{"id":26226,"date":"2019-11-22T09:46:07","date_gmt":"2019-11-22T14:46:07","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=26226"},"modified":"2022-11-21T09:44:38","modified_gmt":"2022-11-21T14:44:38","slug":"intro-support-vector-machines-part-i","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/intro-support-vector-machines-part-i\/","title":{"rendered":"Introduction to Support Vector Machines &#8211; Part I"},"content":{"rendered":"\n<p>Support Vector Machines were widely used a decade back, but now they have fallen out of favour. The below data from Google trends can establish this more clearly. <\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"758\" height=\"449\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2019\/11\/support-vector-machin-quantinsti.png\" alt=\"Introduction to Support Vector Machines\" class=\"wp-image-26227 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/11\/support-vector-machin-quantinsti.png 758w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/11\/support-vector-machin-quantinsti-300x178.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/11\/support-vector-machin-quantinsti-700x415.png 700w\" data-sizes=\"(max-width: 758px) 100vw, 758px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 758px; aspect-ratio: 758\/449;\" \/><figcaption> (Source:&nbsp;<a href=\"https:\/\/trends.google.com\/trends\/explore?date=all&amp;q=Support%20vector%20machine\">Google Trends<\/a>) <\/figcaption><\/figure>\n\n\n\n<p><strong>Why did this happen?<\/strong><\/p>\n\n\n\n<p>As more and more advanced models were developed, support vector machines fell out of favour. It takes a lot of time to train a non-linear kernel, say RBF (Radial Basis Function), of a support vector machine. But they have been found to be very effective in text classification problems. Support Vector Machines (SVMs) are also good at solving non-linear problems with a small dataset. <\/p>\n\n\n\n<p><strong>Support Vector Machines in trading&nbsp;<\/strong><\/p>\n\n\n\n<p>When it comes to trading, if you are using daily frequency data, then it is very likely that your data set is extremely limited, probably a few thousand data points. Let us say that you have created a trading strategy using a decision tree to extract a high probability rule from the past data. Now you want to understand how this rule would behave on unseen or test data. Before you try out the SVMs, first let us understand how they work.<\/p>\n\n\n\n<p><strong>Support Vector Machines<\/strong><\/p>\n\n\n\n<p>A Support Vector Machine is an approach, usually used for performing classification tasks, that uses a separating hyperplane in multidimensional space to perform a given task. Technically speaking, in a p dimensional space, a hyperplane is a flat subspace with p-1 dimensions. For example, In two-dimensions, a hyperplane is a flat one-dimensional subspace or a line. In three dimensions, a hyperplane is a flat two-dimensional subspace that is, a plane.&nbsp;<\/p>\n\n\n\n<p>If the dimensionality is greater than 3, it can be hard to visualize a hyperplane, but the notion of a p-1 dimensional space still applies.<\/p>\n\n\n\n<p><em>Stay tuned! Varun will help us understand Support Vector Machines concept with an example.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Support Vector Machines were widely used a decade back, but now they have fallen out of favour. The article showcases data from Google trends can establish this more clearly. <\/p>\n","protected":false},"author":134,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[339,343,349,338,341],"tags":[851,806,852,494,5306,5305],"contributors-categories":[13654],"class_list":{"0":"post-26226","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-data-science","7":"category-programing-languages","8":"category-python-development","9":"category-ibkr-quant-news","10":"category-quant-development","11":"tag-algo-trading","12":"tag-data-science","13":"tag-machine-learning","14":"tag-quant","15":"tag-radial-basis-function","16":"tag-support-vector-machines","17":"contributors-categories-quantinsti"},"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Introduction to Support Vector Machines &#8211; Part I<\/title>\n<meta name=\"description\" content=\"Support Vector Machines were widely used a decade back, but now they have fallen out of favour. The article showcases data from Google.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.interactivebrokers.com\/campus\/wp-json\/wp\/v2\/posts\/26226\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Introduction to Support Vector Machines - Part I | Quant Blog\" \/>\n<meta property=\"og:description\" content=\"Support Vector Machines were widely used a decade back, but now they have fallen out of favour. The article showcases data from Google.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/intro-support-vector-machines-part-i\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2019-11-22T14:46:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-11-21T14:44:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.ibkrcampusdev.wpengine.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/11\/support-vector-machin-quantinsti.png\" \/>\n<meta name=\"author\" content=\"Varun Divakar\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Varun Divakar\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\n\t    \"@context\": \"https:\\\/\\\/schema.org\",\n\t    \"@graph\": [\n\t        {\n\t            \"@type\": \"NewsArticle\",\n\t            \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/intro-support-vector-machines-part-i\\\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/intro-support-vector-machines-part-i\\\/\"\n\t            },\n\t            \"author\": {\n\t                \"name\": \"Varun Divakar\",\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/c1ba2ec6d2105bcd9a7668a58f7003f5\"\n\t            },\n\t            \"headline\": \"Introduction to Support Vector Machines &#8211; Part I\",\n\t            \"datePublished\": \"2019-11-22T14:46:07+00:00\",\n\t            \"dateModified\": \"2022-11-21T14:44:38+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/intro-support-vector-machines-part-i\\\/\"\n\t            },\n\t            \"wordCount\": 308,\n\t            \"publisher\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/intro-support-vector-machines-part-i\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.ibkrcampusdev.wpengine.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/11\\\/support-vector-machin-quantinsti.png\",\n\t            \"keywords\": [\n\t                \"Algo Trading\",\n\t                \"Data Science\",\n\t                \"Machine Learning\",\n\t                \"Quant\",\n\t                \"Radial Basis Function\",\n\t                \"Support Vector Machines\"\n\t            ],\n\t            \"articleSection\": [\n\t                \"Data Science\",\n\t                \"Programming Languages\",\n\t                \"Python Development\",\n\t                \"Quant\",\n\t                \"Quant Development\"\n\t            ],\n\t            \"inLanguage\": \"en-US\"\n\t        },\n\t        {\n\t            \"@type\": \"WebPage\",\n\t            \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/intro-support-vector-machines-part-i\\\/\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/intro-support-vector-machines-part-i\\\/\",\n\t            \"name\": \"Introduction to Support Vector Machines - Part I | Quant Blog\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#website\"\n\t            },\n\t            \"primaryImageOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/intro-support-vector-machines-part-i\\\/#primaryimage\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/intro-support-vector-machines-part-i\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.ibkrcampusdev.wpengine.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/11\\\/support-vector-machin-quantinsti.png\",\n\t            \"datePublished\": \"2019-11-22T14:46:07+00:00\",\n\t            \"dateModified\": \"2022-11-21T14:44:38+00:00\",\n\t            \"description\": \"Support Vector Machines were widely used a decade back, but now they have fallen out of favour. 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