{"id":2238,"date":"2020-07-17T15:14:31","date_gmt":"2020-07-17T19:14:31","guid":{"rendered":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/?page_id=2238"},"modified":"2023-07-29T00:19:07","modified_gmt":"2023-07-29T04:19:07","slug":"ise-789-or-791-optimization-models-for-systems-analytics","status":"publish","type":"page","link":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-789-or-791-optimization-models-for-systems-analytics\/","title":{"rendered":"ISE789\/OR791 Optimization Models for Systems Analytics"},"content":{"rendered":"\r\n

ISE 789\/OR 791: Optimization Models for Systems Analytics<\/h2>\r\n\r\n\r\n\r\n

 <\/p>\r\n\r\n\r\n\n Syllabus<\/span>\n \n \n \n \n <\/path><\/svg><\/span>\n<\/a>\n\r\n\r\n\n References<\/span>\n \n \n \n \n <\/path><\/svg><\/span>\n<\/a>\n\r\n\r\n\r\n

Lecture Notes<\/h3>\r\n\r\n\r\n\r\n

Lecture 0\u00a0 \u00a0 |\u00a0 \u00a0Lecture 1\u00a0 \u00a0 |\u00a0 \u00a0Lecture 2\u00a0 \u00a0 \u00a0|\u00a0 \u00a0Lecture 3 \u00a0 |\u00a0 \u00a0Lecture 4\u00a0 \u00a0 |\u00a0 \u00a0Lecture 5\u00a0 \u00a0 |\u00a0 \u00a0Lecture 6\u00a0<\/p>\r\n\r\n\r\n\r\n

Supplemental Reading Material<\/h3>\r\n\r\n\r\n\r\n
    \r\n
  • The Use of Binary Choice Forests to Model and Estimate Discrete Choices<\/li>\r\n
  • Sparse Signal Reconstruction via the Approximations of L0<\/sub> Quasinorm<\/li>\r\n
  • Sparse Solutions by a Quadratically Constrained Lq<\/sub> (0<q<1) Minimization Model<\/li>\r\n
  • A Gradient Descent Based Algorithm for Lp<\/sub> Minimization<\/li>\r\n
  • A Unified Smooth Framework For Nonconvex Penalized Least Squares Problems<\/li>\r\n
  • Optimization for Deep Learning: an Overview<\/li>\r\n
  • Simple and Fast Iterative Algorithm for (Binary Integer) Online Linear Programming<\/li>\r\n
  • How Can Machine Learning and Optimization Help Each Other Better?<\/li>\r\n
  • Deep Learning in Business Analytics and Operations Research: Models, Applications and Managerial Implications<\/li>\r\n
  • Customer Choice Models versus Machine Learning: Finding Optimal Product Displays on Alibaba<\/li>\r\n
  • Simple and Fast Algorithm for Binary Integer and Online Linear Programming<\/li>\r\n
  • A Sub-one Quasi-norm-based Similarity Measure for Collaborative Filtering in Recommender Systems<\/li>\r\n
  • DC Programming: The Optimization Method You Never Knew You Had to Know<\/li>\r\n
  • Sparse Optimization Lecture: Sparse Recovery Guarantees<\/li>\r\n
  • Convex Analysis and Duality over Discrete Domains<\/li>\r\n
  • Using Radial Basis Function Networks for Function Approximation and Classification<\/li>\r\n
  • Relaxed conditions for radial-basis function networks to be universal approximators<\/li>\r\n
  • The Turbulent Past and Uncertain Future of AI<\/li>\r\n
  • Covariance matrix<\/li>\r\n
  • k-means clustering<\/li>\r\n
  • Quadratically Constrained Quadratic Programming<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n
      \r\n
    • Linear Conic Programming Theory and Applications Lecture 1 | Lecture 2 | Lecture 3 | Lecture 4 | Lecture 5<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n

      Homework<\/h3>\r\n\r\n\r\n\r\n

      Assignment #1\u00a0 Due:\u00a0\u00a0<\/p>\r\n\r\n\r\n\r\n

      Assignment #2\u00a0 \u00a0Due:\u00a0\u00a0<\/p>\r\n\r\n\r\n\r\n

      Assignment #3\u00a0 \u00a0Due:\u00a0\u00a0<\/p>\r\n\r\n\r\n\r\n

      Assignment #4\u00a0 \u00a0Due:\u00a0\u00a0<\/p>\r\n\r\n\r\n\r\n

      Assignment #5\u00a0 \u00a0Due:\u00a0\u00a0<\/p>\r\n\r\n\r\n\r\n

      Project<\/h3>\r\n\r\n\r\n\r\n

      Project Description<\/p>\r\n

        \r\n
      • Proposal Due:\u00a0 \u00a0\u00a0<\/li>\r\n
      • Report Due:\u00a0 \u00a0\u00a0<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n

        Exams<\/h3>\r\n\r\n\r\n\r\n

        Final Exam:\u00a0\u00a0<\/p>\r\n\r\n\r\n\r\n

        Grades<\/h3>\r\n\r\n\r\n","protected":false},"excerpt":{"rendered":"

        ISE 789\/OR 791: Optimization Models for Systems Analytics   Lecture Notes Lecture 0\u00a0 \u00a0 |\u00a0 \u00a0Lecture 1\u00a0 \u00a0 |\u00a0 \u00a0Lecture 2\u00a0 \u00a0 \u00a0|\u00a0 \u00a0Lecture 3…<\/p>\n","protected":false},"author":149,"featured_media":0,"parent":2016,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-landing.php","meta":{"_acf_changed":false,"ngg_post_thumbnail":0,"footnotes":""},"class_list":["post-2238","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"\nISE789\/OR791 Optimization Models for Systems Analytics - The Fuzzy-Neural Group<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-789-or-791-optimization-models-for-systems-analytics\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ISE789\/OR791 Optimization Models for Systems Analytics - The Fuzzy-Neural Group\" \/>\n<meta property=\"og:description\" content=\"ISE 789\/OR 791: Optimization Models for Systems Analytics   Lecture Notes Lecture 0\u00a0 \u00a0 |\u00a0 \u00a0Lecture 1\u00a0 \u00a0 |\u00a0 \u00a0Lecture 2\u00a0 \u00a0 \u00a0|\u00a0 \u00a0Lecture 3...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-789-or-791-optimization-models-for-systems-analytics\/\" \/>\n<meta property=\"og:site_name\" content=\"The Fuzzy-Neural Group\" \/>\n<meta property=\"article:modified_time\" content=\"2023-07-29T04:19:07+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/courses\\\/ise-789-or-791-optimization-models-for-systems-analytics\\\/\",\"url\":\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/courses\\\/ise-789-or-791-optimization-models-for-systems-analytics\\\/\",\"name\":\"ISE789\\\/OR791 Optimization Models for Systems Analytics - The Fuzzy-Neural Group\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/#website\"},\"datePublished\":\"2020-07-17T19:14:31+00:00\",\"dateModified\":\"2023-07-29T04:19:07+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/courses\\\/ise-789-or-791-optimization-models-for-systems-analytics\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/courses\\\/ise-789-or-791-optimization-models-for-systems-analytics\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/courses\\\/ise-789-or-791-optimization-models-for-systems-analytics\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Courses\",\"item\":\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/courses\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"ISE789\\\/OR791 Optimization Models for Systems Analytics\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/#website\",\"url\":\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/\",\"name\":\"The Fuzzy-Neural Group\",\"description\":\"to study mathematical optimization, fuzzy sets theory and neural networks\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ise.ncsu.edu\\\/fuzzy-neural\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"ISE789\/OR791 Optimization Models for Systems Analytics - The Fuzzy-Neural Group","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-789-or-791-optimization-models-for-systems-analytics\/","og_locale":"en_US","og_type":"article","og_title":"ISE789\/OR791 Optimization Models for Systems Analytics - The Fuzzy-Neural Group","og_description":"ISE 789\/OR 791: Optimization Models for Systems Analytics   Lecture Notes Lecture 0\u00a0 \u00a0 |\u00a0 \u00a0Lecture 1\u00a0 \u00a0 |\u00a0 \u00a0Lecture 2\u00a0 \u00a0 \u00a0|\u00a0 \u00a0Lecture 3...","og_url":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-789-or-791-optimization-models-for-systems-analytics\/","og_site_name":"The Fuzzy-Neural Group","article_modified_time":"2023-07-29T04:19:07+00:00","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-789-or-791-optimization-models-for-systems-analytics\/","url":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-789-or-791-optimization-models-for-systems-analytics\/","name":"ISE789\/OR791 Optimization Models for Systems Analytics - The Fuzzy-Neural Group","isPartOf":{"@id":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/#website"},"datePublished":"2020-07-17T19:14:31+00:00","dateModified":"2023-07-29T04:19:07+00:00","breadcrumb":{"@id":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-789-or-791-optimization-models-for-systems-analytics\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-789-or-791-optimization-models-for-systems-analytics\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-789-or-791-optimization-models-for-systems-analytics\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/"},{"@type":"ListItem","position":2,"name":"Courses","item":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/"},{"@type":"ListItem","position":3,"name":"ISE789\/OR791 Optimization Models for Systems Analytics"}]},{"@type":"WebSite","@id":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/#website","url":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/","name":"The Fuzzy-Neural Group","description":"to study mathematical optimization, fuzzy sets theory and neural networks","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-json\/wp\/v2\/pages\/2238","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-json\/wp\/v2\/users\/149"}],"replies":[{"embeddable":true,"href":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-json\/wp\/v2\/comments?post=2238"}],"version-history":[{"count":10,"href":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-json\/wp\/v2\/pages\/2238\/revisions"}],"predecessor-version":[{"id":3797,"href":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-json\/wp\/v2\/pages\/2238\/revisions\/3797"}],"up":[{"embeddable":true,"href":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-json\/wp\/v2\/pages\/2016"}],"wp:attachment":[{"href":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-json\/wp\/v2\/media?parent=2238"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}