{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,7]],"date-time":"2025-05-07T12:12:59Z","timestamp":1746619979559,"version":"3.37.3"},"reference-count":32,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2016,9,9]],"date-time":"2016-09-09T00:00:00Z","timestamp":1473379200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2016,9,9]],"date-time":"2016-09-09T00:00:00Z","timestamp":1473379200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/100000006","name":"Office of Naval Research","doi-asserted-by":"publisher","award":["N00014-14-1-0631"],"award-info":[{"award-number":["N00014-14-1-0631"]}],"id":[{"id":"10.13039\/100000006","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Bioinform Sys Biology"],"published-print":{"date-parts":[[2016,12]]},"DOI":"10.1186\/s13637-016-0045-x","type":"journal-article","created":{"date-parts":[[2016,9,9]],"date-time":"2016-09-09T11:08:52Z","timestamp":1473419332000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Stochastic convex sparse principal component analysis"],"prefix":"10.1186","volume":"2016","author":[{"given":"Inci M.","family":"Baytas","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kaixiang","family":"Lin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fei","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anil K.","family":"Jain","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiayu","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,9,9]]},"reference":[{"key":"45_CR1","volume-title":"ICCV Eighth IEEE International Conference on Computer Vision, vol. 1","author":"FD la Torre","year":"2001","unstructured":"FD la Torre, MJ Black, in ICCV Eighth IEEE International Conference on Computer Vision, vol. 1. Robust principal component analysis for computer vision (IEEEVancouver, 2001)."},{"issue":"2","key":"45_CR2","first-page":"23","volume":"3","author":"MW Manal Abdullah","year":"2012","unstructured":"MW Manal Abdullah, S Bo-saeed, Optimizing face recognition using pca. Int. J. Artif. Intell. Appl. (IJAIA). 3(2), 23\u201331 (2012).","journal-title":"Int. J. Artif. Intell. Appl. (IJAIA)"},{"key":"45_CR3","first-page":"202","volume-title":"International Conference on Smart Technologies and Management for Computing, Communication, Controls, Energy and Materials (ICSTM)","author":"C Gokulnath","year":"2015","unstructured":"C Gokulnath, MK Priyan, E Vishnu Balan, KP Rama Prabha, in International Conference on Smart Technologies and Management for Computing, Communication, Controls, Energy and Materials (ICSTM). Preservation of privacy in data mining by using pca based perturbation technique (IEEEChennai, 2015), pp. 202\u2013206."},{"key":"45_CR4","first-page":"140","volume-title":"Second International Symposium on Information Science and Engineering","author":"W-Y Wang","year":"2009","unstructured":"W-Y Wang, C-X Qu, in Second International Symposium on Information Science and Engineering. Application and research of data mining based on improved pca method (IEEEShanghai, 2009), pp. 140\u2013143."},{"key":"45_CR5","first-page":"635","volume-title":"Intelligent Systems Design and Applications, 9th International Conference on","author":"PP Alberto Landi","year":"2009","unstructured":"PP Alberto Landi, G Pioggia, in Intelligent Systems Design and Applications, 9th International Conference on. Backpropagation-based non linear pca for biomedical applications (IEEEPisa, 2009), pp. 635\u2013640."},{"issue":"1","key":"45_CR6","doi-asserted-by":"publisher","first-page":"485","DOI":"10.1186\/1475-2875-13-485","volume":"13","author":"D Omucheni","year":"2014","unstructured":"D Omucheni, K Kaduki, W Bulimo, H Angeyo, Application of principal component analysis to multispectral-multimodal optical image analysis for malaria diagnostics. Malar. J. 13(1), 485 (2014). Springer Nature.","journal-title":"Malar. J"},{"key":"45_CR7","volume-title":"32nd International Conference on Machine Learning, vol. 37","author":"O Shamir","year":"2015","unstructured":"O Shamir, in 32nd International Conference on Machine Learning, vol. 37. A stochastic pca and svd algorithm with an exponential convergence rate (Journal of Machine Learning Research (JMLR)Lille Grand Palais, 2015)."},{"key":"45_CR8","unstructured":"What Is an Electronic Medical Record (EMR)?. https:\/\/www.healthit.gov\/providers-professionals\/electronic-medical-records-emr ."},{"issue":"2","key":"45_CR9","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1198\/106186006X113430","volume":"15","author":"TH Hui Zou","year":"2006","unstructured":"TH Hui Zou, R Tibshirani, Sparse principal component analysis. J. Comput. Graph. Stat.15(2), 265\u2013286 (2006).","journal-title":"J. Comput. Graph. Stat."},{"issue":"3","key":"45_CR10","doi-asserted-by":"publisher","first-page":"434","DOI":"10.1137\/050645506","volume":"49","author":"A d\u2019Aspremont","year":"2007","unstructured":"A d\u2019Aspremont, L El Ghaoui, M Jordan, G Lanckriet, A direct formulation for sparse pca using semidefinite programming. SIAM Rev.49(3), 434\u2013448 (2007).","journal-title":"SIAM Rev."},{"key":"45_CR11","doi-asserted-by":"crossref","unstructured":"AY Nikhil Naikal, SS Sastry, Informative feature selection for object recognition via sparse pca. Int. Conf. Comput. Vision, IEEE, 818\u2013825 (2011).","DOI":"10.21236\/ADA543168"},{"key":"45_CR12","first-page":"847","volume":"23","author":"M Hein","year":"2010","unstructured":"M Hein, T Buhler, An inverse power method for nonlinear eigenproblems with applications in 1-spectral clustering and sparse pca. Adv. Neural Inf. Process. Syst. 23:, 847\u2013855 (2010).","journal-title":"Adv. Neural Inf. Process. Syst"},{"key":"45_CR13","first-page":"1529","volume":"27","author":"Z Gu","year":"2014","unstructured":"Z Gu, Q Wang, H Liu, Sparse pca with oracle property. Adv. Neural Inf. Process. Syst. (NIPS). 27:, 1529\u20131537 (2014).","journal-title":"Adv. Neural Inf. Process. Syst. (NIPS)"},{"key":"45_CR14","first-page":"315","volume":"26","author":"R Johnson","year":"2013","unstructured":"R Johnson, T Zhang, Accelerating stochastic gradient descent using predictive variance reduction. Adv. Neural Inf. Process. Syst. 26:, 315\u2013323 (2013).","journal-title":"Adv. Neural Inf. Process. Syst"},{"issue":"4","key":"45_CR15","doi-asserted-by":"publisher","first-page":"2057","DOI":"10.1137\/140961791","volume":"24","author":"L Xiao","year":"2014","unstructured":"L Xiao, T Zhang, A proximal stochastic gradient method with progressive variance reduction. SIAM J. OPTIM. 24(4), 2057\u20132075 (2014).","journal-title":"SIAM J. OPTIM"},{"key":"45_CR16","first-page":"1574","volume":"27","author":"A Nitanda","year":"2014","unstructured":"A Nitanda, Stochastic proximal gradient descent with acceleration techniques. Neural Inf. Process. Syst. 27:, 1574\u20131582 (2014).","journal-title":"Neural Inf. Process. Syst"},{"key":"45_CR17","volume-title":"31 st International Conference on Machine Learning, JMLR, vol. 32","author":"S Shalev-Shwartz","year":"2014","unstructured":"S Shalev-Shwartz, T Zhang, in 31 st International Conference on Machine Learning, JMLR, vol. 32. Accelerated proximal stochastic dual coordinate ascent for regularized loss minimization (Journal of Machine Learning Research (JMLR)Beijing, 2014)."},{"key":"45_CR18","doi-asserted-by":"publisher","first-page":"547","DOI":"10.1145\/1557019.1557082","volume-title":"Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","author":"J Liu","year":"2009","unstructured":"J Liu, J Chen, J Ye, in Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Large-scale sparse logistic regression (ACMParis, 2009), pp. 547\u2013556."},{"key":"45_CR19","doi-asserted-by":"crossref","unstructured":"R Tibshirani, Regression shrinkage and selection via the lasso. J. R. Stat. Soc. Ser. B Methodol, 267\u2013288 (1996).","DOI":"10.1111\/j.2517-6161.1996.tb02080.x"},{"key":"45_CR20","doi-asserted-by":"crossref","first-page":"457","DOI":"10.1145\/1553374.1553434","volume-title":"Proceedings of the 26th Annual International Conference on Machine Learning","author":"S Ji","year":"2009","unstructured":"S Ji, J Ye, in Proceedings of the 26th Annual International Conference on Machine Learning. An accelerated gradient method for trace norm minimization (ACMMontreal, 2009), pp. 457\u2013464."},{"key":"45_CR21","doi-asserted-by":"crossref","first-page":"814","DOI":"10.1145\/2020408.2020549","volume-title":"Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","author":"J Zhou","year":"2011","unstructured":"J Zhou, L Yuan, J Liu, J Ye, in Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. A multi-task learning formulation for predicting disease progression (ACMSan Francisco, 2011), pp. 814\u2013822."},{"key":"45_CR22","doi-asserted-by":"crossref","first-page":"433","DOI":"10.1145\/1553374.1553431","volume-title":"Proceedings of the 26th Annual International Conference on Machine Learning","author":"L Jacob","year":"2009","unstructured":"L Jacob, G Obozinski, J-P Vert, in Proceedings of the 26th Annual International Conference on Machine Learning. Group lasso with overlap and graph lasso (ACMMontreal, 2009), pp. 433\u2013440."},{"key":"45_CR23","unstructured":"J Zhou, J Chen, J Ye, Malsar: Multi-task learning via structural regularization. (Arizona State University, 2011), http:\/\/www.public.asu.edu\/~jye02\/Software\/MALSAR ."},{"key":"45_CR24","volume-title":"Minimization Methods for Non-differentiable Functions, vol. 3","author":"NZ Shor","year":"2012","unstructured":"NZ Shor, Minimization Methods for Non-differentiable Functions, vol. 3 (Springer, Berlin Heidelberg, 2012)."},{"key":"45_CR25","first-page":"2004","volume":"2004","author":"S Boyd","year":"2003","unstructured":"S Boyd, L Xiao, A Mutapcic, Subgradient methods. lecture notes of EE392o, Stanford University, Autumn Quarter. 2004:, 2004\u20132005 (2003).","journal-title":"lecture notes of EE392o, Stanford University, Autumn Quarter"},{"issue":"1","key":"45_CR26","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1137\/080716542","volume":"2","author":"A Beck","year":"2009","unstructured":"A Beck, M Teboulle, A fast iterative shrinkage-thresholding algorithm for linear inverse problems. SIAM J. Imaging Sci. 2(1), 183\u2013202 (2009).","journal-title":"SIAM J. Imaging Sci"},{"issue":"7","key":"45_CR27","doi-asserted-by":"publisher","first-page":"2479","DOI":"10.1109\/TSP.2009.2016892","volume":"57","author":"SJ Wright","year":"2009","unstructured":"SJ Wright, RD Nowak, MA Figueiredo, Sparse reconstruction by separable approximation. Signal Process. IEEE Trans. 57(7), 2479\u20132493 (2009).","journal-title":"Signal Process. IEEE Trans"},{"key":"45_CR28","unstructured":"D Garber, E Hazan, Fast and simple pca via convex optimization (2015). arXiv:1509.05647v4 [math.OC], https:\/\/arxiv.org\/abs\/1509.05647 ."},{"key":"45_CR29","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-8853-9","volume-title":"Introductory Lectures On Convex Optimization: A Basic Course","author":"Y Nesterov","year":"2004","unstructured":"Y Nesterov, Introductory Lectures On Convex Optimization: A Basic Course, vol. 87 (Springer US, New York, 2004)."},{"key":"45_CR30","unstructured":"M Kloft, U Brefeld, P Laskov, K-R M\u00fcller, A Zien, S Sonnenburg, Efficient and accurate lp-norm multiple kernel learning. Adv. Neural Inf. Process. Syst, 997\u20131005 (2009)."},{"issue":"1","key":"45_CR31","doi-asserted-by":"publisher","first-page":"351","DOI":"10.1137\/140961134","volume":"25","author":"J Liu","year":"2015","unstructured":"J Liu, SJ Wright, Asynchronous stochastic coordinate descent: parallelism and convergence properties. SIAM J. Optim.25(1), 351\u2013376 (2015).","journal-title":"SIAM J. Optim."},{"key":"45_CR32","unstructured":"International Classification of Diseases (ICD). http:\/\/www.who.int\/classifications\/icd\/en\/ ."}],"container-title":["EURASIP Journal on Bioinformatics and Systems Biology"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13637-016-0045-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1186\/s13637-016-0045-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13637-016-0045-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,20]],"date-time":"2023-08-20T01:28:14Z","timestamp":1692494894000},"score":1,"resource":{"primary":{"URL":"https:\/\/bsb-eurasipjournals.springeropen.com\/articles\/10.1186\/s13637-016-0045-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,9,9]]},"references-count":32,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2016,12]]}},"alternative-id":["45"],"URL":"https:\/\/doi.org\/10.1186\/s13637-016-0045-x","relation":{},"ISSN":["1687-4153"],"issn-type":[{"type":"electronic","value":"1687-4153"}],"subject":[],"published":{"date-parts":[[2016,9,9]]},"assertion":[{"value":"14 April 2016","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 August 2016","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 September 2016","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}],"article-number":"15"}}