{"id":"https://openalex.org/W2783317674","doi":"https://doi.org/10.1109/iske.2017.8258804","title":"SimWalk: Learning network latent representations with social relation similarity","display_name":"SimWalk: Learning network latent representations with social relation similarity","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W2783317674","doi":"https://doi.org/10.1109/iske.2017.8258804","mag":"2783317674"},"language":"en","primary_location":{"id":"doi:10.1109/iske.2017.8258804","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske.2017.8258804","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-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/A5060728694","display_name":"Shicheng Cui","orcid":"https://orcid.org/0000-0002-9819-4485"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shicheng Cui","raw_affiliation_strings":["School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057056828","display_name":"Bin Xia","orcid":"https://orcid.org/0000-0001-9519-6517"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Xia","raw_affiliation_strings":["School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100654633","display_name":"Tao Li","orcid":"https://orcid.org/0000-0002-5302-3180"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Li","raw_affiliation_strings":["Nanjing University of Posts and Telecommunications, Nanjing, CN"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Posts and Telecommunications, Nanjing, CN","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064775927","display_name":"Ming Wu","orcid":"https://orcid.org/0000-0003-4556-1437"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Wu","raw_affiliation_strings":["School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101544517","display_name":"Deqiang Li","orcid":"https://orcid.org/0000-0003-3456-902X"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Deqiang Li","raw_affiliation_strings":["School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090335612","display_name":"Qianmu Li","orcid":"https://orcid.org/0000-0002-0998-1517"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianmu Li","raw_affiliation_strings":["School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110542288","display_name":"Hong Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Zhang","raw_affiliation_strings":["School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, Nanjing University of Science & Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5060728694"],"corresponding_institution_ids":["https://openalex.org/I36399199"],"apc_list":null,"apc_paid":null,"fwci":0.5851,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.77027448,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9984999895095825,"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/T10028","display_name":"Topic Modeling","score":0.9977999925613403,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.7909964323043823},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.7011088728904724},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.6806255578994751},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.645207405090332},{"id":"https://openalex.org/keywords/random-walk","display_name":"Random walk","score":0.6075303554534912},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5735018253326416},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.5666516423225403},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5565015077590942},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.4960058629512787},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.4636152386665344},{"id":"https://openalex.org/keywords/vector-space","display_name":"Vector space","score":0.45142215490341187},{"id":"https://openalex.org/keywords/similitude","display_name":"Similitude","score":0.4501231014728546},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.41558730602264404},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.41367143392562866},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.412431001663208},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.25756698846817017},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2318781018257141},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.08408474922180176}],"concepts":[{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.7909964323043823},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.7011088728904724},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.6806255578994751},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.645207405090332},{"id":"https://openalex.org/C121194460","wikidata":"https://www.wikidata.org/wiki/Q856741","display_name":"Random walk","level":2,"score":0.6075303554534912},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5735018253326416},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.5666516423225403},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5565015077590942},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.4960058629512787},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4636152386665344},{"id":"https://openalex.org/C13336665","wikidata":"https://www.wikidata.org/wiki/Q125977","display_name":"Vector space","level":2,"score":0.45142215490341187},{"id":"https://openalex.org/C143271835","wikidata":"https://www.wikidata.org/wiki/Q254515","display_name":"Similitude","level":2,"score":0.4501231014728546},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.41558730602264404},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.41367143392562866},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.412431001663208},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25756698846817017},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2318781018257141},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.08408474922180176},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iske.2017.8258804","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske.2017.8258804","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W100623710","https://openalex.org/W1614298861","https://openalex.org/W1888005072","https://openalex.org/W2008857988","https://openalex.org/W2108614537","https://openalex.org/W2117831564","https://openalex.org/W2153579005","https://openalex.org/W2154851992","https://openalex.org/W2155461593","https://openalex.org/W2250539671","https://openalex.org/W2393319904","https://openalex.org/W2585027938","https://openalex.org/W2962756421","https://openalex.org/W2964145825","https://openalex.org/W3104097132","https://openalex.org/W3105705953","https://openalex.org/W4233906699","https://openalex.org/W4294170691","https://openalex.org/W6604112372","https://openalex.org/W6636510571","https://openalex.org/W6682691769","https://openalex.org/W6713582119"],"related_works":["https://openalex.org/W2323025356","https://openalex.org/W2342977227","https://openalex.org/W3033216323","https://openalex.org/W4376875328","https://openalex.org/W2802349803","https://openalex.org/W2227662128","https://openalex.org/W3107710733","https://openalex.org/W2372745973","https://openalex.org/W2366015234","https://openalex.org/W2294667518"],"abstract_inverted_index":{"In":[0,78],"this":[1,79],"paper,":[2],"we":[3,59],"present":[4],"a":[5,20,33,74],"novel":[6],"method,":[7],"namely":[8],"SimWalk,":[9],"to":[10,19,46,72],"learn":[11],"latent":[12],"representations":[13],"of":[14,28],"networks.":[15,111],"SimWalk":[16,89,104],"maps":[17],"nodes":[18],"continuous":[21],"vector":[22],"space":[23],"which":[24,42,54],"maximizes":[25],"the":[26,70,106],"likelihood":[27],"node":[29,44,57],"sequences.":[30],"We":[31,87],"design":[32],"probability-guided":[34],"random":[35],"walk":[36,71],"procedure":[37],"based":[38],"on":[39,90],"relation":[40],"similarity,":[41,67],"encourages":[43],"sequences":[45],"preserve":[47],"context-related":[48],"neighborhoods.":[49],"Different":[50],"with":[51],"previous":[52],"work":[53],"generates":[55],"rigid":[56],"sequences,":[58],"believe":[60],"that":[61,103],"relations":[62],"in":[63,109],"social":[64],"net\u00adworks,":[65],"especially":[66],"can":[68],"guide":[69],"generate":[73],"more":[75,84],"linguistic":[76],"sequence.":[77],"perspective,":[80],"our":[81],"model":[82],"learns":[83],"meaningful":[85],"representations.":[86],"demonstrate":[88],"several":[91],"multi-label":[92],"real-world":[93],"network":[94],"classification":[95],"tasks":[96],"over":[97],"state-of-the-art":[98],"methods.":[99],"Our":[100],"results":[101],"show":[102],"outperforms":[105],"popular":[107],"methods":[108],"complex":[110]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
