{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T07:07:13Z","timestamp":1761808033626,"version":"3.37.3"},"reference-count":29,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2016,4,23]],"date-time":"2016-04-23T00:00:00Z","timestamp":1461369600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2016,4,23]],"date-time":"2016-04-23T00:00:00Z","timestamp":1461369600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["IIA-1028098"],"award-info":[{"award-number":["IIA-1028098"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J Data Sci Anal"],"published-print":{"date-parts":[[2016,7]]},"DOI":"10.1007\/s41060-016-0009-y","type":"journal-article","created":{"date-parts":[[2016,4,23]],"date-time":"2016-04-23T15:02:38Z","timestamp":1461423758000},"page":"99-109","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Analyzing and learning sparse and scale-free networks using Gaussian graphical models"],"prefix":"10.1007","volume":"1","author":[{"given":"Melih S.","family":"Aslan","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xue-Wen","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hong","family":"Cheng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,4,23]]},"reference":[{"key":"9_CR1","doi-asserted-by":"crossref","unstructured":"Aslan, M.S., Chen, X.W., Cheng, H.: Learning sparse and scale-free networks. In: Data Science and Advanced Analytics (DSAA), 2014 IEEE International Conference on 2014, pp. 326\u2013332 (2014)","DOI":"10.1109\/DSAA.2014.7058092"},{"issue":"1","key":"9_CR2","first-page":"157","volume":"28","author":"AP Dempster","year":"1972","unstructured":"Dempster, A.P.: Covariance selection. Int. Biom. Sel. 28(1), 157\u2013175 (1972)","journal-title":"Int. Biom. Sel."},{"key":"9_CR3","unstructured":"Honorio, J., Samaras, D., Rish, I., Cecchi, G.: Variable selection for Gaussian graphical models. In: AISTATS, pp. 538\u2013546 (2012)"},{"key":"9_CR4","doi-asserted-by":"publisher","first-page":"1436","DOI":"10.1214\/009053606000000281","volume":"34","author":"N Meinshausen","year":"2006","unstructured":"Meinshausen, N., Buhlmann, P.: High dimensional graphs and variable selection with the lasso. Ann. Stat. 34, 1436\u20131462 (2006)","journal-title":"Ann. Stat."},{"issue":"1","key":"9_CR5","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","volume":"58","author":"R Tibshirani","year":"1996","unstructured":"Tibshirani, R.: Regression shrinkage and selection via the lasso. J. R. Stat. Soc. 58(1), 267\u2013288 (1996)","journal-title":"J. R. Stat. Soc."},{"issue":"3","key":"9_CR6","doi-asserted-by":"publisher","first-page":"432","DOI":"10.1093\/biostatistics\/kxm045","volume":"9","author":"J Friedman","year":"2007","unstructured":"Friedman, J., Hastie, T., Tibshirani, R.: Sparse inverse covariance estimation with the graphical lasso. Biostatistics 9(3), 432\u2013441 (2007)","journal-title":"Biostatistics"},{"key":"9_CR7","doi-asserted-by":"publisher","first-page":"494","DOI":"10.1214\/08-EJS176","volume":"2","author":"A Rothman","year":"2008","unstructured":"Rothman, A., Levina, P., Zhu, J.: Sparse permutation invariant covariance estimation. Electron. J. Stat. 2, 494\u2013515 (2008)","journal-title":"Electron. J. Stat."},{"issue":"2","key":"9_CR8","doi-asserted-by":"publisher","first-page":"521","DOI":"10.1214\/08-AOAS215","volume":"3","author":"J Fan","year":"2009","unstructured":"Fan, J., Feng, Y., Wu, Y.: Network exploration via the adaptive lasso and scad penalties. Ann. Appl. Stat. 3(2), 521\u2013541 (2009)","journal-title":"Ann. Appl. Stat."},{"key":"9_CR9","first-page":"485","volume":"9","author":"O Banerjee","year":"2007","unstructured":"Banerjee, O., Ghaoui, E.L., d\u2019Aspremont, A., Natsoulis, G.: Model selection through sparse maximum likelihood estimation. J. Mach. Learn. Res. 9, 485\u2013516 (2007)","journal-title":"J. Mach. Learn. Res."},{"issue":"494","key":"9_CR10","doi-asserted-by":"publisher","first-page":"594","DOI":"10.1198\/jasa.2011.tm10155","volume":"106","author":"J Guo","year":"2011","unstructured":"Guo, J., Wang, S.: A constrained $$l1$$ minimization approach to sparse precision matrix estimation. Am. Stat. Assoc. 106(494), 594\u2013607 (2011)","journal-title":"Am. Stat. Assoc."},{"issue":"4","key":"9_CR11","first-page":"485","volume":"23","author":"J Dahl","year":"2008","unstructured":"Dahl, J., Vandenberghe, L., Roychowdhury, V.: Covariance selection for non-chordal graphs via chordal embedding. Methods Softw. 23(4), 485\u2013516 (2008)","journal-title":"Methods Softw."},{"key":"9_CR12","doi-asserted-by":"crossref","unstructured":"Yuan, M., Lin, Y.: Model selection and estimation in the gaussian graphical model. Biometrika 94(1), 19\u201335 (2007)","DOI":"10.1093\/biomet\/asm018"},{"issue":"1","key":"9_CR13","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1137\/060670985","volume":"30","author":"A d\u2019Aspremont","year":"2008","unstructured":"d\u2019Aspremont, A., Banerjee, O., El Ghaoui, L.: First-order methods for sparse covariance selection. SIAM J Matrix Anal. Appl. 30(1), 56\u201366 (2008)","journal-title":"SIAM J Matrix Anal. Appl."},{"issue":"4","key":"9_CR14","doi-asserted-by":"publisher","first-page":"2000","DOI":"10.1137\/080742531","volume":"31","author":"Z Lu","year":"2010","unstructured":"Lu, Z.: Adaptive first-order methods for general sparse inverse covariance selection. SIAM J. Matrix Anal. Appl. 31(4), 2000\u20132016 (2010)","journal-title":"SIAM J. Matrix Anal. Appl."},{"key":"9_CR15","doi-asserted-by":"publisher","first-page":"935","DOI":"10.1214\/11-EJS631","volume":"5","author":"P Ravikumar","year":"2011","unstructured":"Ravikumar, P., Wainwright, M.J., Raskutti, G., Yu, B.: High-dimensional covariance estimation by minimizing $$l1$$-penalized log-determinant divergence. Electron. J. Stat. 5, 935\u2013980 (2011)","journal-title":"Electron. J. Stat."},{"issue":"1","key":"9_CR16","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1561\/2200000016","volume":"3","author":"S Boyd","year":"2010","unstructured":"Boyd, S., Parikh, N., Chu, E., Peleato, B., Eckstein, J.: Distributed optimization and statistical learning via the alternating direction method of multipliers. Found. Trends Mach. Learn. 3(1), 1\u2013122 (2010)","journal-title":"Found. Trends Mach. Learn."},{"issue":"5939","key":"9_CR17","doi-asserted-by":"publisher","first-page":"412","DOI":"10.1126\/science.1173299","volume":"325","author":"AL Barab\u00e1si","year":"2009","unstructured":"Barab\u00e1si, A.L.: Scale-free networks: a decade and beyond. Science. 325(5939), 412 (2009)","journal-title":"Science."},{"key":"9_CR18","unstructured":"Liu, Q., Ihler, A.T.: Learning scale free networks by reweighted l1 regularization. In: International Conference on Artificial Intelligence and Statistics, pp. 40\u201348 (2011)"},{"issue":"5","key":"9_CR19","doi-asserted-by":"publisher","first-page":"e97822","DOI":"10.1371\/journal.pone.0097822","volume":"9","author":"C Liu","year":"2014","unstructured":"Liu, C., Du, W.B., Wang, W.X.: Particle swarm optimization with scale-free interactions. PloS one 9(5), e97822 (2014)","journal-title":"PloS one"},{"key":"9_CR20","doi-asserted-by":"publisher","first-page":"251","DOI":"10.1016\/j.physa.2016.01.028","volume":"451","author":"C Zhang","year":"2016","unstructured":"Zhang, C., Huang, H.: Optimal control strategy for a novel computer virus propagation model on scale-free networks. Phys. A Stat. Mech. Appl. 451, 251\u2013265 (2016)","journal-title":"Phys. A Stat. Mech. Appl."},{"key":"9_CR21","volume-title":"A scale-free topology model with fault-tolerance and intrusion-tolerance in wireless sensor networks","author":"H Liu","year":"2016","unstructured":"Liu, H., Yin, R., Liu, B., Li, Y.: A scale-free topology model with fault-tolerance and intrusion-tolerance in wireless sensor networks. Comput. Electr, Eng (2016)"},{"key":"9_CR22","first-page":"4176","volume":"9","author":"R Glowinski","year":"1975","unstructured":"Glowinski, R., Marrocco, A.: Sur lapproximation, par elements finis dordre un, et la resolution, par penalisation-dualie, dune classe de problems de dirichlet non lineares. Rev. Franca. Automat. Inf. Rech. Oper. 9, 4176 (1975)","journal-title":"Rev. Franca. Automat. Inf. Rech. Oper."},{"key":"9_CR23","doi-asserted-by":"publisher","first-page":"1740","DOI":"10.1016\/0898-1221(76)90003-1","volume":"2","author":"D Gabay","year":"1976","unstructured":"Gabay, D., Mercier, B.: A dual algorithm for the solution of nonlinear variational problems via finite element approximations. Comput. Math. Appl. 2, 1740 (1976)","journal-title":"Comput. Math. Appl."},{"key":"9_CR24","doi-asserted-by":"publisher","first-page":"1694","DOI":"10.1093\/oxfordjournals.molbev.a003957","volume":"18","author":"S Wuchty","year":"2001","unstructured":"Wuchty, S.: Scale-free behavior in protein domain networks. Mol. Biol. Evol 18, 1694\u20131702 (2001)","journal-title":"Mol. Biol. Evol"},{"key":"9_CR25","unstructured":"McAuley, J.J., Jure Leskovec.: Learning to discover social circles in ego networks. In: NIPS, vol. 2012, pp. 548\u201356 (2012)"},{"key":"9_CR26","unstructured":"Norlen, K., Lucas, G., Gebbie, M., Chuang, J.: EVA: Extraction, visualization and analysis of the telecommunications and media ownership network. In: Proceedings of International Telecommunications Society 14th Biennial Conference (ITS2002), Seoul Korea (2002)"},{"issue":"9","key":"9_CR27","doi-asserted-by":"publisher","first-page":"2443","DOI":"10.1093\/nar\/gkg340","volume":"31","author":"S Sun","year":"2003","unstructured":"Sun, S., Ling, L., Zhang, N., Li, G., Chen, R.: Topological structure analysis of the protein\u2013protein interaction network in budding yeast. Nucleic Acids Res. 31(9), 2443\u20132450 (2003)","journal-title":"Nucleic Acids Res."},{"key":"9_CR28","unstructured":"Software package protein interaction network (pin) at http:\/\/www.bioinfo.org.cn\/PIN\/"},{"key":"9_CR29","unstructured":"http:\/\/vlado.fmf.uni-lj.si\/\/"}],"container-title":["International Journal of Data Science and Analytics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s41060-016-0009-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s41060-016-0009-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s41060-016-0009-y","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s41060-016-0009-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,15]],"date-time":"2024-06-15T23:05:00Z","timestamp":1718492700000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s41060-016-0009-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,4,23]]},"references-count":29,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2016,7]]}},"alternative-id":["9"],"URL":"https:\/\/doi.org\/10.1007\/s41060-016-0009-y","relation":{},"ISSN":["2364-415X","2364-4168"],"issn-type":[{"type":"print","value":"2364-415X"},{"type":"electronic","value":"2364-4168"}],"subject":[],"published":{"date-parts":[[2016,4,23]]},"assertion":[{"value":"22 February 2016","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 April 2016","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 April 2016","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}