{"id":50652,"date":"2012-09-27T17:27:44","date_gmt":"2012-09-27T14:27:44","guid":{"rendered":"https:\/\/www.altoros.com\/blog\/?p=50652"},"modified":"2024-02-02T09:09:08","modified_gmt":"2024-02-02T06:09:08","slug":"altoros-partners-with-the-national-research-institute-to-create-mathematical-models-for-data-mining","status":"publish","type":"post","link":"https:\/\/www.altoros.com\/blog\/altoros-partners-with-the-national-research-institute-to-create-mathematical-models-for-data-mining\/","title":{"rendered":"Altoros Partners with the National Research Institute to Create Math Models for Data Mining"},"content":{"rendered":"<p><strong>Belarus, Minsk<\/strong>\u2014Altoros has signed an agreement with Research Institute for Applied Problems of Mathematics and Informatics of the Belarusian State University to cooperate in data mining and business analysis projects. Altoros will be able to employ solid scientific knowledge of the Institute and get access to a pool of highly qualified mathematicians. The Research Institute inherited the best traditions and approaches of the classical school of mathematics recognized worldwide. Together, the organizations will be able to develop systems that will help people to analyze trends and make optimal decisions.<\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.altoros.com\/blog\/altoros-partners-with-the-national-research-institute-to-create-mathematical-models-for-data-mining\/#The_need_for_structured_data\" >The need for structured data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.altoros.com\/blog\/altoros-partners-with-the-national-research-institute-to-create-mathematical-models-for-data-mining\/#Processing_big_data\" >Processing big data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.altoros.com\/blog\/altoros-partners-with-the-national-research-institute-to-create-mathematical-models-for-data-mining\/#About_the_organizations\" >About the organizations<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.altoros.com\/blog\/altoros-partners-with-the-national-research-institute-to-create-mathematical-models-for-data-mining\/#Further_reading\" >Further reading<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"The_need_for_structured_data\"><\/span>The need for structured data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>In the modern world, businesses have to communicate daily with numerous partners and deal with data generated within the companies and information obtained from customers, suppliers, and other external sources. Since departments are only able to process data that is directly relevant to their activities, the majority of facts remain useless. As a result, companies have rich data, but lack meaningful information.<\/p>\n<p>Data mining is an analytical process that helps companies and organizations to get a complex picture of all operations, activities, and information flows and reveal systematic relations between objects. This properly structured data helps managers to make knowledge-driven decisions, predict the most possible scenarios, and eventually gain additional revenue. The essence of this sophisticated approach is in searching for the dependencies between events and facts that do not seem to be related. For example, it\u2019s possible to forecast how the revenue of the retailer will change if the government passes a new law on taxes. Data mining is widely used across numerous industries and fields, including <a href=\"https:\/\/www.altoros.com\/blog\/tensorflow-in-finance-discussing-predictive-analytics-and-budget-planning\/\">finance<\/a>, <a href=\"https:\/\/www.altoros.com\/blog\/cross-modal-machine-learning-as-a-way-to-prevent-improper-pathology-diagnostics\/\">healthcare<\/a>, <a href=\"https:\/\/www.altoros.com\/blog\/automotive-insurance-with-tensorflow-estimating-damage-and-repair-costs\/\">insurance<\/a>, <a href=\"https:\/\/www.altoros.com\/blog\/adopting-tensorflow-for-manufacturing-and-industrial-internet-of-things\/\">manufacturing<\/a>, <a href=\"https:\/\/www.altoros.com\/blog\/tensorflow-for-recommendation-engines-and-customer-feedback-analysis\/\">e-commerce<\/a>, education, telecommunications, etc., to enhance working efficiency.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Processing_big_data\"><\/span>Processing big data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Today, there are many solutions that can help people to collect information from various sources. Although, when all data is aggregated in a company\u2019s warehouse, it becomes clear that the main challenge is to process massive data sets. There are few specialists worldwide that are able to create systems that can discover knowledge in millions of incoherent facts and records. Such projects require both strong mathematical skills for the creation of models and hands-on experience in the implementation of such algorithms. In cooperation with the Research Institute for Applied Problems of Mathematics and Informatics, Altoros will be able to make fundamental research of existing data mining models and test their efficiency in different cases.<\/p>\n<p>In general, the analysis of big data starts with selecting a subset of records that will represent the main features of a large number of variables. Then, a mathematical model appropriate for this type of data is built. Selecting the effective algorithm or its creation from scratch is a very time-consuming process that demands professional skills in both mathematics and IT. When the model is chosen and tested on a small selection of records, it\u2019s applied to the entire database. The result of this process is an artificial intelligence system that can be used to make decisions in conditions of lack of certainty, <a href=\"https:\/\/www.altoros.com\/blog\/klm-handles-2x-more-customer-requests-with-artificial-intelligence\/\">automate<\/a> customer interactions, <a href=\"https:\/\/www.altoros.com\/blog\/how-tensorflow-can-detect-and-predict-wildfires\/\">predict<\/a> future changes, and <a href=\"https:\/\/www.altoros.com\/blog\/artificial-intelligence-in-enterprise-basics-nlp-and-chatbots\/\">adjust<\/a> a business strategy in advance.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"About_the_organizations\"><\/span>About the organizations<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>Altoros<\/b> is an experienced IT services provider that helps enterprises to increase operational efficiency and accelerate the delivery of innovative products by shortening time to market. Relying on the power of Kubernetes implementation, cloud automation, the methodology of blockchain, AI\/ML, and industry knowledge, Altoros helps its customers to get a sustainable competitive advantage.<\/p>\n<p><b>Research Institute for Applied Problems of Mathematics and Informatics<\/b> focuses on solving practical tasks using scientific approaches. The institute has real-life experience in big data analysis and artificial intelligence. Their experience also includes statistical analysis, mathematical modeling, and information security.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Further_reading\"><\/span>Further reading<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/www.altoros.com\/visuals\/tensorflow-cheat-sheet\/\">TensorFlow Cheat Sheet<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/research-papers\/performance-of-distributed-tensorflow-a-multi-node-and-multi-gpu-configuration\/\">Performance of Distributed TensorFlow: A Multi-Node and Multi-GPU Configuration<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/research-papers\/performance-of-deep-learning-frameworks-caffe-deeplearning4j-tensorflow-theano-and-torch\/\">Performance of Deep Learning Frameworks: Caffe, Deeplearning4j, TensorFlow, Theano, and Torch<\/a><\/li>\n<\/ul>\n<hr \/>\n<p><center><small>The post was written by <b>Alena Vasilenko<\/b>, edited by <a href=\"https:\/\/www.altoros.com\/blog\/author\/alex\/\">Alex Khizhniak<\/a>.<\/small><\/center><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Belarus, Minsk\u2014Altoros has signed an agreement with Research Institute for Applied Problems of Mathematics and Informatics of the Belarusian State University to cooperate in data mining and business analysis projects. Altoros will be able to employ solid scientific knowledge of the Institute and get access to a pool of highly [&#8230;]<\/p>\n","protected":false},"author":34,"featured_media":50657,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[7],"tags":[748],"class_list":["post-50652","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-and-opinion","tag-machine-learning"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Altoros Partners with the National Research Institute to Create Math Models for Data Mining | Altoros<\/title>\n<meta name=\"description\" content=\"The organizations agreed to cooperate in the development of sophisticated mathematical models to deliver business value through deep information discovery.\" \/>\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.altoros.com\/blog\/altoros-partners-with-the-national-research-institute-to-create-mathematical-models-for-data-mining\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Altoros Partners with the National Research Institute to Create Math Models for Data Mining | Altoros\" \/>\n<meta property=\"og:description\" content=\"Belarus, Minsk\u2014Altoros has signed an agreement with Research Institute for Applied Problems of Mathematics and Informatics of the Belarusian State University to cooperate in data mining and business analysis projects. 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