{"id":"https://openalex.org/W2997987931","doi":"https://doi.org/10.1145/3442390","title":"Predicting Attributes of Nodes Using Network Structure","display_name":"Predicting Attributes of Nodes Using Network Structure","publication_year":2021,"publication_date":"2021-02-04","ids":{"openalex":"https://openalex.org/W2997987931","doi":"https://doi.org/10.1145/3442390","mag":"2997987931"},"language":"en","primary_location":{"id":"doi:10.1145/3442390","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3442390","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"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 Intelligent Systems and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1912.12264","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Sarwan Ali","orcid":"https://orcid.org/0000-0001-8121-2168"},"institutions":[{"id":"https://openalex.org/I207789805","display_name":"Lahore University of Management Sciences","ror":"https://ror.org/05b5x4a35","country_code":"PK","type":"education","lineage":["https://openalex.org/I207789805"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sarwan Ali","raw_affiliation_strings":["Lahore University of Management Sciences, Lahore, Pakistan"],"raw_orcid":"https://orcid.org/0000-0001-8121-2168","affiliations":[{"raw_affiliation_string":"Lahore University of Management Sciences, Lahore, Pakistan","institution_ids":["https://openalex.org/I207789805"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Muhammad Haroon Shakeel","orcid":null},"institutions":[{"id":"https://openalex.org/I207789805","display_name":"Lahore University of Management Sciences","ror":"https://ror.org/05b5x4a35","country_code":"PK","type":"education","lineage":["https://openalex.org/I207789805"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Haroon Shakeel","raw_affiliation_strings":["Lahore University of Management Sciences, Lahore, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lahore University of Management Sciences, Lahore, Pakistan","institution_ids":["https://openalex.org/I207789805"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Imdadullah Khan","orcid":"https://orcid.org/0000-0002-6955-6168"},"institutions":[{"id":"https://openalex.org/I207789805","display_name":"Lahore University of Management Sciences","ror":"https://ror.org/05b5x4a35","country_code":"PK","type":"education","lineage":["https://openalex.org/I207789805"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Imdadullah Khan","raw_affiliation_strings":["Lahore University of Management Sciences, Lahore, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-6955-6168","affiliations":[{"raw_affiliation_string":"Lahore University of Management Sciences, Lahore, Pakistan","institution_ids":["https://openalex.org/I207789805"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Safiullah Faizullah","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151290","display_name":"Islamic University of Madinah","ror":"https://ror.org/03rcp1y74","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210151290"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Safiullah Faizullah","raw_affiliation_strings":["Islamic University, Madinah, Saudi Arabia, KSA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Islamic University, Madinah, Saudi Arabia, KSA","institution_ids":["https://openalex.org/I4210151290"]}]},{"author_position":"last","author":{"id":null,"display_name":"Muhammad Asad Khan","orcid":null},"institutions":[{"id":"https://openalex.org/I263208278","display_name":"Hazara University","ror":"https://ror.org/018y22094","country_code":"PK","type":"education","lineage":["https://openalex.org/I263208278"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Asad Khan","raw_affiliation_strings":["Hazara University, Mansehra, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hazara University, Mansehra, Pakistan","institution_ids":["https://openalex.org/I263208278"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.6178,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.95446226,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"12","issue":"2","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":0.683899998664856,"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":0.683899998664856,"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":0.24549999833106995,"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"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.009600000455975533,"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/node","display_name":"Node (physics)","score":0.769599974155426},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.7592999935150146},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5697000026702881},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5303999781608582},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.36959999799728394},{"id":"https://openalex.org/keywords/complex-network","display_name":"Complex network","score":0.36410000920295715}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8334000110626221},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.769599974155426},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7592999935150146},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6129999756813049},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5697000026702881},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5303999781608582},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.36959999799728394},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36629998683929443},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.36410000920295715},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.3571999967098236},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.35690000653266907},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.3531000018119812},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34549999237060547},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2896000146865845},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2639000117778778}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3442390","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3442390","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"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 Intelligent Systems and Technology","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1912.12264","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1912.12264","pdf_url":"https://arxiv.org/pdf/1912.12264","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1912.12264","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1912.12264","pdf_url":"https://arxiv.org/pdf/1912.12264","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W45576082","https://openalex.org/W982667389","https://openalex.org/W1497163089","https://openalex.org/W1963502056","https://openalex.org/W1969667322","https://openalex.org/W1998956117","https://openalex.org/W2050767557","https://openalex.org/W2052148895","https://openalex.org/W2107933610","https://openalex.org/W2142498761","https://openalex.org/W2150256170","https://openalex.org/W2153803020","https://openalex.org/W2163874082","https://openalex.org/W2169931829","https://openalex.org/W2191541633","https://openalex.org/W2612872092","https://openalex.org/W2784052497","https://openalex.org/W2792038585","https://openalex.org/W2799297879","https://openalex.org/W2903399271","https://openalex.org/W2946250457","https://openalex.org/W2950723285","https://openalex.org/W2950742983","https://openalex.org/W2950815005","https://openalex.org/W2962975498","https://openalex.org/W2963512530","https://openalex.org/W2963953805","https://openalex.org/W2964010366","https://openalex.org/W2964047445","https://openalex.org/W2998676294","https://openalex.org/W2999010333","https://openalex.org/W2999797826","https://openalex.org/W3016053364","https://openalex.org/W3021378185","https://openalex.org/W6773411823"],"related_works":[],"abstract_inverted_index":{"In":[0,99,116],"many":[1,27],"graphs":[2,19],"such":[3,18],"as":[4,46],"social":[5,59],"networks,":[6,60],"nodes":[7,75,87],"have":[8],"associated":[9],"attributes":[10,16,52,67,73,96,138,165],"representing":[11],"their":[12,79,95],"behavior.":[13],"Predicting":[14],"node":[15,45,66,114,130,144,154],"in":[17,26,58,106,112,206],"is":[20,62,109],"an":[21],"important":[22],"task":[23],"with":[24,155],"applications":[25],"domains":[28],"like":[29],"recommendation":[30],"systems,":[31],"privacy":[32],"preservation,":[33],"and":[34,53,68,83,121,136,196],"targeted":[35],"advertisement.":[36],"Attribute":[37],"values":[38],"can":[39],"be":[40],"predicted":[41],"by":[42,51,78],"treating":[43],"each":[44],"a":[47,129,148,153,158,161,186],"data":[48],"point":[49],"described":[50],"employing":[54],"classification/regression":[55],"algorithms.":[56],"However,":[57],"there":[61],"complex":[63],"interdependence":[64],"between":[65,86,94],"pairwise":[69,92],"interaction.":[70],"For":[71],"instance,":[72],"of":[74,126,139,166,184,208],"are":[76,88,173],"influenced":[77],"neighbors":[80],"(social":[81,97],"influence),":[82],"neighborhoods":[84],"(friendships)":[85],"established":[89],"based":[90],"on":[91,133,176,192],"(dis)similarity":[93],"selection).":[98],"this":[100],"article,":[101],"we":[102,118],"establish":[103],"that":[104,198],"information":[105],"network":[107],"topology":[108],"extremely":[110],"useful":[111],"determining":[113],"attributes.":[115,145],"particular,":[117],"use":[119],"self-":[120],"cross-proclivity":[122],"measures":[123,125],"(quantitative":[124],"how":[127],"much":[128],"attribute":[131,160,185],"depends":[132],"the":[134,182,199],"same":[135],"other":[137],"its":[140,167],"neighbors)":[141],"to":[142,151,157,180],"predict":[143,181],"We":[146,188],"propose":[147],"feature":[149,178],"map":[150],"represent":[152],"respect":[156],"specific":[159],",":[162],"using":[163],"all":[164],"h":[168],"-hop":[169],"neighbors.":[170],"Different":[171],"classifiers":[172],"then":[174],"learned":[175],"these":[177],"vectors":[179],"value":[183],".":[187],"perform":[189],"extensive":[190],"experimentation":[191],"10":[193],"real-world":[194],"datasets":[195],"show":[197],"proposed":[200],"method":[201],"significantly":[202],"outperforms":[203],"known":[204],"approaches":[205],"terms":[207],"prediction":[209],"accuracy.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2020-01-10T00:00:00"}