{"id":30458,"date":"2023-09-14T22:21:00","date_gmt":"2023-09-14T20:21:00","guid":{"rendered":"https:\/\/optimasoftware.ro\/?p=30458"},"modified":"2024-07-18T11:28:55","modified_gmt":"2024-07-18T09:28:55","slug":"relevanta-statistica-a-retelelor-neuronale-si-a-arborilor-de-decizie-in-prognoza-consumului-unui-produs-popular","status":"publish","type":"post","link":"https:\/\/optimasoftware.ro\/en\/relevanta-statistica-a-retelelor-neuronale-si-a-arborilor-de-decizie-in-prognoza-consumului-unui-produs-popular\/","title":{"rendered":"Statistical relevance of neural networks and decision trees in the forecasting of a popular beverage consumption"},"content":{"rendered":"<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1216\" height=\"1216\" src=\"https:\/\/optimasoftware.ro\/wp-content\/uploads\/2024\/04\/retails-scaled-e1714394879376.jpg\" alt=\"\" class=\"wp-image-14988\" style=\"aspect-ratio:16\/9;object-fit:cover\" srcset=\"https:\/\/optimasoftware.ro\/wp-content\/uploads\/2024\/04\/retails-scaled-e1714394879376.jpg 1216w, https:\/\/optimasoftware.ro\/wp-content\/uploads\/2024\/04\/retails-scaled-e1714394879376-300x300.jpg 300w, https:\/\/optimasoftware.ro\/wp-content\/uploads\/2024\/04\/retails-scaled-e1714394879376-1024x1024.jpg 1024w, https:\/\/optimasoftware.ro\/wp-content\/uploads\/2024\/04\/retails-scaled-e1714394879376-150x150.jpg 150w, https:\/\/optimasoftware.ro\/wp-content\/uploads\/2024\/04\/retails-scaled-e1714394879376-768x768.jpg 768w, https:\/\/optimasoftware.ro\/wp-content\/uploads\/2024\/04\/retails-scaled-e1714394879376-12x12.jpg 12w\" sizes=\"(max-width: 1216px) 100vw, 1216px\" \/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>Publication notice:<\/strong> SYNASC 2023<\/h5>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>Conference:<\/strong> SYNASC 2023: 25th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing<\/h5>\n\n\n\n<p>We are delighted to announce the recent publication of research by our partner University Babe\u0219-Bolyai done during the DataSeer project, at SYNASC 2023. The paper compares the statistical relevance of neural networks and decision tree methods in forecasting popular beverage consumption. By analyzing a significant sample of millions of observations over multiple years, various error metrics such as MALE, MSLE, RMSLE, GMRE, and ERMSLE were computed. The results aim to identify the most accurate model for predicting product consumption and supporting reliable business decision-making processes.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/easychair.org\/smart-program\/SYNASC2023\/2023-09-14.html#talk:237460\">More<\/a><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Ne face pl\u0103cere s\u0103 anun\u021b\u0103m publicarea recent\u0103 a unui articol de cercetare de c\u0103tre partenerul nostru Universitatea Babe\u0219-Bolyai \u00een cadrul proiectului DataSeer, la SYNASC 2023.<\/p>","protected":false},"author":1,"featured_media":14988,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"postBodyCss":"","postBodyMargin":[],"postBodyPadding":[],"postBodyBackground":{"backgroundType":"classic","gradient":""},"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"boxed","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"enabled","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[24,19],"tags":[],"class_list":["post-30458","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-optimal-dataseer","category-ubb"],"_links":{"self":[{"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/posts\/30458","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/comments?post=30458"}],"version-history":[{"count":3,"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/posts\/30458\/revisions"}],"predecessor-version":[{"id":30482,"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/posts\/30458\/revisions\/30482"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/media\/14988"}],"wp:attachment":[{"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/media?parent=30458"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/categories?post=30458"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/optimasoftware.ro\/en\/wp-json\/wp\/v2\/tags?post=30458"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}