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Deprecated: ElementorDeps\DI\autowire(): Implicitly marking parameter $className as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/vendor_prefixed/php-di/php-di/src/functions.php on line 44

Deprecated: ElementorDeps\DI\ContainerBuilder::writeProxiesToFile(): Implicitly marking parameter $proxyDirectory as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/vendor_prefixed/php-di/php-di/src/ContainerBuilder.php on line 231

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Deprecated: ElementorDeps\DI\Definition\Source\DefinitionArray::__construct(): Implicitly marking parameter $autowiring as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/vendor_prefixed/php-di/php-di/src/Definition/Source/DefinitionArray.php on line 33

Deprecated: ElementorDeps\DI\Definition\Source\DefinitionNormalizer::normalizeRootDefinition(): Implicitly marking parameter $wildcardsReplacements as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/vendor_prefixed/php-di/php-di/src/Definition/Source/DefinitionNormalizer.php on line 42

Deprecated: ElementorDeps\DI\Proxy\ProxyFactory::__construct(): Implicitly marking parameter $proxyDirectory as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/vendor_prefixed/php-di/php-di/src/Proxy/ProxyFactory.php on line 38

Deprecated: ElementorDeps\DI\Container::__construct(): Implicitly marking parameter $definitionSource as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/vendor_prefixed/php-di/php-di/src/Container.php on line 87

Deprecated: ElementorDeps\DI\Container::__construct(): Implicitly marking parameter $proxyFactory as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/vendor_prefixed/php-di/php-di/src/Container.php on line 87

Deprecated: ElementorDeps\DI\Container::__construct(): Implicitly marking parameter $wrapperContainer as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/vendor_prefixed/php-di/php-di/src/Container.php on line 87

Deprecated: PLL_Model::update_secondary_language_terms(): Implicitly marking parameter $language as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/polylang/include/model.php on line 926

Deprecated: Elementor\Controls_Stack::get_active_controls(): Implicitly marking parameter $controls as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/includes/base/controls-stack.php on line 352

Deprecated: Elementor\Controls_Stack::get_active_controls(): Implicitly marking parameter $settings as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/includes/base/controls-stack.php on line 352

Deprecated: Elementor\Controls_Stack::get_style_controls(): Implicitly marking parameter $controls as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/includes/base/controls-stack.php on line 799

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Deprecated: Elementor\Elements_Manager::create_element_instance(): Implicitly marking parameter $element_type as nullable is deprecated, the explicit nullable type must be used instead in /hosting/www/ocausal.es/public/wp-content/plugins/elementor/includes/managers/elements.php on line 70

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				<article id="post-1152" class="post-1152 page type-page status-publish hentry">
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		<span class="date updated published">2017-02-22</span>
		<span class="vcard author byline"><a href="https://www.ocausal.es/es/author/admin/" class="fn">Admin</a></span>
		<h1 class="entry-title" itemprop="headline">Proyecto AUTOCOP-ES</h1>	</header><!-- .entry-header -->
	<div class="entry-content">
		<p><a href="https://www.ocausal.es/wp-content/uploads/2017/02/banner-autocop-3.jpg"><img fetchpriority="high" decoding="async" class="alignnone size-full wp-image-1179" src="https://www.ocausal.es/wp-content/uploads/2017/02/banner-autocop-3.jpg" alt="" width="1300" height="314" srcset="https://www.ocausal.es/wp-content/uploads/2017/02/banner-autocop-3.jpg 1300w, https://www.ocausal.es/wp-content/uploads/2017/02/banner-autocop-3-300x72.jpg 300w, https://www.ocausal.es/wp-content/uploads/2017/02/banner-autocop-3-768x186.jpg 768w, https://www.ocausal.es/wp-content/uploads/2017/02/banner-autocop-3-1024x247.jpg 1024w" sizes="(max-width: 1300px) 100vw, 1300px" /></a></p>
<p>En el marco de estudio de la comunicación política existe un creciente interés por el uso del big data que ofrecen los nuevos medios sociales para evaluar, visualizar, entender y analizar la relación existente entre los políticos y sus partidos, y los propios comunicadores políticos, con presencia en las redes virtuales. La mayoría del trabajo realizado se basa en el análisis automático de sentimientos usando diccionarios que califican palabras, dándoles un valor positivo o negativo; sin embargo, los métodos de análisis predictivo de sentimientos basado en el aprendizaje automático supervisado son aún escasos en la investigación en comunicación.</p>
<p style="text-align: left;">En este contexto, la herramienta que aquí se presenta supone un acercamiento real al big data, disponible para su libre uso y aplicación en el estudio de las redes sociales y la comunicación política, a partir del análisis de sentimientos automatizado y el análisis predictivo de sentimientos.</p>
<p style="text-align: center;"><iframe src="https://www.youtube.com/embed/nx5du9zhVUY" width="560" height="315" frameborder="0" allowfullscreen="allowfullscreen"></iframe></p>
<p><strong>¿Qué es AUTOCOP-ES?</strong></p>
<p>Se trata de un clasificador basado en el aprendizaje automático (machine learning) que clasificará los mensajes extraídos de Twitter a partir del sentimiento positivo y/o negativo que estos expresen, con el fin de predecir la tendencia de las discusiones en tiempo real sobre un tema concreto. Para el desarrollo de esta herramienta se ha construido a priori un corpus etiquetado <em>único</em> de 8000 tweets escritos en español con información sobre los principales partidos políticos de España (2000 para cada uno: #Psoe, #PP, #Podemos y #Ciudadanos), durante fechas no electorales, divididas en tonos positivos y negativos. Este corpus permitirá el entrenamiento de 6 modelos supervisados de <em>machine learning</em> en español.</p>
<p>En este sentido, el clasificador que se propone presenta varias innovaciones derivadas de la investigación científica-técnica que realizamos en la USAL a través del Observatorio de Contenidos Audiovisuales (OCA) y que pueden ser transferidas rápidamente al mercado luego de la prueba de concepto.</p>
<div class="contenedor">
<h3>¿Qué innovaciones presenta?</h3>
<div class="columna">
<figure class="icono"><img decoding="async" src="https://www.ocausal.es/wp-content/uploads/2017/02/icon_feeling-autocop.png" alt="" /></figure>
<div class="detalles-columna">Se trata de un clasificador de sentimientos y opiniones basado en aprendizaje automático en español orientado a contenidos políticos transmitidos por redes sociales, y de fácil implementación.</div>
</div>
<div class="columna">
<figure class="icono"><img decoding="async" src="https://www.ocausal.es/wp-content/uploads/2017/02/icon_election-autocop.png" alt="" /></figure>
<div class="detalles-columna">Se basa en el aprendizaje automático orientado a predecir el comportamiento electoral en España y otros países de habla hispana.</div>
</div>
<div class="columna">
<figure class="icono"><img decoding="async" src="https://www.ocausal.es/wp-content/uploads/2017/02/icon_bigdata-autocop.png" alt="" /></figure>
<div class="detalles-columna">El clasificador puede ser escalable para afrontar problemas mayores de big data.</div>
</div>
</div>
<h2 style="text-align: center;"><span style="color: #326799;"><a style="color: #326799;" href="https://www.ocausal.es/proyecto-autocop-es/que-problemas-soluciona/"><strong>¿Qué problemas soluciona?</strong></a></span><br />
<span style="color: #326799;"> <a style="color: #326799;" href="https://www.ocausal.es/proyecto-autocop-es/objetivos/"><strong> Objetivos del proyecto</strong></a></span><br />
<span style="color: #326799;"> <a style="color: #326799;" href="https://www.ocausal.es/proyecto-autocop-es/usuarios/"><strong> ¿Qué usuarios utilizarían AUTOCOP?<br />
</strong></a></span><span style="color: #296b8f;"><a style="color: #296b8f;" href="https://www.ocausal.es/proyecto-autocop-es/equipo/">Equipo</a></span></h2>
<h2 style="text-align: center;"></h2>
<p>&nbsp;</p>
<h2>Descargas de AutoCop</h2>
<ul>
<li><a href="https://github.com/carlosarcila/autocop_es_distributed" target="_blank" rel="noopener noreferrer">Descargar AutoCop en inglés para problemas de Big Data (computación distribuida en Spark)</a></li>
<li><a href="https://github.com/carlosarcila/autocop_es_local" target="_blank" rel="noopener noreferrer">Descargar AutoCop en español para computo local</a></li>
</ul>
<p>&nbsp;</p>
<p>Prueba de concepto competitiva financiada por la Fundación General de la Universidad de Salamanca [Plan TCUE 2015-2017 Fase 2]</p>
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