{"id":1867,"date":"2018-01-31T14:42:13","date_gmt":"2018-01-31T15:42:13","guid":{"rendered":"http:\/\/sites.uac.pt\/amendes\/?p=1867"},"modified":"2018-01-31T14:42:13","modified_gmt":"2018-01-31T15:42:13","slug":"time-series-prediction","status":"publish","type":"post","link":"https:\/\/sites.uac.pt\/amendes\/estatistica\/time-series-prediction\/","title":{"rendered":"How We Combined Different Methods to Create Time Series Prediction"},"content":{"rendered":"<div id=\"attachment_1868\" style=\"width: 310px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/labs.eleks.com\/2016\/10\/combined-different-methods-create-advanced-time-series-prediction.html\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1868\" class=\"size-medium wp-image-1868\" src=\"http:\/\/sites.uac.pt\/amendes\/files\/2018\/01\/fig1-300x125.png\" alt=\"clique na imagem para seguir o link\" width=\"300\" height=\"125\" srcset=\"https:\/\/sites.uac.pt\/amendes\/files\/2018\/01\/fig1-300x125.png 300w, https:\/\/sites.uac.pt\/amendes\/files\/2018\/01\/fig1-1024x428.png 1024w, https:\/\/sites.uac.pt\/amendes\/files\/2018\/01\/fig1.png 1494w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><p id=\"caption-attachment-1868\" class=\"wp-caption-text\">clique na imagem para seguir o link<\/p><\/div>\n<p><span style=\"color: #ff0000\">Bom texto sobre a decomposi\u00e7\u00e3o cl\u00e1ssica para previs\u00e3o.<\/span><\/p>\n<p><span>Today, businesses need to be able to predict demand and trends to stay in line with any sudden market changes and economy swings. This is exactly where forecasting tools, powered by Data Science, come into play, enabling organizations to successfully deal with strategic and capacity planning. Smart forecasting techniques can be used to reduce any possible risks and assist in making well-informed decisions. One of our customers, an enterprise from the Middle East, needed to predict their market demand for the upcoming twelve weeks. They required a market forecast to help them set their short-term objectives, such as production strategy, as well as assist in capacity planning and price control. So, we came up with an idea of creating a custom time series model capable of tackling the challenge. In this article, we will cover the modelling process as well as the pitfalls we had to overcome along the way.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bom texto sobre a decomposi\u00e7\u00e3o cl\u00e1ssica para previs\u00e3o. Today, businesses need to be able to predict demand and trends to stay in line with any sudden market changes and economy swings. This is exactly where forecasting tools, powered by Data Science, come into play, enabling organizations to successfully deal with strategic and capacity planning. Smart [&hellip;]<\/p>\n","protected":false},"author":159,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[102],"tags":[120],"class_list":["post-1867","post","type-post","status-publish","format-standard","hentry","category-estatistica","tag-previsao"],"_links":{"self":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1867","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/users\/159"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/comments?post=1867"}],"version-history":[{"count":2,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1867\/revisions"}],"predecessor-version":[{"id":1870,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1867\/revisions\/1870"}],"wp:attachment":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/media?parent=1867"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/categories?post=1867"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/tags?post=1867"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}