ca78","country_code":"TW","type":"education","lineage":["https://openalex.org/I162838928"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chih-Chieh Hung","raw_affiliation_strings":["Department of Management Information Systems, National Chung Hsing University, Taichung, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-6972-6577","affiliations":[{"raw_affiliation_string":"Department of Management Information Systems, National Chung Hsing University, Taichung, Taiwan","institution_ids":["https://openalex.org/I162838928"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041660392","display_name":"Hsin\u2010Ning Su","orcid":"https://orcid.org/0000-0002-4325-0793"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsin-Ning Su","raw_affiliation_strings":["Institute of Management of Technology, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-4325-0793","affiliations":[{"raw_affiliation_string":"Institute of Management of Technology, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101190285"],"corresponding_institution_ids":["https://openalex.org/I148366613"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00661267,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"5","first_page":"1","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998000264167786,"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":0.9998000264167786,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9958000183105469,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.7138463258743286},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5580396056175232},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.501518964767456},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.40085655450820923},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3475401699542999},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.33890485763549805},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.07548144459724426}],"concepts":[{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.7138463258743286},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5580396056175232},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.501518964767456},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.40085655450820923},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3475401699542999},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.33890485763549805},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.07548144459724426}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3638057","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3638057","pdf_url":null,"source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W637153065","https://openalex.org/W2064675550","https://openalex.org/W2065429153","https://openalex.org/W2131774270","https://openalex.org/W2148143831","https://openalex.org/W2154851992","https://openalex.org/W2157444450","https://openalex.org/W2170240176","https://openalex.org/W2188365844","https://openalex.org/W2393319904","https://openalex.org/W2525579820","https://openalex.org/W2593390416","https://openalex.org/W2603150165","https://openalex.org/W2604314403","https://openalex.org/W2618170429","https://openalex.org/W2624431344","https://openalex.org/W2624614404","https://openalex.org/W2658702172","https://openalex.org/W2746314669","https://openalex.org/W2766736793","https://openalex.org/W2894175828","https://openalex.org/W2953597955","https://openalex.org/W2954996726","https://openalex.org/W2962369866","https://openalex.org/W2962711740","https://openalex.org/W2962756421","https://openalex.org/W2963084622","https://openalex.org/W2963757395","https://openalex.org/W2963907629","https://openalex.org/W2964321699","https://openalex.org/W2965373594","https://openalex.org/W3030156796","https://openalex.org/W3095883070","https://openalex.org/W3098797593","https://openalex.org/W3104097132","https://openalex.org/W3104113379","https://openalex.org/W3140854437","https://openalex.org/W3160137267","https://openalex.org/W3208462402","https://openalex.org/W4246999471","https://openalex.org/W4248184695","https://openalex.org/W4286893067","https://openalex.org/W4294558607","https://openalex.org/W4300830895","https://openalex.org/W4302283439","https://openalex.org/W4385245566","https://openalex.org/W6720006811","https://openalex.org/W6739901393","https://openalex.org/W6748856961","https://openalex.org/W6765507828"],"related_works":["https://openalex.org/W1979597421","https://openalex.org/W2007980826","https://openalex.org/W2061531152","https://openalex.org/W3002753104","https://openalex.org/W2077600819","https://openalex.org/W2142036596","https://openalex.org/W2072657027","https://openalex.org/W2600246793","https://openalex.org/W4238204885","https://openalex.org/W2963966623"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"there":[3],"has":[4],"been":[5],"a":[6,74,113,163],"significant":[7],"surge":[8],"in":[9,41,73,105],"commercial":[10],"demand":[11],"for":[12,33],"citation":[13,75,120,198],"graph-based":[14],"tasks,":[15],"such":[16],"as":[17],"patent":[18],"analysis,":[19,22],"social":[20],"network":[21,109],"and":[23,84,98,122,132,143,176],"recommendation":[24],"systems.":[25],"Graph":[26],"Neural":[27],"Networks":[28],"(GNNs)":[29],"are":[30,50],"widely":[31],"used":[32],"these":[34,100,130,158],"tasks":[35],"due":[36],"to":[37,95,117,138],"their":[38,103],"remarkable":[39],"performance":[40],"capturing":[42],"topological":[43,61,82],"graph":[44,107,121,140,165,178],"information.":[45],"However,":[46],"GNNs\u2019":[47],"output":[48],"results":[49],"highly":[51],"dependent":[52],"on":[53,80,88,152,183,207],"the":[54,60,81,119,147,154,197],"composition":[55],"of":[56,71,149,156],"local":[57],"neighbors":[58,72,78,86],"within":[59],"structure.":[62],"To":[63],"address":[64],"this":[65],"issue,":[66],"we":[67],"identify":[68],"two":[69],"types":[70],"graph:":[76],"explicit":[77,133],"based":[79,87],"structure":[83],"implicit":[85,131],"node":[89],"features.":[90],"Our":[91,135],"primary":[92],"motivation":[93],"is":[94,205],"clearly":[96],"define":[97],"visualize":[99],"neighbors,":[101,159],"emphasizing":[102],"importance":[104,155],"enhancing":[106],"neural":[108],"performance.":[110],"We":[111,169],"propose":[112],"Correlation-aware":[114],"Network":[115],"(CNet)":[116],"re-organize":[118],"learn":[123],"more":[124,192],"valuable":[125,193],"informative":[126,194],"representations":[127,195],"by":[128],"leveraging":[129],"neighbors.":[134],"approach":[136],"aims":[137],"improve":[139],"data":[141,166,179],"augmentation":[142,167,180],"classification":[144],"performance,":[145],"with":[146,172],"majority":[148],"our":[150],"focus":[151],"stating":[153],"using":[157],"while":[160],"also":[161],"introducing":[162],"new":[164],"method.":[168],"compare":[170],"CNet":[171,189],"state-of-the-art":[173],"(SOTA)":[174],"GNNs":[175],"other":[177],"approaches":[181],"acting":[182],"GNNs.":[184],"Extensive":[185],"experiments":[186],"demonstrate":[187],"that":[188],"effectively":[190],"extracts":[191],"from":[196],"graph,":[199],"significantly":[200],"outperforming":[201],"baselines.":[202],"The":[203],"code":[204],"available":[206],"public":[208],"GitHub.":[209],"1":[210]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
