{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,12]],"date-time":"2025-11-12T13:49:03Z","timestamp":1762955343193},"reference-count":30,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"20","license":[{"start":{"date-parts":[[2014,10,1]],"date-time":"2014-10-01T00:00:00Z","timestamp":1412121600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/OAPA.html"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Signal Process."],"published-print":{"date-parts":[[2014,10]]},"DOI":"10.1109\/tsp.2014.2350956","type":"journal-article","created":{"date-parts":[[2014,8,22]],"date-time":"2014-08-22T19:47:45Z","timestamp":1408736865000},"page":"5425-5438","source":"Crossref","is-referenced-by-count":15,"title":["Marginal Likelihoods for Distributed Parameter Estimation of Gaussian Graphical Models"],"prefix":"10.1109","volume":"62","author":[{"given":"Zhaoshi","family":"Meng","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dennis","family":"Wei","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ami","family":"Wiesel","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alfred O.","family":"Hero","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref30","author":"johnson","year":"2006","journal-title":"?Fisher information in Gaussian graphical models ?"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1093\/biostatistics\/kxm045"},{"key":"ref11","first-page":"2031","article-title":"Walk-sums and belief propagation in Gaussian graphical models","volume":"7","author":"malioutov","year":"2006","journal-title":"J Mach Learn Res"},{"key":"ref12","author":"heinemann","year":"2012","journal-title":"?What cannot be learned with Bethe approximations ?"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1214\/11-EJS631"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1214\/08-EJS176"},{"key":"ref15","first-page":"574","article-title":"High-dimensional sparse inverse covariance estimation using greedy methods","author":"johnson","year":"2012","journal-title":"Proc Int Conf Artif Intell Statist"},{"key":"ref16","author":"mizrahi","year":"2013","journal-title":"?Efficient learning of practical Markov random fields with exact inference ?"},{"key":"ref17","author":"massam","year":"2013","journal-title":"?Distributed parameter estimation of discrete hierarchical models via marginal likelihoods ?"},{"key":"ref18","author":"petersen","year":"2012","journal-title":"?The matrix cookbook ?"},{"key":"ref19","first-page":"467","article-title":"Loopy belief propagation for approximate inference: An empirical study","author":"murphy","year":"1999","journal-title":"Proc 15th Conf Uncertainty Artif Intell"},{"key":"ref28","first-page":"440","article-title":"The small world problem","volume":"393","author":"watts","year":"1998","journal-title":"Collect Dynam Small-World Netw"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1561\/2200000001","article-title":"Graphical models, exponential families, and variational inference","volume":"1","author":"wainwright","year":"2008","journal-title":"Found Trends Mach Learn"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/984622.984624"},{"key":"ref3","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780198522195.001.0001","volume":"17","author":"lauritzen","year":"1996","journal-title":"Graphical Models"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2011.2172430"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1137\/090772514"},{"key":"ref5","first-page":"1487","article-title":"Distributed parameter estimation via pseudo-likelihood","author":"liu","year":"2012","journal-title":"Proc 29th Int Conf Mach Learn"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/1143844.1143856"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2012.6288518"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/CAMSAP.2013.6714010"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1080\/10556780802102693"},{"key":"ref1","first-page":"39","article-title":"Distributed learning of Gaussian graphical models via marginal likelihoods","author":"meng","year":"2013","journal-title":"Proc 16th Int Conf Artif Intell Statist"},{"key":"ref20","first-page":"2573","article-title":"Minimization of continuous Bethe approximations: A positive variation","author":"pacheco","year":"2012","journal-title":"Adv Neural Inf Process Syst"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/1390156.1390230"},{"key":"ref21","first-page":"1829","article-title":"Estimating the wrong graphical model: Benefits in the computation-limited setting","volume":"7","author":"wainwright","year":"2006","journal-title":"J Mach Learn Res"},{"key":"ref24","doi-asserted-by":"crossref","first-page":"2183","DOI":"10.1109\/TIT.2009.2016018","article-title":"Sharp thresholds for noisy and high-dimensional recovery of sparsity using <formula formulatype=\"inline\"> <tex Notation=\"TeX\">$\\ell 1$<\/tex><\/formula>-constrained quadratic programming (Lasso)","volume":"55","author":"wainwright","year":"2009","journal-title":"IEEE Trans Inf Theory"},{"key":"ref23","volume":"3","author":"van der vaart","year":"2000","journal-title":"Asymptotic Statistics"},{"key":"ref26","author":"friedman","year":"2009","journal-title":"The Elements of Statistical Learning Data Mining Inference and Prediction"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1214\/009053606000000281"}],"container-title":["IEEE Transactions on Signal Processing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/78\/6889149\/06882196.pdf?arnumber=6882196","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,1]],"date-time":"2024-06-01T20:33:05Z","timestamp":1717273985000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/6882196\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,10]]},"references-count":30,"journal-issue":{"issue":"20"},"URL":"https:\/\/doi.org\/10.1109\/tsp.2014.2350956","relation":{},"ISSN":["1053-587X","1941-0476"],"issn-type":[{"value":"1053-587X","type":"print"},{"value":"1941-0476","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,10]]}}}