{"id":1028,"date":"2017-12-11T03:58:01","date_gmt":"2017-12-11T08:58:01","guid":{"rendered":"https:\/\/portfolios.cs.earlham.edu\/?p=1028"},"modified":"2025-04-24T15:10:42","modified_gmt":"2025-04-24T19:10:42","slug":"examine-different-neural-networks-efficiency-in-predicting-stock-prices","status":"publish","type":"post","link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/","title":{"rendered":"Examine different neural networks\u2019 efficiency in predicting stock prices"},"content":{"rendered":"<p style=\"text-align: left\"><strong>ABSTRACT<\/strong><br \/>\nThere has been a lot of attempts in building predictive models that<br \/>\ncan correctly predict the stock price. However, most of these models<br \/>\nonly focus on different in-market factors such as the prices of other<br \/>\nsimilar stocks. This paper discusses the efficiency\/accuracy<br \/>\nof three different neural network models (feedforward, recurrent,<br \/>\nand convolutional) in predicting stock prices based on external<br \/>\ndependencies such as oil price, weather indexes, etc.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-1030 aligncenter\" src=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/12\/diagram-300x182.png\" alt=\"\" width=\"300\" height=\"182\" srcset=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/12\/diagram-300x182.png 300w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/12\/diagram.png 637w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p style=\"text-align: center\"><strong>Software architecture<\/strong><\/p>\n<p>Links:<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/ltnguyen14\/Quant_stock\">Github Link<\/a><\/li>\n<li><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/12\/examine-neural-networks-1.pdf\">Research Paper<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>ABSTRACT There has been a lot of attempts in building predictive models that can correctly predict the stock price. However, most of these models only focus on different in-market factors such as the prices of other similar stocks. This paper &hellip; <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/\">Read More<\/a><\/p>\n","protected":false},"author":22,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33,42,19],"tags":[],"class_list":["post-1028","post","type-post","status-publish","format-standard","hentry","category-33","category-lam-nguyen","category-student"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Examine different neural networks\u2019 efficiency in predicting stock prices - CS\/DS Student Portfolios<\/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:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Examine different neural networks\u2019 efficiency in predicting stock prices - CS\/DS Student Portfolios\" \/>\n<meta property=\"og:description\" content=\"ABSTRACT There has been a lot of attempts in building predictive models that can correctly predict the stock price. However, most of these models only focus on different in-market factors such as the prices of other similar stocks. This paper &hellip; Read More\" \/>\n<meta property=\"og:url\" content=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/\" \/>\n<meta property=\"og:site_name\" content=\"CS\/DS Student Portfolios\" \/>\n<meta property=\"article:published_time\" content=\"2017-12-11T08:58:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-24T19:10:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/12\/diagram.png\" \/>\n\t<meta property=\"og:image:width\" content=\"637\" \/>\n\t<meta property=\"og:image:height\" content=\"387\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Lam Nguyen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Lam Nguyen\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/\"},\"author\":{\"name\":\"Lam Nguyen\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#\\\/schema\\\/person\\\/f6fde0584b619d426f575b83226223bc\"},\"headline\":\"Examine different neural networks\u2019 efficiency in predicting stock prices\",\"datePublished\":\"2017-12-11T08:58:01+00:00\",\"dateModified\":\"2025-04-24T19:10:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/\"},\"wordCount\":85,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2017\\\/12\\\/diagram-300x182.png\",\"articleSection\":[\"2018\",\"Lam Nguyen\",\"Student\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/\",\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/\",\"name\":\"Examine different neural networks\u2019 efficiency in predicting stock prices - CS\\\/DS Student Portfolios\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2017\\\/12\\\/diagram-300x182.png\",\"datePublished\":\"2017-12-11T08:58:01+00:00\",\"dateModified\":\"2025-04-24T19:10:42+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#\\\/schema\\\/person\\\/f6fde0584b619d426f575b83226223bc\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/#primaryimage\",\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2017\\\/12\\\/diagram.png\",\"contentUrl\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2017\\\/12\\\/diagram.png\",\"width\":637,\"height\":387},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2017\\\/12\\\/11\\\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Examine different neural networks\u2019 efficiency in predicting stock prices\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#website\",\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/\",\"name\":\"CS\\\/DS Student Portfolios\",\"description\":\"AI and ML, Image Classification, Arduino\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#\\\/schema\\\/person\\\/f6fde0584b619d426f575b83226223bc\",\"name\":\"Lam Nguyen\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/49a4dcf2a9a40bb778fb6c79158552122c4576e951165ac232eaebf9c55b11da?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/49a4dcf2a9a40bb778fb6c79158552122c4576e951165ac232eaebf9c55b11da?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/49a4dcf2a9a40bb778fb6c79158552122c4576e951165ac232eaebf9c55b11da?s=96&d=mm&r=g\",\"caption\":\"Lam Nguyen\"},\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/author\\\/ltnguyen14\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Examine different neural networks\u2019 efficiency in predicting stock prices - CS\/DS Student Portfolios","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:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/","og_locale":"en_US","og_type":"article","og_title":"Examine different neural networks\u2019 efficiency in predicting stock prices - CS\/DS Student Portfolios","og_description":"ABSTRACT There has been a lot of attempts in building predictive models that can correctly predict the stock price. However, most of these models only focus on different in-market factors such as the prices of other similar stocks. This paper &hellip; Read More","og_url":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/","og_site_name":"CS\/DS Student Portfolios","article_published_time":"2017-12-11T08:58:01+00:00","article_modified_time":"2025-04-24T19:10:42+00:00","og_image":[{"width":637,"height":387,"url":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/12\/diagram.png","type":"image\/png"}],"author":"Lam Nguyen","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Lam Nguyen"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/#article","isPartOf":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/"},"author":{"name":"Lam Nguyen","@id":"https:\/\/portfolios.cs.earlham.edu\/#\/schema\/person\/f6fde0584b619d426f575b83226223bc"},"headline":"Examine different neural networks\u2019 efficiency in predicting stock prices","datePublished":"2017-12-11T08:58:01+00:00","dateModified":"2025-04-24T19:10:42+00:00","mainEntityOfPage":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/"},"wordCount":85,"commentCount":0,"image":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/#primaryimage"},"thumbnailUrl":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/12\/diagram-300x182.png","articleSection":["2018","Lam Nguyen","Student"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/","url":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/","name":"Examine different neural networks\u2019 efficiency in predicting stock prices - CS\/DS Student Portfolios","isPartOf":{"@id":"https:\/\/portfolios.cs.earlham.edu\/#website"},"primaryImageOfPage":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/#primaryimage"},"image":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/#primaryimage"},"thumbnailUrl":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/12\/diagram-300x182.png","datePublished":"2017-12-11T08:58:01+00:00","dateModified":"2025-04-24T19:10:42+00:00","author":{"@id":"https:\/\/portfolios.cs.earlham.edu\/#\/schema\/person\/f6fde0584b619d426f575b83226223bc"},"breadcrumb":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/#primaryimage","url":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/12\/diagram.png","contentUrl":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/12\/diagram.png","width":637,"height":387},{"@type":"BreadcrumbList","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/12\/11\/examine-different-neural-networks-efficiency-in-predicting-stock-prices\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/portfolios.cs.earlham.edu\/"},{"@type":"ListItem","position":2,"name":"Examine different neural networks\u2019 efficiency in predicting stock prices"}]},{"@type":"WebSite","@id":"https:\/\/portfolios.cs.earlham.edu\/#website","url":"https:\/\/portfolios.cs.earlham.edu\/","name":"CS\/DS Student Portfolios","description":"AI and ML, Image Classification, Arduino","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/portfolios.cs.earlham.edu\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/portfolios.cs.earlham.edu\/#\/schema\/person\/f6fde0584b619d426f575b83226223bc","name":"Lam Nguyen","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/49a4dcf2a9a40bb778fb6c79158552122c4576e951165ac232eaebf9c55b11da?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/49a4dcf2a9a40bb778fb6c79158552122c4576e951165ac232eaebf9c55b11da?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/49a4dcf2a9a40bb778fb6c79158552122c4576e951165ac232eaebf9c55b11da?s=96&d=mm&r=g","caption":"Lam Nguyen"},"url":"https:\/\/portfolios.cs.earlham.edu\/index.php\/author\/ltnguyen14\/"}]}},"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"Lam Nguyen","author_link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/author\/ltnguyen14\/"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/category\/student\/2018\/\" rel=\"category tag\">2018<\/a> <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/category\/student\/2018\/lam-nguyen\/\" rel=\"category tag\">Lam Nguyen<\/a> <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/category\/student\/\" rel=\"category tag\">Student<\/a>","rttpg_excerpt":"ABSTRACT There has been a lot of attempts in building predictive models that can correctly predict the stock price. However, most of these models only focus on different in-market factors such as the prices of other similar stocks. This paper &hellip; Read More","_links":{"self":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/1028","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/comments?post=1028"}],"version-history":[{"count":2,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/1028\/revisions"}],"predecessor-version":[{"id":1032,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/1028\/revisions\/1032"}],"wp:attachment":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/media?parent=1028"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/categories?post=1028"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/tags?post=1028"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}