{"id":1222,"date":"2023-11-14T01:16:51","date_gmt":"2023-11-14T04:16:51","guid":{"rendered":"https:\/\/datamining.dc.uba.ar\/datamining\/?p=1222"},"modified":"2023-11-28T15:34:48","modified_gmt":"2023-11-28T18:34:48","slug":"defensa-de-tesis-juan-jose-iguaran-21-11-2023-14-hs","status":"publish","type":"post","link":"https:\/\/datamininguba.com.ar\/datamining\/2023\/11\/14\/defensa-de-tesis-juan-jose-iguaran-21-11-2023-14-hs\/","title":{"rendered":"Defensa de Tesis \u2013 Juan Jos\u00e9 Iguar\u00e1n \u2013 28\/11\/2023 \u2013 14 hs."},"content":{"rendered":"<p>El Martes 28\/11 se realiz\u00f3 la Defensa de Tesis de Juan Jos\u00e9 Iguar\u00e1n titulada &#8220;Aplicaci\u00f3n de Modelos de Lenguaje para la Identificaci\u00f3n de Emociones en Twitter durante las Elecciones Presidenciales de 2022 en Colombia&#8221;. Cont\u00f3 con la direcci\u00f3n del Dr. juan Manuel P\u00e9rez y con la co-direcci\u00f3n del Dr. Germ\u00e1n Rosati. Los jurados fueron la Dra. Mariela Rajngewerc, Dr. Facundo Carrillo, Dr. Alejandro A. Nieto. La defensa se realiz\u00f3 de manera online y puede verse a trav\u00e9s del siguiente link: <a href=\"https:\/\/youtu.be\/o49WGh9W6A8?t=135\" target=\"_blank\" rel=\"noopener\">https:\/\/www.youtube.com\/watch?v=o49WGh9W6A8<\/a><\/p>\n<p>Resumen:<\/p>\n<p><!--more--><\/p>\n<p>El estudio de Twitter como medio para el an\u00e1lisis de fen\u00f3menos sociales mediante t\u00e9cnicas de procesamiento del lenguaje natural (NLP), ha generado gran inter\u00e9s en los \u00faltimos a\u00f1os debido a la disponibilidad de grandes cantidades de datos en un ambiente relativamente espont\u00e1neo. Dentro de estas t\u00e9cnicas, la detecci\u00f3n de emociones en el texto es especialmente relevante, ya que permite identificar la respuesta subjetiva de las personas ante los distintos eventos sociales presentados. Los modelos de lenguaje basados en redes neuronales, como los Transformers y espec\u00edficamente BERT, han reemplazado las t\u00e9cnicas tradicionales de NLP debido a su capacidad para capturar el sentido y las relaciones entre las palabras en el texto. Sin embargo, en espa\u00f1ol hay pocos estudios de detecci\u00f3n de emociones en redes sociales y ninguno que utilice modelos de lenguaje basados en Transformers en un contexto pol\u00edtico.<\/p>\n<p>Este trabajo tuvo como objetivo emplear modelos basados en BERT para detectar emociones en Twitter durante las elecciones presidenciales de Colombia en 2022. Para ello, se etiquet\u00f3 manualmente un conjunto de datos constituido por tweets realizados durante dicho per\u00edodo y se realizaron experimentos de clasificaci\u00f3n utilizando varios modelos de lenguaje pre-entrenados en espa\u00f1ol. A su vez, se utilizaron dichos modelos para analizar las respuestas emocionales de los usuarios, asociando los tweets a sectores pol\u00edticos, as\u00ed como su variaci\u00f3n temporal.<\/p>\n<p>Tanto para el proceso de etiquetado como para la predicci\u00f3n de los modelos, se observ\u00f3 en los tweets una presencia considerablemente mayor de las emociones asco y alegr\u00eda con respecto a tristeza y miedo. Esto a su vez provoc\u00f3 un desempe\u00f1o mucho mejor de los modelos para los tweets etiquetados con estas primeras dos emociones. As\u00ed mismo, si bien el modelo seleccionado para la predicci\u00f3n, RoBERTuito, tuvo un mejor desempe\u00f1o respecto a los otros modelos estudiados en todas las etiquetas, en aquellas con poca presencia esta ventaja fue m\u00e1s evidente. Esto se explica por que dicho modelo fue espec\u00edficamente entrenado para la tarea de analizar tweets en espa\u00f1ol.<\/p>\n<p>Por otro lado, a partir de los resultados de clasificaci\u00f3n del modelo sobre la base de datos, se observ\u00f3 que la emoci\u00f3n de mayor presencia en los tweets asociados con la derecha fue el asco y para los tweets asociados con la izquierda fue alegr\u00eda. Se observ\u00f3 tambi\u00e9n que los d\u00edas en donde se present\u00f3 un n\u00famero relevante de etiquetas emocionales, fueron aquellos en donde hubo alg\u00fan evento de relevancia pol\u00edtica, como el d\u00eda de las elecciones, o alg\u00fan fen\u00f3meno medi\u00e1tico fue altamente discutido.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>El Martes 28\/11 se realiz\u00f3 la Defensa de Tesis de [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":614,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1222","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sin-categoria"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Defensa de Tesis \u2013 Juan Jos\u00e9 Iguar\u00e1n \u2013 28\/11\/2023 \u2013 14 hs. - 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