{"id":179,"date":"2016-05-10T19:24:06","date_gmt":"2016-05-10T18:24:06","guid":{"rendered":"http:\/\/spagnolini.faculty.polimi.it\/?page_id=179"},"modified":"2021-03-18T20:01:47","modified_gmt":"2021-03-18T19:01:47","slug":"statistical-signal-processing-phd","status":"publish","type":"page","link":"https:\/\/spagnolini.faculty.polimi.it\/?page_id=179","title":{"rendered":"Statistical Signal Processing and Supervised Learning (PhD)"},"content":{"rendered":"<p><\/p>\n<p>The first part of the course reviews the fundamentals of statistical signal<br \/>\nprocessing with insight on deep learning methods, the second part is<br \/>\nfocused to selected areas where the theory methods are paired to some<br \/>\napplications chosen to be general enough to provide a useful background<br \/>\nfor many interdisciplinary contexts such as audio and digital<br \/>\ncommunications, imaging and machine learning, navigation and<br \/>\nestimation in networks (26h)<\/p>\n<ul>\n<li>Fundamentals of estimation theory (BLUE, MLE, CRB, MMSE, MAP)<\/li>\n<li>Parameter tracking and positioning, Kalman filtering (KF, EKF, UKF)<\/li>\n<li>Classification of signals and supervised deep learning methods<\/li>\n<\/ul>\n<p>Applications:<\/p>\n<ul>\n<li>Prediction of portfolio balance and E-Marketing prediction<\/li>\n<li>Inertia parameters (accelerometers and gyroscopes) tracking and high-<br \/>\nresolution positioning<\/li>\n<li>\u00a0Array signal processing and multichannel MIMO systems<\/li>\n<\/ul>\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>The first part of the course reviews the fundamentals of statistical signal processing with insight on deep learning methods, the second part is focused to selected areas where the theory methods are paired to some applications chosen to be general &hellip; <a href=\"https:\/\/spagnolini.faculty.polimi.it\/?page_id=179\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":10,"featured_media":0,"parent":22,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-179","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/spagnolini.faculty.polimi.it\/index.php?rest_route=\/wp\/v2\/pages\/179","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/spagnolini.faculty.polimi.it\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/spagnolini.faculty.polimi.it\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/spagnolini.faculty.polimi.it\/index.php?rest_route=\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/spagnolini.faculty.polimi.it\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=179"}],"version-history":[{"count":3,"href":"https:\/\/spagnolini.faculty.polimi.it\/index.php?rest_route=\/wp\/v2\/pages\/179\/revisions"}],"predecessor-version":[{"id":376,"href":"https:\/\/spagnolini.faculty.polimi.it\/index.php?rest_route=\/wp\/v2\/pages\/179\/revisions\/376"}],"up":[{"embeddable":true,"href":"https:\/\/spagnolini.faculty.polimi.it\/index.php?rest_route=\/wp\/v2\/pages\/22"}],"wp:attachment":[{"href":"https:\/\/spagnolini.faculty.polimi.it\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=179"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}