{"id":"https://openalex.org/W3085214311","doi":"https://doi.org/10.1109/idsta50958.2020.9264141","title":"Fast and Scalable Complex Network Descriptor Using PageRank and Persistent Homology","display_name":"Fast and Scalable Complex Network Descriptor Using PageRank and Persistent Homology","publication_year":2020,"publication_date":"2020-10-19","ids":{"openalex":"https://openalex.org/W3085214311","doi":"https://doi.org/10.1109/idsta50958.2020.9264141","mag":"3085214311"},"language":"en","primary_location":{"id":"doi:10.1109/idsta50958.2020.9264141","is_oa":false,"landing_page_url":"https://doi.org/10.1109/idsta50958.2020.9264141","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Intelligent Data Science Technologies and Applications (IDSTA)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2002.05158","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001225767","display_name":"Mustafa Hajij","orcid":"https://orcid.org/0000-0002-2625-9286"},"institutions":[{"id":"https://openalex.org/I16269868","display_name":"Santa Clara University","ror":"https://ror.org/03ypqe447","country_code":"US","type":"education","lineage":["https://openalex.org/I16269868"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mustafa Hajij","raw_affiliation_strings":["Department of Mathematics and Computer Science, Santa Clara University, Santa Clara, California","Santa Clara Univ.#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Santa Clara University, Santa Clara, California","institution_ids":["https://openalex.org/I16269868"]},{"raw_affiliation_string":"Santa Clara Univ.#TAB#","institution_ids":["https://openalex.org/I16269868"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043905996","display_name":"Elizabeth Munch","orcid":"https://orcid.org/0000-0002-9459-9493"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elizabeth Munch","raw_affiliation_strings":["Department of Computational Mathematics, Science, and Engineering, Michigan State University, Lansing, Michigan","\u2002Michigan State University"],"affiliations":[{"raw_affiliation_string":"Department of Computational Mathematics, Science, and Engineering, Michigan State University, Lansing, Michigan","institution_ids":["https://openalex.org/I87216513"]},{"raw_affiliation_string":"\u2002Michigan State University","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036159118","display_name":"Paul Rosen","orcid":"https://orcid.org/0000-0002-0873-9518"},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Rosen","raw_affiliation_strings":["Department of Computer Science and Engineering, University of South Florida, Tampa, Florida","University of South Florida"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of South Florida, Tampa, Florida","institution_ids":["https://openalex.org/I2613432"]},{"raw_affiliation_string":"University of South Florida","institution_ids":["https://openalex.org/I2613432"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5001225767"],"corresponding_institution_ids":["https://openalex.org/I16269868"],"apc_list":null,"apc_paid":null,"fwci":0.1443,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.54154555,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"110","last_page":"114"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12536","display_name":"Topological and Geometric Data Analysis","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12536","display_name":"Topological and Geometric Data Analysis","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10086","display_name":"Alzheimer's disease research and treatments","score":0.9337000250816345,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9311000108718872,"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/pagerank","display_name":"PageRank","score":0.7883461713790894},{"id":"https://openalex.org/keywords/centrality","display_name":"Centrality","score":0.5676356554031372},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5244053602218628},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5189173221588135},{"id":"https://openalex.org/keywords/ackermann-function","display_name":"Ackermann function","score":0.5139831900596619},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5139281749725342},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.49752095341682434},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.4333671033382416},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.37089717388153076},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3296009302139282},{"id":"https://openalex.org/keywords/inverse","display_name":"Inverse","score":0.3277657926082611}],"concepts":[{"id":"https://openalex.org/C2779172887","wikidata":"https://www.wikidata.org/wiki/Q184316","display_name":"PageRank","level":2,"score":0.7883461713790894},{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.5676356554031372},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5244053602218628},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5189173221588135},{"id":"https://openalex.org/C33436860","wikidata":"https://www.wikidata.org/wiki/Q341835","display_name":"Ackermann function","level":3,"score":0.5139831900596619},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5139281749725342},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.49752095341682434},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.4333671033382416},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.37089717388153076},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3296009302139282},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.3277657926082611},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/idsta50958.2020.9264141","is_oa":false,"landing_page_url":"https://doi.org/10.1109/idsta50958.2020.9264141","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Intelligent Data Science Technologies and Applications (IDSTA)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2002.05158","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2002.05158","pdf_url":"https://arxiv.org/pdf/2002.05158","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"},{"id":"mag:3085214311","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2002.05158.pdf","pdf_url":null,"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":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2002.05158","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2002.05158","pdf_url":null,"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2002.05158","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2002.05158","pdf_url":"https://arxiv.org/pdf/2002.05158","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":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3085214311.pdf","grobid_xml":"https://content.openalex.org/works/W3085214311.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W108900055","https://openalex.org/W1521233584","https://openalex.org/W1562405179","https://openalex.org/W1590776313","https://openalex.org/W1760379987","https://openalex.org/W1830833952","https://openalex.org/W1850979810","https://openalex.org/W1977213563","https://openalex.org/W1991566301","https://openalex.org/W1995853580","https://openalex.org/W2002770250","https://openalex.org/W2040906208","https://openalex.org/W2044212817","https://openalex.org/W2066636486","https://openalex.org/W2084777082","https://openalex.org/W2086254934","https://openalex.org/W2087841994","https://openalex.org/W2096736341","https://openalex.org/W2110248009","https://openalex.org/W2122007052","https://openalex.org/W2126424784","https://openalex.org/W2137556660","https://openalex.org/W2187089797","https://openalex.org/W2752885492","https://openalex.org/W2773695849","https://openalex.org/W2945006865","https://openalex.org/W2963051388","https://openalex.org/W2969302812","https://openalex.org/W2978005227","https://openalex.org/W4289437843","https://openalex.org/W6649321521","https://openalex.org/W6651264397","https://openalex.org/W6745308491","https://openalex.org/W6768697768"],"related_works":["https://openalex.org/W3107731054","https://openalex.org/W3006484830","https://openalex.org/W3021686994","https://openalex.org/W2804381853","https://openalex.org/W2906943923","https://openalex.org/W2997001386","https://openalex.org/W3124343167","https://openalex.org/W2886034153","https://openalex.org/W2969625472","https://openalex.org/W2151743994","https://openalex.org/W2533239314","https://openalex.org/W2952720493","https://openalex.org/W2794349174","https://openalex.org/W3037881169","https://openalex.org/W3111787430","https://openalex.org/W3038538217","https://openalex.org/W2989875345","https://openalex.org/W2012165244","https://openalex.org/W2898095674","https://openalex.org/W2999911700"],"abstract_inverted_index":{"The":[0],"PageRank":[1,31],"of":[2,14,22,85],"a":[3,6,39,53,66],"graph":[4,16,41,55],"is":[5,67],"scalar":[7],"function":[8,32,71],"defined":[9],"on":[10,78,91],"the":[11,15,23,30,48,68,83],"node":[12],"set":[13],"which":[17,72],"encodes":[18],"nodes":[19],"centrality":[20],"information":[21],"graph.":[24],"In":[25],"this":[26],"article":[27],"we":[28],"use":[29],"along":[33],"with":[34],"persistent":[35],"homology":[36],"to":[37,46],"obtain":[38],"scalable":[40,75],"descriptor":[42,59],"and":[43,76],"utilize":[44],"it":[45,74,90],"compare":[47],"similarities":[49],"between":[50],"graphs.":[51,80],"For":[52],"given":[54],"G(V,":[56],"E),":[57],"our":[58,86],"can":[60],"be":[61],"computed":[62],"in":[63],"O(|E|\u03b1(|V|)),":[64],"where":[65],"inverse":[69],"Ackermann":[70],"makes":[73],"computable":[77],"massive":[79],"We":[81],"show":[82],"effectiveness":[84],"method":[87],"by":[88],"utilizing":[89],"multiple":[92],"shape":[93],"mesh":[94],"datasets.":[95]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}