{"id":"https://openalex.org/W2164129707","doi":"https://doi.org/10.1109/tsp.2014.2319775","title":"Bayesian Group-Sparse Modeling and Variational Inference","display_name":"Bayesian Group-Sparse Modeling and Variational Inference","publication_year":2014,"publication_date":"2014-04-22","ids":{"openalex":"https://openalex.org/W2164129707","doi":"https://doi.org/10.1109/tsp.2014.2319775","mag":"2164129707"},"language":"en","primary_location":{"id":"doi:10.1109/tsp.2014.2319775","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsp.2014.2319775","pdf_url":null,"source":{"id":"https://openalex.org/S168680287","display_name":"IEEE Transactions on Signal Processing","issn_l":"1053-587X","issn":["1053-587X","1941-0476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Signal Processing","raw_type":"journal-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/A5107868098","display_name":"S. Derin Babacan","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"S. Derin Babacan","raw_affiliation_strings":["Google, Inc., Mountain View, CA"],"affiliations":[{"raw_affiliation_string":"Google, Inc., Mountain View, CA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034738514","display_name":"Shinichi Nakajima","orcid":"https://orcid.org/0000-0003-3970-4569"},"institutions":[{"id":"https://openalex.org/I4210106587","display_name":"Nikon (Japan)","ror":"https://ror.org/01bvqg661","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210106587"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Shinichi Nakajima","raw_affiliation_strings":["Nikon Corporation, Optical Research Laboratory, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"Nikon Corporation, Optical Research Laboratory, Tokyo, Japan","institution_ids":["https://openalex.org/I4210106587"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005908865","display_name":"N. Minh","orcid":"https://orcid.org/0000-0001-5132-4986"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Minh N. Do","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5107868098"],"corresponding_institution_ids":["https://openalex.org/I1291425158"],"apc_list":null,"apc_paid":null,"fwci":14.1611,"has_fulltext":false,"cited_by_count":131,"citation_normalized_percentile":{"value":0.99295252,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"62","issue":"11","first_page":"2906","last_page":"2921"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11901","display_name":"Bayesian Methods and Mixture Models","score":0.9829999804496765,"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/prior-probability","display_name":"Prior probability","score":0.9294537305831909},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6856023073196411},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.6456816792488098},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5481454133987427},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.4976802170276642},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47723937034606934},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4558795988559723},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4362798035144806},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3440428078174591},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.33319318294525146},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3303243815898895}],"concepts":[{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.9294537305831909},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6856023073196411},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.6456816792488098},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5481454133987427},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.4976802170276642},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47723937034606934},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4558795988559723},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4362798035144806},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3440428078174591},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.33319318294525146},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3303243815898895}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tsp.2014.2319775","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsp.2014.2319775","pdf_url":null,"source":{"id":"https://openalex.org/S168680287","display_name":"IEEE Transactions on Signal Processing","issn_l":"1053-587X","issn":["1053-587X","1941-0476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Signal Processing","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.716.3185","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.716.3185","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.dbabacan.info/papers/VBGS_final.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W41409100","https://openalex.org/W45374770","https://openalex.org/W1492352530","https://openalex.org/W1499866971","https://openalex.org/W1510659740","https://openalex.org/W1548669759","https://openalex.org/W1550965000","https://openalex.org/W1674372427","https://openalex.org/W1968735445","https://openalex.org/W1970554427","https://openalex.org/W1980519218","https://openalex.org/W1986931325","https://openalex.org/W1988520084","https://openalex.org/W1998966727","https://openalex.org/W1999666556","https://openalex.org/W1999894343","https://openalex.org/W2000721204","https://openalex.org/W2009086942","https://openalex.org/W2032693829","https://openalex.org/W2049612127","https://openalex.org/W2068000292","https://openalex.org/W2074682976","https://openalex.org/W2077964948","https://openalex.org/W2098996169","https://openalex.org/W2103519107","https://openalex.org/W2103969908","https://openalex.org/W2106398669","https://openalex.org/W2107844156","https://openalex.org/W2107861471","https://openalex.org/W2108214672","https://openalex.org/W2113328646","https://openalex.org/W2113474244","https://openalex.org/W2114129195","https://openalex.org/W2119883478","https://openalex.org/W2128007683","https://openalex.org/W2130385631","https://openalex.org/W2135046866","https://openalex.org/W2135780853","https://openalex.org/W2136477614","https://openalex.org/W2138019504","https://openalex.org/W2143168132","https://openalex.org/W2145096794","https://openalex.org/W2145768101","https://openalex.org/W2146255355","https://openalex.org/W2147276092","https://openalex.org/W2159268085","https://openalex.org/W2161765392","https://openalex.org/W2314640094","https://openalex.org/W2538773003","https://openalex.org/W2596585349","https://openalex.org/W2597289420","https://openalex.org/W2619476407","https://openalex.org/W2913754224","https://openalex.org/W2951396542","https://openalex.org/W3007091751","https://openalex.org/W3100456593","https://openalex.org/W4238162340","https://openalex.org/W4247480815","https://openalex.org/W4300610749","https://openalex.org/W6632892617","https://openalex.org/W6676586510","https://openalex.org/W6728784960","https://openalex.org/W6764343067"],"related_works":["https://openalex.org/W2135187896","https://openalex.org/W2015518264","https://openalex.org/W2562263695","https://openalex.org/W3160546271","https://openalex.org/W2147201983","https://openalex.org/W2795035211","https://openalex.org/W2168271748","https://openalex.org/W2160108762","https://openalex.org/W1718066205","https://openalex.org/W2793406240"],"abstract_inverted_index":{"In":[0,71],"this":[1,24,39,94],"paper,":[2],"we":[3,73,89],"present":[4],"a":[5],"general":[6,40],"class":[7,25],"of":[8,23,30,49,93],"multivariate":[9,28],"priors":[10,33,63],"for":[11,35,67],"group-sparse":[12],"modeling":[13,51,95],"within":[14],"the":[15,47,58,75,78,91],"Bayesian":[16,69],"framework.":[17],"We":[18,56],"show":[19,90],"that":[20],"special":[21],"cases":[22],"correspond":[26],"to":[27],"versions":[29],"several":[31,98],"classical":[32],"used":[34],"sparse":[36],"modeling.":[37],"Hence,":[38],"prior":[41],"formulation":[42],"is":[43],"helpful":[44],"in":[45],"analyzing":[46],"properties":[48],"different":[50],"approaches":[52,84],"and":[53,81,106],"their":[54],"connections.":[55],"derive":[57],"estimation":[59],"procedures":[60],"with":[61,85],"these":[62,86],"using":[64],"variational":[65],"inference":[66,80,83],"fully":[68],"estimation.":[70],"addition,":[72],"discuss":[74],"differences":[76],"between":[77],"proposed":[79],"deterministic":[82],"priors.":[87],"Finally,":[88],"flexibility":[92],"by":[96],"considering":[97],"extensions":[99],"such":[100],"as":[101],"multiple":[102],"measurements,":[103],"within-group":[104],"correlations,":[105],"overlapping":[107],"groups.":[108]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":19},{"year":2017,"cited_by_count":13},{"year":2016,"cited_by_count":11},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":9},{"year":2013,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}