{"id":"https://openalex.org/W7203699501","doi":"https://doi.org/10.21105/joss.08638","title":"ProbINet: Bridging Usability Gaps in Probabilistic Network Analysis","display_name":"ProbINet: Bridging Usability Gaps in Probabilistic Network Analysis","publication_year":2026,"publication_date":"2026-08-18","ids":{"openalex":"https://openalex.org/W7203699501","doi":"https://doi.org/10.21105/joss.08638"},"language":"en","primary_location":{"id":"doi:10.21105/joss.08638","doi":"https://doi.org/10.21105/joss.08638","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.08638","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.08638.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://joss.theoj.org/papers/10.21105/joss.08638.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028292634","display_name":"Diego Baptista","orcid":"https://orcid.org/0000-0003-2994-0138","observed_orcids":["https://orcid.org/0000-0003-2994-0138"]},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]},{"id":"https://openalex.org/I4210135521","display_name":"Max Planck Institute for Intelligent Systems","ror":"https://ror.org/04fq9j139","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210135521"]}],"countries":["AT","DE"],"is_corresponding":false,"raw_author_name":"Diego Baptista","raw_affiliation_strings":["Graz University of Technology, Graz, Austria","Max Planck Institute for Intelligent Systems, T\u00fcbingen, Germany"],"raw_orcid":"https://orcid.org/0000-0003-2994-0138","affiliations":[{"raw_affiliation_string":"Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Max Planck Institute for Intelligent Systems, T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I4210135521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028622827","display_name":"Martina Contisciani","orcid":"https://orcid.org/0000-0002-6103-5499","observed_orcids":["https://orcid.org/0000-0002-6103-5499"]},"institutions":[{"id":"https://openalex.org/I198945027","display_name":"Central European University","ror":"https://ror.org/02zx40v98","country_code":"AT","type":"education","lineage":["https://openalex.org/I198945027"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Martina Contisciani","raw_affiliation_strings":["Central European University, Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central European University, Vienna, Austria","institution_ids":["https://openalex.org/I198945027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004656270","display_name":"Caterina De Bacco","orcid":"https://orcid.org/0000-0002-8634-0211","observed_orcids":["https://orcid.org/0000-0002-8634-0211"]},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Caterina De Bacco","raw_affiliation_strings":["Delft University of Technology, Delft, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014349889","display_name":"Jean-Claude Passy","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210135521","display_name":"Max Planck Institute for Intelligent Systems","ror":"https://ror.org/04fq9j139","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210135521"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jean-Claude Passy","raw_affiliation_strings":["Max Planck Institute for Intelligent Systems, T\u00fcbingen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Max Planck Institute for Intelligent Systems, T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I4210135521"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.56332839,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":"124","first_page":"8638","last_page":"8638"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.986299991607666,"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"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.986299991607666,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.006000000052154064,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.0006000000284984708,"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/generative-probabilistic-models","display_name":"probabilistic generative models","score":0.8870000243186951},{"id":"https://openalex.org/keywords/community-detection","display_name":"community detection","score":0.8159999847412109},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"anomaly detection","score":0.9279999732971191},{"id":"https://openalex.org/keywords/latent-variable-modeling","display_name":"latent variable models","score":0.9990000128746033},{"id":"https://openalex.org/keywords/network-analysis-tools","display_name":"network analysis software","score":0.6800000071525574},{"id":"https://openalex.org/keywords/python-library","display_name":"Python library","score":0.640999972820282},{"id":"https://openalex.org/keywords/reproducibility","display_name":"reproducibility","score":0.9710000157356262}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.853600025177002},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.7962999939918518},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7749999761581421},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6236000061035156},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3806999921798706},{"id":"https://openalex.org/C32946077","wikidata":"https://www.wikidata.org/wiki/Q618079","display_name":"Network analysis","level":2,"score":0.3400000035762787},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3325999975204468},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.3176000118255615},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2906999886035919},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C2984074130","wikidata":"https://www.wikidata.org/wiki/Q73539779","display_name":"R package","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.260699987411499},{"id":"https://openalex.org/C24404364","wikidata":"https://www.wikidata.org/wiki/Q7246846","display_name":"Probabilistic analysis of algorithms","level":3,"score":0.25920000672340393},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.25600001215934753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21105/joss.08638","doi":"https://doi.org/10.21105/joss.08638","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.08638","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.08638.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.21105/joss.08638","doi":"https://doi.org/10.21105/joss.08638","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.08638","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.08638.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7203699501.pdf","grobid_xml":"https://content.openalex.org/works/W7203699501.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W2029670893","https://openalex.org/W2048448885","https://openalex.org/W2170152269","https://openalex.org/W2966321063","https://openalex.org/W3016527350","https://openalex.org/W3111864602","https://openalex.org/W4210874139","https://openalex.org/W4290692526","https://openalex.org/W4312190571","https://openalex.org/W4394304100"],"related_works":["https://openalex.org/W2101758046","https://openalex.org/W4404379251","https://openalex.org/W3007301222","https://openalex.org/W3141914033","https://openalex.org/W2791849644","https://openalex.org/W7207620852","https://openalex.org/W2336200048","https://openalex.org/W4300096698","https://openalex.org/W3035987830","https://openalex.org/W102994593"],"abstract_inverted_index":{"Probabilistic":[0],"Inference":[1],"on":[2,18],"Networks":[3],"(ProbINet)":[4],"is":[5,55,78,93,131],"a":[6,11,69,149],"Python":[7],"package":[8,31],"that":[9,136],"provides":[10],"unified":[12],"framework":[13],"to":[14,24,57,80],"perform":[15],"probabilistic":[16],"inference":[17],"networks,":[19],"enabling":[20],"researchers":[21],"and":[22,26,47,71,87,125,139,154],"practitioners":[23],"analyze":[25],"model":[27],"complex":[28],"network":[29,65],"data.The":[30],"integrates":[32],"code":[33],"implementations":[34,135],"from":[35],"several":[36],"scientific":[37],"publications,":[38],"supporting":[39],"tasks":[40],"such":[41,82],"as":[42,83],"community":[43],"detection,":[44,46,89],"anomaly":[45],"synthetic":[48,127],"data":[49],"generation":[50],"using":[51],"latent":[52],"variable":[53],"models.It":[54],"designed":[56],"simplify":[58],"the":[59],"use":[60,130],"of":[61,75],"cutting-edge":[62],"techniques":[63],"in":[64,148],"analysis":[66,77],"by":[67,133,144],"providing":[68],"cohesive":[70],"user-friendly":[72],"interface.":[73],"Statement":[74],"needNetwork":[76],"central":[79],"disciplines":[81],"social":[84],"sciences,":[85],"biology,":[86],"fraud":[88],"where":[90],"understanding":[91],"relationships":[92],"essential.Probabilistic":[94],"generative":[95],"models":[96],"(Contisciani":[97],"et":[98,101,105,109],"al.,":[99,102,106,110],"2020(Contisciani":[100],",":[103,111],"2022;;Safdari":[104],"2021":[107],"Safdari":[108,113],"2022;;":[112],"&":[114],"De":[115],"Bacco,":[116],"2022)":[117],"reveal":[118],"hidden":[119],"patterns,":[120],"detect":[121],"communities,":[122],"identify":[123],"anomalies,":[124],"generate":[126],"data.Their":[128],"broader":[129],"limited":[132],"fragmented":[134],"hinder":[137],"comparisons":[138],"reproducibility.ProbINet":[140],"addresses":[141],"this":[142],"gap":[143],"unifying":[145],"recent":[146],"approaches":[147],"single":[150],"framework,":[151],"improving":[152],"accessibility":[153],"usability":[155],"across":[156],"disciplines.":[157]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-08-19T00:00:00"}