{"id":797,"date":"2023-06-25T18:06:01","date_gmt":"2023-06-26T01:06:01","guid":{"rendered":"https:\/\/dornsife.usc.edu\/sergey-lototsky\/?page_id=797"},"modified":"2023-11-16T11:32:40","modified_gmt":"2023-11-16T19:32:40","slug":"math-606-summer-2022","status":"publish","type":"page","link":"https:\/\/dornsife.usc.edu\/sergey-lototsky\/math-606-summer-2022\/","title":{"rendered":"Math 606: Topics in Stochastic Processes, Summer 2022"},"content":{"rendered":"\n\n  \n    \n\n\n\n\n\n\n<div\n  class=\"cc--component-container cc--rich-text \"\n\n  \n  \n  \n  \n  \n  \n  >\n  <div class=\"c--component c--rich-text\"\n    \n      >\n\n    \n      \n<div class=\"f--field f--wysiwyg\">\n\n    \n  <h3 align=\"center\">Math 606, Summer 2022.<br \/>\nTopics in Stochastic Processes (054&#8211;39482R)<br \/>\nGaussian Processes<br \/>\n<span style=\"color: red;\"> Class meetings: MW, 9:30am-12:30pm, VHE 210. <\/span><\/h3>\n<h4 align=\"center\">Information on this and related pages changes frequently.<\/h4>\n<h4><strong> Instructor: <\/strong> <a href=\"\/\"> Sergey Lototsky. <\/a><\/h4>\n<h4><strong>Office:<\/strong> KAP 248D.<br \/>\n<strong> Phone:<\/strong> 213 740 2389<br \/>\n<strong> E-mail:<\/strong> lototsky usc edu.<\/h4>\n<p><strong> URL:\u00a0https:\/\/dornsife.usc.edu\/sergey-lototsky\/<\/strong><\/p>\n<p><strong>Office Hours:<\/strong> MW before and after the class. Appointments at other time are welcome.<\/p>\n<p><strong> Course objective: <\/strong>To learn the foundations of the theory of Gaussian processes. More specifically, a Gaussian process X = X(t), t \u2208 [0, T], is a collection of random variables such that, for every finite set {t_1, . . . , t_n} \u2282 [0, T], the random vector (X(t_1), . . . ,X(t_n)) is Gaussian. Such a process has a number of remarkable properties. The story becomes even more interesting once we allow the domain of X to be an arbitrary set and allow X to take values in a locally convex linear topological space. In this class, we will use probabilistic and analytical tools to understand basic results in the theory of Gaussian processes. The topics will include<\/p>\n<ul>\n<li>Main examples [Brownian motion, bridge, and sheet; Ornstein-Uhlenbeck process,<br \/>\nfractional Brownian motion, Gaussian free field, etc.]<\/li>\n<li>Various representations of the Gaussian processes;<\/li>\n<li>Basic properties of sample paths (continuity, Borel-TIS inequality, large and<br \/>\nsmall deviations, etc.);<\/li>\n<li>Spectral theory;<\/li>\n<li>Gaussian measures on a locally convex linear topological space;<\/li>\n<li>Cameron-Martin theorem.<\/li>\n<\/ul>\n<p><strong> Course work: <\/strong>Class participation, homework assignments, final presentation.<\/p>\n<p><strong> Official grading scheme: <\/strong>20% class participation, 40% homework assignments, 40% final presentation.<\/p>\n<p><strong>Main reference:<\/strong> Mikhail Lifshits, Lectures on Gaussian processes. Springer Briefs in Mathematics. Springer, Heidelberg, 2012.\u00a0 <strong>x+121 pp<\/strong>. The book is available in electronic form from the <a href=\"https:\/\/link-springer-com.libproxy2.usc.edu\/book\/10.1007\/978-3-642-24939-6\" target=\"_blank\" rel=\"noopener\"> USC Libraries <\/a><\/p>\n<p><strong>Other references<\/strong><\/p>\n<ul>\n<li>Mishura, Yuliya; Zili, Mounir <span class=\"title\">Stochastic analysis of mixed fractional <span class=\"searchHighlight\">Gaussian<\/span> <span class=\"searchHighlight\">processes<\/span>.<\/span> <em>ISTE Press, London; Elsevier Ltd, Oxford,<\/em><strong> 2018. xvi+194 pp.<\/strong><\/li>\n<li>Bovier, Anton <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> <span class=\"searchHighlight\">processes<\/span> on trees:<\/span> From spin glasses to branching Brownian motion. <em>Cambridge University Press, Cambridge,<\/em> 2017.<strong> x+200 pp.<\/strong><\/li>\n<li>Adler, Robert J. <span class=\"title\">The geometry of random fields.<\/span> Reprint of the 1981 original. <em>SIAM, Philadelphia, PA,<\/em> 2010.<strong> xxi+280 pp.<\/strong><\/li>\n<li>Adler, Robert J.; Taylor, Jonathan E. <span class=\"title\">Random fields and geometry.<\/span><em>Springer, New York,<\/em> 2007.<strong> xviii+448 pp.<\/strong><\/li>\n<li>Marcus, Michael B.; Rosen, Jay <span class=\"title\">Markov <span class=\"searchHighlight\">processes<\/span>, <span class=\"searchHighlight\">Gaussian<\/span> <span class=\"searchHighlight\">processes<\/span>, and local times.<\/span> <em>Cambridge University Press, Cambridge,<\/em> 2006.<strong> x+620 pp.<\/strong><\/li>\n<li>Piterbarg, Vladimir I. <span class=\"title\">Asymptotic methods in the theory of <span class=\"searchHighlight\">Gaussian<\/span> <span class=\"searchHighlight\">processes<\/span> and fields.<\/span> Translated from the Russian by V. V. Piterbarg. Revised by the author. <em>American Mathematical Society, Providence, RI,<\/em> 1996.<strong> <span class=\"rm\">xii<\/span>+206 pp.<\/strong><\/li>\n<li>Lifshits, M. A. <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> random functions.<\/span> <em>Kluwer Academic Publishers, Dordrecht,<\/em> 1995.<strong> <span class=\"rm\">xii<\/span>+333 pp.<\/strong><\/li>\n<li>Yurinsky, Vadim <span class=\"title\">Sums and <span class=\"searchHighlight\">Gaussian<\/span> vectors.<\/span> Lecture Notes in Mathematics, 1617. <em>Springer-Verlag, Berlin,<\/em> 1995.<strong> <span class=\"rm\">xii<\/span>+305 pp.<\/strong><\/li>\n<li>Hida, Takeyuki; Hitsuda, Masuyuki <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> <span class=\"searchHighlight\">processes<\/span>.<\/span> <em>American Mathematical Society, Providence, RI,<\/em> 1993.<strong> <span class=\"rm\">xvi<\/span>+183 pp.<\/strong><\/li>\n<li>Adler, Robert J. <span class=\"title\">An introduction to continuity, extrema, and related topics for general <span class=\"searchHighlight\">Gaussian<\/span> processes.<\/span> <em>Institute of Mathematical Statistics, Hayward, CA,<\/em> 1990.<strong> <span class=\"rm\">x<\/span>+160 pp.<\/strong><\/li>\n<li>Ibragimov, Il\u02b9dar Abdullovich; Rozanov, Y. A. <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> random <span class=\"searchHighlight\">processes<\/span>.<\/span> <em>Springer-Verlag, New York-Berlin,<\/em> 1978.<strong> <span class=\"rm\">x<\/span>+275 pp.<\/strong><\/li>\n<li>Dym, H.; McKean, H. P. <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> processes, function theory, and the inverse spectral problem.<\/span>\u00a0 <em>Academic Press, New York-London,<\/em> 1976.<strong> <span class=\"rm\">xi<\/span>+335 pp.<\/strong><\/li>\n<\/ul>\n<p><strong>\u00a0<\/strong><\/p>\n<ul>\n<li>Urbina-Romero, Wilfredo <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> harmonic <span class=\"searchHighlight\">analysis<\/span>.<\/span>\u00a0 <em>Springer, Cham,<\/em> 2019.<strong> xix+477 pp.<\/strong><\/li>\n<li>Hu, Yaozhong <span class=\"title\"><span class=\"searchHighlight\">Analysis<\/span> on <span class=\"searchHighlight\">Gaussian<\/span> spaces.<\/span> <em>World Scientific,<\/em> 2017.<strong> xi+470 pp.<\/strong><\/li>\n<li>Mandrekar, Vidyadhar S.; Gawarecki, Leszek <span class=\"title\">Stochastic analysis for <span class=\"searchHighlight\">Gaussian<\/span> random <span class=\"searchHighlight\">processes<\/span> and fields.<\/span> <em>CRC Press, Boca Raton, FL,<\/em> 2016.<strong><strong> xxii+179 pp.<\/strong><\/strong><\/li>\n<li>Bogachev, Vladimir I. <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> measures.<\/span>\u00a0 <em>American Mathematical Society, Providence, RI,<\/em> 1998.<strong> xii+433 pp.<\/strong><\/li>\n<li>Janson, Svante <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> Hilbert spaces.<\/span> <em>Cambridge University Press, Cambridge,<\/em> 1997.<strong> <span class=\"rm\">x<\/span>+340 pp.<\/strong><\/li>\n<li>Kuo, Hui Hsiung <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> measures in Banach spaces.<\/span> Lecture Notes in Mathematics, Vol. 463. <em>Springer-Verlag, Berlin-New York,<\/em> 1975.<strong> <span class=\"rm\">vi<\/span>+224 pp.<\/strong><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li>Kocijan, Ju\u0161 <span class=\"title\">Modelling and control of dynamic systems using <span class=\"searchHighlight\">Gaussian<\/span> process models.<\/span> <em>Springer, Cham,<\/em> 2016. <strong>xvi+267 pp.<\/strong><\/li>\n<li>Gualtierotti, Antonio F. <span class=\"title\">Detection of random signals in dependent <span class=\"searchHighlight\">Gaussian<\/span> noise.<\/span> <em>Springer, Cham,<\/em> 2015.<strong> xxxiv+1176 pp.<\/strong><\/li>\n<li>Shi, Jian Qing; Choi, Taeryon <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> process regression <span class=\"searchHighlight\">analysis<\/span> for functional data.<\/span> <em>CRC Press, Boca Raton, FL,<\/em> 2011.<strong> xx+196 pp.<\/strong><\/li>\n<li>Rasmussen, Carl Edward; Williams, Christopher K. I. <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> <span class=\"searchHighlight\">processes<\/span> for machine learning.<\/span>\u00a0 <em>MIT Press, Cambridge, MA,<\/em> 2006. <strong><strong>xviii+248 pp.<\/strong><\/strong><\/li>\n<li>Rue, H\u00e5vard; Held, Leonhard <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> Markov random fields.<\/span> <em>Chapman &amp; Hall\/CRC, Boca Raton, FL,<\/em> 2005.<strong><strong><strong> xii+263 pp.<\/strong><\/strong><\/strong><\/li>\n<li>Rosenblatt, Murray <span class=\"title\"><span class=\"searchHighlight\">Gaussian<\/span> and non-<span class=\"searchHighlight\">Gaussian<\/span> linear time series and random fields.<\/span> <em>Springer-Verlag, New York,<\/em> 2000.<strong><strong> xiv+246 pp.<\/strong><\/strong><\/li>\n<\/ul>\n<p><strong><strong>\u00a0<\/strong><\/strong><\/p>\n<ul>\n<li>Talagrand, Michel <span class=\"title\">Upper and lower bounds for stochastic processes. <\/span>Second edition. <em>Springer, Cham,<\/em> 2021.<strong><strong> xviii+726 pp.<\/strong><\/strong><\/li>\n<li>Ledoux, Michel; Talagrand, Michel <span class=\"title\">Probability in Banach spaces:<\/span> Isoperimetry and processes. Reprint of the 1991 edition. <em>Springer-Verlag, Berlin,<\/em> 2011.<strong><strong> xii+480 pp.<\/strong><\/strong><\/li>\n<li>Ledoux, Michel <span class=\"title\">The concentration of measure phenomenon.<\/span> <em>American Mathematical Society, Providence, RI,<\/em> 2001.<strong><strong> x+181 pp.<\/strong><\/strong><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>An example of a book review from <\/strong><em>Math reviews<\/em> [<a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/FrizHarier-BookRev-MathRev-1-1.pdf\" target=\"_blank\" rel=\"noopener\">Edition 1<\/a>, <a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/FrizHarier-BookRev-MathRev-2-1.pdf\" target=\"_blank\" rel=\"noopener\">Edition 2<\/a>] <strong>and<\/strong> <strong>from<\/strong> <a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/FrizHarier-BookRev-BulletAMS-1.pdf\" target=\"_blank\" rel=\"noopener\">the Bulletin of the AMS<\/a><\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p><strong><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/GaussianProcesses.pdf\" target=\"_blank\" rel=\"noopener\">The course file<\/a>, <\/strong>including homework problems.<strong> Aim at two problems per week.<br \/>\n<\/strong><\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p><strong>My notes:<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/Normal-History-1.pdf\" target=\"_blank\" rel=\"noopener\">A time line<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/Normal-summary-2.pdf\" target=\"_blank\" rel=\"noopener\">Gaussian objects<\/a><\/li>\n<li>Pictures of <a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/BrSheet.pdf\" target=\"_blank\" rel=\"noopener\">Brownian sheet<\/a>, <a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/Kiefer.pdf\" target=\"_blank\" rel=\"noopener\">The Kiefer field<\/a>, <a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/BB-BB.pdf\" target=\"_blank\" rel=\"noopener\">Brownian bridge twice<\/a>, <a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/GFF.pdf\" target=\"_blank\" rel=\"noopener\">GFF<\/a>; <a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/gaussian-fields-matlab\/\" target=\"_blank\" rel=\"noopener\">the Matlab code<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/MercerAndMore.pdf\" target=\"_blank\" rel=\"noopener\">Mercer&#8217;s theorem<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/AbstrWienerSpace.pdf\" target=\"_blank\" rel=\"noopener\">Abstract Wiener space<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/RepKernHilbSp.pdf\" target=\"_blank\" rel=\"noopener\">RKHS<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/StochAnalysis-1.pdf\" target=\"_blank\" rel=\"noopener\">Stochastic analysis in continuous time <\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/BM-summary-1.pdf\" target=\"_blank\" rel=\"noopener\">A summary of Brownian motion<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/GaussIneq.pdf\" target=\"_blank\" rel=\"noopener\">A summary of Gaussian inequalities<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/LDP-summary.pdf\" target=\"_blank\" rel=\"noopener\">A summary of large deviations<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/SODEs-Summary-1.pdf\" target=\"_blank\" rel=\"noopener\">A summary of SODEs<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/CmMartGsvMeyerTheorem-1.pdf\" target=\"_blank\" rel=\"noopener\">A summary of the Cameron-Martin-Girsanov theorem and related results<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/WeierApprTh-1.pdf\" target=\"_blank\" rel=\"noopener\">The Weierstrass Approximation Theorem<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/Linear.pdf\" target=\"_blank\" rel=\"noopener\">Notes about Kalman filter and related topics<\/a><\/li>\n<\/ul>\n<p><strong>Other notes<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/StatisticalLearning-Heilman.pdf\" target=\"_blank\" rel=\"noopener\">Lecture notes for math 547 (statistical learning theory) by Steven Heilman<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/Donsker-Davar.pdf\" target=\"_blank\" rel=\"noopener\">Donsker&#8217;s Theorem<\/a> [lecture notes by Davar Khoshnevisan]<\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/Sampling-AMSNotices.pdf\" target=\"_blank\" rel=\"noopener\">An article about\u00a0 sampling theorem<\/a> (in signal processing)<\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/11\/Mercer-original-compressed_compressed.pdf\" target=\"_blank\" rel=\"noopener\">The original paper by James Mercer containing his theorem<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/Borell-Subspace-original.pdf\" target=\"_blank\" rel=\"noopener\">The original paper by C. Borell<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/Brunn-Minkowski-AMSBulletin-2002.pdf\" target=\"_blank\" rel=\"noopener\">The Brunn-Minkowski inequality<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/GaussIneq-Latala.pdf\" target=\"_blank\" rel=\"noopener\">Geometric Gaussian inequalities<\/a><\/li>\n<li><a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/kalman-siam.pdf\" target=\"_blank\" rel=\"noopener\">A survey of Kalman filter<\/a><\/li>\n<li>In nature: <a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/GFF-nature-1.jpg\" target=\"_blank\" rel=\"noopener\">GFF<\/a>, <a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/reynisfjara_black_sand_beach.jpg\" target=\"_blank\" rel=\"noopener\">Corner Growth<\/a> (Iceland), <a href=\"https:\/\/dornsife.usc.edu\/sergey-lototsky\/wp-content\/uploads\/sites\/211\/2023\/06\/CornerGrowth2.jpg\" target=\"_blank\" rel=\"noopener\">Corner Growth<\/a> (Armenia)<\/li>\n<\/ul>\n<p><strong>\u00a0<\/strong><\/p>\n<p><strong>Our progress<\/strong><\/p>\n<p><strong>May 18<\/strong>: Various characterizations of a Gaussian vector.<\/p>\n<p><strong>May 23<\/strong>: Examples of Gaussian processes.<\/p>\n<p><strong>May 25<\/strong>: Spectral and KL representations.<\/p>\n<p><strong>May 30:<\/strong> Memorial Day, no class.<\/p>\n<p><strong>June 1:<\/strong> Abstract Wiener space.<\/p>\n<p><strong>June 6:<\/strong> RKHS; Markov property.<\/p>\n<p><strong>June 8:<\/strong> An overview of Gaussian inequalities.<\/p>\n<p><strong>June 13:<\/strong> Gaussian inequalities.<\/p>\n<p><strong>June 15:<\/strong> Large and small deviations.<\/p>\n<p><strong>June 20:<\/strong> Large deviations and applications.<\/p>\n<p><strong>June 22: <\/strong>The Cameron-Martin-Girsanov theorem.<\/p>\n<p><strong>June 27:<\/strong> Filtering in general and Kalman filter in particular.<\/p>\n<p><strong>June 29:<\/strong> The final discussion.<\/p>\n\n\n\n<\/div>\n\n\n  <\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":282,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-797","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - 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