{"id":"https://openalex.org/W2096193885","doi":"https://doi.org/10.1145/2621934.2621940","title":"Asymmetry in Large-Scale Graph Analysis, Explained","display_name":"Asymmetry in Large-Scale Graph Analysis, Explained","publication_year":2014,"publication_date":"2014-06-22","ids":{"openalex":"https://openalex.org/W2096193885","doi":"https://doi.org/10.1145/2621934.2621940","mag":"2096193885"},"language":"en","primary_location":{"id":"doi:10.1145/2621934.2621940","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2621934.2621940","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of Workshop on GRAph Data management Experiences and Systems","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/A5068567119","display_name":"Vasiliki Kalavri","orcid":"https://orcid.org/0000-0001-8219-4862"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Vasiliki Kalavri","raw_affiliation_strings":["KTH Royal Institute of Technology"],"affiliations":[{"raw_affiliation_string":"KTH Royal Institute of Technology","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036482272","display_name":"Stephan Ewen","orcid":null},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stephan Ewen","raw_affiliation_strings":["Technische Universit\u00e4t Berlin","Technische Universitat Berlin"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin","institution_ids":["https://openalex.org/I4577782"]},{"raw_affiliation_string":"Technische Universitat Berlin","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022844658","display_name":"Kostas Tzoumas","orcid":null},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kostas Tzoumas","raw_affiliation_strings":["Technische Universit\u00e4t Berlin","Technische Universitat Berlin"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin","institution_ids":["https://openalex.org/I4577782"]},{"raw_affiliation_string":"Technische Universitat Berlin","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042422836","display_name":"Vladimir Vlassov","orcid":"https://orcid.org/0000-0002-6779-7435"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Vladimir Vlassov","raw_affiliation_strings":["KTH Royal Institute of Technology"],"affiliations":[{"raw_affiliation_string":"KTH Royal Institute of Technology","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002413906","display_name":"Volker Markl","orcid":"https://orcid.org/0009-0009-0964-026X"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Volker Markl","raw_affiliation_strings":["Technische Universit\u00e4t Berlin","Technische Universitat Berlin"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin","institution_ids":["https://openalex.org/I4577782"]},{"raw_affiliation_string":"Technische Universitat Berlin","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090695078","display_name":"Seif Haridi","orcid":"https://orcid.org/0000-0002-6718-0144"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Seif Haridi","raw_affiliation_strings":["KTH Royal Institute of Technology"],"affiliations":[{"raw_affiliation_string":"KTH Royal Institute of Technology","institution_ids":["https://openalex.org/I86987016"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5068567119"],"corresponding_institution_ids":["https://openalex.org/I86987016"],"apc_list":null,"apc_paid":null,"fwci":0.4877,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.70768719,"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":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":1.0,"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/T11106","display_name":"Data Management and Algorithms","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computer-science","display_name":"Computer science","score":0.6970714926719666},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.640981137752533},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5748898983001709},{"id":"https://openalex.org/keywords/asymmetry","display_name":"Asymmetry","score":0.5460103750228882},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5458978414535522},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5127397775650024},{"id":"https://openalex.org/keywords/iterative-method","display_name":"Iterative method","score":0.46701058745384216},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4525375962257385},{"id":"https://openalex.org/keywords/fixed-point","display_name":"Fixed point","score":0.44081103801727295},{"id":"https://openalex.org/keywords/equivalence","display_name":"Equivalence (formal languages)","score":0.43004193902015686},{"id":"https://openalex.org/keywords/graph-theory","display_name":"Graph theory","score":0.4118342101573944},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2285342812538147},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.15409934520721436},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.07904988527297974}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6970714926719666},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.640981137752533},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5748898983001709},{"id":"https://openalex.org/C38976095","wikidata":"https://www.wikidata.org/wiki/Q752641","display_name":"Asymmetry","level":2,"score":0.5460103750228882},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5458978414535522},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5127397775650024},{"id":"https://openalex.org/C159694833","wikidata":"https://www.wikidata.org/wiki/Q2321565","display_name":"Iterative method","level":2,"score":0.46701058745384216},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4525375962257385},{"id":"https://openalex.org/C61445026","wikidata":"https://www.wikidata.org/wiki/Q217608","display_name":"Fixed point","level":2,"score":0.44081103801727295},{"id":"https://openalex.org/C2780069185","wikidata":"https://www.wikidata.org/wiki/Q7977945","display_name":"Equivalence (formal languages)","level":2,"score":0.43004193902015686},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.4118342101573944},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2285342812538147},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.15409934520721436},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.07904988527297974},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2621934.2621940","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2621934.2621940","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of Workshop on GRAph Data management Experiences and Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W78077100","https://openalex.org/W1982003698","https://openalex.org/W1994727615","https://openalex.org/W2001340865","https://openalex.org/W2060280513","https://openalex.org/W2082171780","https://openalex.org/W2082773934","https://openalex.org/W2096544401","https://openalex.org/W2131975293","https://openalex.org/W2146620757","https://openalex.org/W2170616854","https://openalex.org/W2914209329"],"related_works":["https://openalex.org/W1980563100","https://openalex.org/W1644661642","https://openalex.org/W4297670902","https://openalex.org/W2035154026","https://openalex.org/W2065779551","https://openalex.org/W2050217822","https://openalex.org/W3102935140","https://openalex.org/W2001403916","https://openalex.org/W2064827254","https://openalex.org/W1774647552"],"abstract_inverted_index":{"Iterative":[0],"computations":[1],"are":[2],"in":[3],"the":[4,42],"core":[5],"of":[6,15],"large-scale":[7],"graph":[8,67],"processing.":[9],"In":[10],"these":[11],"applications,":[12],"a":[13,21,58],"set":[14],"parameters":[16],"is":[17,24,84,99],"continuously":[18],"refined,":[19],"until":[20],"fixed":[22,27],"point":[23,28],"reached.":[25],"Such":[26],"iterations":[29],"often":[30,100],"exhibit":[31],"non-uniform":[32],"computational":[33],"behavior,":[34],"where":[35],"changes":[36],"propagate":[37],"with":[38],"different":[39,92],"speeds":[40],"throughout":[41],"parameter":[43],"set,":[44],"making":[45],"them":[46],"active":[47],"or":[48],"inactive":[49],"during":[50],"iterations.":[51],"This":[52],"asymmetrical":[53],"behavior":[54],"can":[55],"lead":[56],"to":[57,90,102],"many":[59],"redundant":[60],"computations,":[61],"if":[62],"not":[63],"exploited.":[64],"Many":[65],"specialized":[66],"processing":[68],"systems":[69],"and":[70,88,95],"APIs":[71],"exist":[72],"that":[73],"run":[74],"iterative":[75],"algorithms":[76],"efficiently":[77],"exploiting":[78],"this":[79],"asymmetry.":[80],"However,":[81],"their":[82,91],"functionality":[83],"sometimes":[85],"vaguely":[86],"defined":[87],"due":[89],"programming":[93],"models":[94],"terminology":[96],"used,":[97],"it":[98],"challenging":[101],"derive":[103],"equivalence":[104],"between":[105],"them.":[106]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}