{"id":27587,"date":"2023-02-26T12:24:54","date_gmt":"2023-02-26T11:24:54","guid":{"rendered":"https:\/\/transferencia.umh.es\/?p=27587"},"modified":"2026-10-05T10:38:54","modified_gmt":"2026-10-05T08:38:54","slug":"ingenieria-del-conocimiento-y-analisis-de-datos","status":"publish","type":"post","link":"https:\/\/transferencia.umh.es\/en\/2023\/02\/26\/ingenieria-del-conocimiento-y-analisis-de-datos\/","title":{"rendered":"Knowledge Engineering and Data Analysis"},"content":{"rendered":"<p><\/p>\n<article style=\"font-family: 'Arial', sans-serif;max-width: 800px;margin: 2rem auto;background-color: #fff;border: 1px solid #B6A19E;border-radius: 8px;padding: 2rem;line-height: 1.6;color: #000\"><!-- T\u00cdTULO Y SUBT\u00cdTULO --><\/p>\n<header style=\"border-left: 8px solid #A6192E;padding-left: 1rem;margin-bottom: 1.5rem\">\n<h1 class=\"px-2 my-10 text-lg font-extrabold tracking-normal lg:text-3xl md:mb-3 text-stone-700 dark:text-stone-300 fcircular\">Knowledge Engineering and Data Analysis<\/h1>\n<h2 style=\"margin: 0.3rem 0px 0px;font-size: 1.1rem;font-weight: 400;color: #444444;text-align: justify\">Data Mining, Software Engineering and Simulation and their potential applications, development of software tools and Decision Support Systems to help experts in different fields extract relevant information from the data generated on a daily basis.<\/h2>\n<\/header>\n<section style=\"margin-bottom: 2rem\">\n<h3 style=\"background-color: #a6192e;color: #fff;padding: 0.5rem 1rem;border-radius: 4px 4px 0 0;font-size: 1.1rem\">TECHNOLOGY DESCRIPTION<\/h3>\n<div style=\"border-left: 4px solid #B6A19E;padding-left: 1rem;background-color: #f9f9f9;padding: 1rem\">\n<div class=\"w-full px-1 !max-w-full prose fcircular prose-stone prose-headings:text-green-innova dark:prose-headings:text-stone-300 prose-ul:leading-tight prose-li:marker:text-green-innova prose-p:text-justify prose-a:text-green-innova dark:prose-p:text-stone-400 hover:prose-a:text-teal-500 prose-img:shadow-md prose-img:w-full prose-img:rounded-xl\">\n<div class=\"w-full px-1 !max-w-full prose fcircular prose-stone prose-headings:text-green-innova dark:prose-headings:text-stone-300 prose-ul:leading-tight prose-li:marker:text-green-innova prose-p:text-justify prose-a:text-green-innova dark:prose-p:text-stone-400 hover:prose-a:text-teal-500 prose-img:shadow-md prose-img:w-full prose-img:rounded-xl\">\n<div class=\"w-full px-1 !max-w-full prose fcircular prose-stone prose-headings:text-green-innova dark:prose-headings:text-stone-300 prose-ul:leading-tight prose-li:marker:text-green-innova prose-p:text-justify prose-a:text-green-innova dark:prose-p:text-stone-400 hover:prose-a:text-teal-500 prose-img:shadow-md prose-img:w-full prose-img:rounded-xl\">\n<p>The group specialises in predictive models based on large volumes of data. It applies different Machine Learning techniques, such as Classification, Regression, Clustering and Dimensionality Reduction, to particularly complex problems.<\/p>\n<p>Algorithms for data processing incorporating AI techniques, to be integrated into business management software applications.<\/p>\n<p>How could the main challenges faced by companies be addressed?<\/p>\n<ul>\n<li>Limitations in the efficient management of large volumes of data<\/li>\n<\/ul>\n<p>Big Data environments require the application of new data analysis techniques such as those described above.<\/p>\n<ul>\n<li>Difficulties in handling unstructured information<\/li>\n<\/ul>\n<p>The integration of data from different sources produces unstructured repositories that require ETL processes incorporating clustering techniques to organise the information before it is strategically exploited.<\/p>\n<ul>\n<li>Inefficient predictive models in information-intensive environments<\/li>\n<\/ul>\n<p>Traditional predictive models do not perform effectively in today&#8217;s Big Data environments, making it necessary to apply new algorithms incorporating Artificial Intelligence techniques such as decision trees and pattern extraction.<\/p>\n<ul>\n<li>Limited ability to adapt Information Systems to changing environments<\/li>\n<\/ul>\n<p>If the business environment is constantly changing, the predictive models used must also adapt. Data Streaming techniques are highly effective in these cases.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<p><!-- APLICACIONES --><\/p>\n<section style=\"margin-bottom: 2rem\">\n<h3 style=\"background-color: #a6192e;color: #fff;padding: 0.5rem 1rem;border-radius: 4px 4px 0 0;font-size: 1.1rem\">TECHNOLOGY APPLICATIONS<\/h3>\n<div style=\"border-left: 4px solid #B6A19E;padding-left: 1rem;background-color: #f9f9f9;padding: 1rem\">\n<div class=\"w-full px-3 rounded-xl print:!w-full\">\n<div class=\"w-full my-8\">\n<div class=\"w-full px-1 !max-w-full prose fcircular prose-stone prose-headings:text-green-innova prose-ul:leading-tight dark:prose-headings:text-stone-300 prose-li:marker:text-green-innova prose-p:text-justify prose-a:text-green-innova hover:prose-a:text-teal-500 prose-img:shadow-md prose-img:w-full prose-img:rounded-xl dark:prose-p:text-stone-400 dark:prose-li:text-stone-400\">\n<p>Development of web-based prediction systems to support business decision-making, and design of management systems for the statistical analysis of information from companies handling large and complex volumes of data. The multi-sectoral tools applied can be used to analyse sectors such as footwear and its customers, as well as the construction sector and the interests of potential buyers or markets with development potential.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<p><!-- VENTAJAS E INNOVACIONES --><\/p>\n<section style=\"margin-bottom: 2rem\">\n<h3 style=\"background-color: #a6192e;color: #fff;padding: 0.5rem 1rem;border-radius: 4px 4px 0 0;font-size: 1.1rem\">ADVANTAGES AND INNOVATIVE ASPECTS<\/h3>\n<div style=\"border-left: 4px solid #B6A19E;padding-left: 1rem;background-color: #f9f9f9;padding: 1rem\">\n<p>Predictive systems are developed and implemented for large volumes of data, together with methods for processing information in highly dynamic data environments.<\/p>\n<p>We offer fully interactive and easy-to-use reports for business users, enabling them to visualise heat maps, such as the one developed for the association of property developers, showing areas of interest for private buyers and the demand they generate.<\/p>\n<\/div>\n<\/section>\n<p><!-- GRADO DE DESARROLLO --><\/p>\n<section style=\"margin-bottom: 2rem\">\n<h3 style=\"background-color: #a6192e;color: #fff;padding: 0.5rem 1rem;border-radius: 4px 4px 0 0;font-size: 1.1rem\">DEVELOPMENT STAGE<\/h3>\n<div style=\"border-left: 4px solid #B6A19E;padding-left: 1rem;background-color: #f9f9f9;padding: 1rem\">\n<p>Ready for implementation. The group has the methodology and software tools required for immediate integration into business management applications.<\/p>\n<\/div>\n<\/section>\n<p><!-- SECTORES DE APLICACI\u00d3N --><\/p>\n<section style=\"margin-bottom: 2rem\">\n<h3 style=\"background-color: #a6192e;color: #fff;padding: 0.5rem 1rem;border-radius: 4px 4px 0 0;font-size: 1.1rem\">APPLICATION SECTORS<\/h3>\n<div style=\"border-left: 4px solid #B6A19E;padding-left: 1rem;background-color: #f9f9f9;padding: 1rem\">\n<ul>\n<li data-path-to-node=\"19,0,0\">Retail and E-commerce.<\/li>\n<li data-path-to-node=\"19,1,0\">Real Estate and Construction.<\/li>\n<li data-path-to-node=\"19,2,0\">Industry 4.0 (Footwear, Textiles, Automotive).<\/li>\n<li data-path-to-node=\"19,3,0\">Finance and Insurance (Risk Analysis).<\/li>\n<li data-path-to-node=\"19,3,0\">Multi-sector.<\/li>\n<\/ul>\n<\/div>\n<\/section>\n<p><!-- INVESTIGADOR PRINCIPAL --><\/p>\n<section style=\"margin-bottom: 2rem\">\n<h3 style=\"background-color: #a6192e;color: #fff;padding: 0.5rem 1rem;border-radius: 4px 4px 0 0;font-size: 1.1rem\">PRINCIPAL INVESTIGATOR<\/h3>\n<div style=\"border-left: 4px solid #B6A19E;padding-left: 1rem;background-color: #f9f9f9;padding: 1rem\">\n<p><strong>Alejandro Rabasa Dolado<\/strong> \u2013 Centre for Operations Research<\/p>\n<\/div>\n<p><!-- CONTACTO --><\/p>\n<footer style=\"border-top: 2px solid #A6192E;padding-top: 1rem;margin-top: 2rem\"><strong>Contact details:<\/strong><\/p>\n<p style=\"margin: 0;font-weight: bold;color: #a6192e\">KNOWLEDGE TRANSFER SERVICE<\/p>\n<p style=\"margin: 0.3rem 0\"><strong><a style=\"color: #a6192e;text-decoration: none\"><span style=\"color: #000000\">email:<\/span> transferencia@umh.es<\/a><\/strong><br \/>\n<strong>Tel: +34 96 522 2599<\/strong><br \/>\n<strong><span style=\"color: #000000\">web: <\/span><a style=\"color: #a6192e;text-decoration: underline\" href=\"https:\/\/transferencia.umh.es\" target=\"_blank\" rel=\"noopener\">transferencia.umh.es<\/a><\/strong><\/p>\n<\/footer>\n<\/section>\n<\/article>\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Knowledge Engineering and Data Analysis<br \/>\nData Mining, Software Engineering and Simulation and their potential applications, development of software tools and Decision Support Systems to help experts in different fields extract relevant information from the data generated on a daily basis.<\/p>\n<p>TECHNOLOGY DESCRIPTION<\/p>\n<p>The group specialises in predictive models based on large volumes of data. It applies different Machine [&#8230;]<\/p>\n","protected":false},"author":1503,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_links_to":"","_links_to_target":""},"categories":[1518027,1517946],"tags":[1517984],"_links":{"self":[{"href":"https:\/\/transferencia.umh.es\/en\/wp-json\/wp\/v2\/posts\/27587"}],"collection":[{"href":"https:\/\/transferencia.umh.es\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/transferencia.umh.es\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/transferencia.umh.es\/en\/wp-json\/wp\/v2\/users\/1503"}],"replies":[{"embeddable":true,"href":"https:\/\/transferencia.umh.es\/en\/wp-json\/wp\/v2\/comments?post=27587"}],"version-history":[{"count":0,"href":"https:\/\/transferencia.umh.es\/en\/wp-json\/wp\/v2\/posts\/27587\/revisions"}],"wp:attachment":[{"href":"https:\/\/transferencia.umh.es\/en\/wp-json\/wp\/v2\/media?parent=27587"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/transferencia.umh.es\/en\/wp-json\/wp\/v2\/categories?post=27587"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/transferencia.umh.es\/en\/wp-json\/wp\/v2\/tags?post=27587"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}