{"id":5004,"date":"2017-11-24T10:33:49","date_gmt":"2017-11-24T10:33:49","guid":{"rendered":"https:\/\/emadridnet.uc3m.es\/?p=5004"},"modified":"2022-01-26T10:34:54","modified_gmt":"2022-01-26T10:34:54","slug":"analisis-del-aprendizaje-social-y-de-la-prediccion-de-notas-intermedias-en-moocs","status":"publish","type":"post","link":"https:\/\/emadridnet.uc3m.es\/en\/2017\/11\/24\/analisis-del-aprendizaje-social-y-de-la-prediccion-de-notas-intermedias-en-moocs\/","title":{"rendered":"\u00abAn\u00e1lisis del aprendizaje social y de la predicci\u00f3n de notas intermedias en MOOCs\u00bb"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; fullwidth=&#8221;on&#8221; admin_label=&#8221;Header&#8221; _builder_version=&#8221;3.22&#8243; background_image=&#8221;https:\/\/emadridnet.uc3m.es\/wp-content\/uploads\/sites\/40\/2021\/05\/meetup-02.jpg&#8221; parallax=&#8221;on&#8221; custom_padding=&#8221;|||&#8221; animation_style=&#8221;slide&#8221; animation_direction=&#8221;top&#8221; animation_intensity_slide=&#8221;2%&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_fullwidth_header title=&#8221;\u00abAn\u00e1lisis del aprendizaje social y de la predicci\u00f3n de notas intermedias en MOOCs\u00bb&#8221; subhead=&#8221;Pedro Manuel Moreno Marcos&#8221; button_one_text=&#8221;Reg\u00edstrate gratis&#8221; background_overlay_color=&#8221;rgba(255,255,255,0.6)&#8221; content_max_width=&#8221;700px&#8221; content_max_width_tablet=&#8221;100%&#8221; content_max_width_phone=&#8221;&#8221; content_max_width_last_edited=&#8221;on|desktop&#8221; _builder_version=&#8221;4.14.7&#8243; title_font=&#8221;Roboto|300|||||||&#8221; title_font_size=&#8221;60px&#8221; title_line_height=&#8221;1.4em&#8221; content_font=&#8221;||||||||&#8221; content_font_size=&#8221;17px&#8221; content_line_height=&#8221;1.9em&#8221; subhead_font=&#8221;|600|||||||&#8221; subhead_font_size=&#8221;20px&#8221; subhead_line_height=&#8221;1.8em&#8221; background_enable_color=&#8221;off&#8221; background_image=&#8221;https:\/\/storage.googleapis.com\/wp-uploads.bucket.wp.uc3m.es\/wp-content\/uploads\/sites\/40\/2022\/01\/26101150\/foto.jpg&#8221; custom_button_one=&#8221;on&#8221; button_one_text_size=&#8221;14px&#8221; button_one_text_color=&#8221;#ffffff&#8221; button_one_bg_color=&#8221;#8300e9&#8243; button_one_bg_color_gradient_start=&#8221;#d883f8&#8243; button_one_bg_color_gradient_end=&#8221;#352DBE&#8221; button_one_bg_color_gradient_direction=&#8221;90deg&#8221; button_one_border_width=&#8221;10px&#8221; button_one_border_color=&#8221;rgba(0,0,0,0)&#8221; button_one_border_radius=&#8221;100px&#8221; button_one_letter_spacing=&#8221;3px&#8221; button_one_font=&#8221;Roboto|700||on|||||&#8221; custom_button_two=&#8221;on&#8221; button_two_text_size=&#8221;14px&#8221; button_two_text_color=&#8221;#ffffff&#8221; button_two_bg_color=&#8221;#06c8ff&#8221; button_two_border_width=&#8221;10px&#8221; button_two_border_color=&#8221;rgba(0,0,0,0)&#8221; button_two_border_radius=&#8221;100px&#8221; button_two_letter_spacing=&#8221;3px&#8221; button_two_font=&#8221;Roboto|700||on|||||&#8221; background_layout=&#8221;light&#8221; custom_margin=&#8221;||||false&#8221; custom_padding=&#8221;8vw||8vw||true&#8221; custom_padding_tablet=&#8221;250px||250px||true&#8221; custom_padding_last_edited=&#8221;off|desktop&#8221; hover_enabled=&#8221;0&#8243; title_font_size_tablet=&#8221;40px&#8221; title_font_size_phone=&#8221;32px&#8221; title_font_size_last_edited=&#8221;on|desktop&#8221; button_one_text_color_hover=&#8221;#ffffff&#8221; button_two_text_color_hover=&#8221;#ffffff&#8221; button_one_letter_spacing_hover=&#8221;3px&#8221; button_two_letter_spacing_hover=&#8221;3px&#8221; global_colors_info=&#8221;{}&#8221; button_one_text_size__hover_enabled=&#8221;off&#8221; button_two_text_size__hover_enabled=&#8221;off&#8221; button_one_text_color__hover_enabled=&#8221;on&#8221; button_one_text_color__hover=&#8221;#ffffff&#8221; button_two_text_color__hover_enabled=&#8221;on&#8221; button_two_text_color__hover=&#8221;#ffffff&#8221; button_one_border_width__hover_enabled=&#8221;off&#8221; button_two_border_width__hover_enabled=&#8221;off&#8221; button_one_border_color__hover_enabled=&#8221;off&#8221; button_two_border_color__hover_enabled=&#8221;off&#8221; button_one_border_radius__hover_enabled=&#8221;off&#8221; button_two_border_radius__hover_enabled=&#8221;off&#8221; button_one_letter_spacing__hover_enabled=&#8221;on&#8221; button_one_letter_spacing__hover=&#8221;3px&#8221; button_two_letter_spacing__hover_enabled=&#8221;on&#8221; button_two_letter_spacing__hover=&#8221;3px&#8221; button_one_bg_color__hover_enabled=&#8221;off&#8221; button_two_bg_color__hover_enabled=&#8221;off&#8221; theme_builder_area=&#8221;post_content&#8221; title_text=&#8221;foto&#8221; sticky_enabled=&#8221;0&#8243;][\/et_pb_fullwidth_header][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Visiting&#8221; _builder_version=&#8221;3.22&#8243; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_row _builder_version=&#8221;3.25&#8243; custom_padding=&#8221;27px|0px|24px|0px|false|false&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;3.25&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_text _builder_version=&#8221;4.14.7&#8243; text_font=&#8221;||||||||&#8221; text_font_size=&#8221;16px&#8221; text_line_height=&#8221;1.9em&#8221; header_font=&#8221;||||||||&#8221; header_2_font=&#8221;Roboto|300|||||||&#8221; header_2_font_size=&#8221;50px&#8221; header_2_line_height=&#8221;1.4em&#8221; hover_enabled=&#8221;0&#8243; header_2_font_size_tablet=&#8221;40px&#8221; header_2_font_size_phone=&#8221;32px&#8221; header_2_font_size_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<h2>Resumen de la ponencia<\/h2>\n<p style=\"text-align: justify\"><span>Los MOOCs (Massive Open Online Courses) han ido ganando inter\u00e9s en los \u00faltimos a\u00f1os y proporcionan una gran cantidad de datos para sus estudio que pueden ser explotados aplicando t\u00e9cnicas anal\u00edticas de aprendizaje. En estos cursos, las interacciones sociales ocurren principalmente en el foro del curso y, por consiguiente, existe un claro inter\u00e9s en desenterrar esos datos para descubrir los comportamientos de los alumnos. Por eso, este trabajo presenta un tablero dise\u00f1ado para proveer visualizaciones relacionadas con las interacciones del foro en los cursos de edX y discute los resultados obtenidos en un MOOC real, incluyendo el an\u00e1lisis de sentimientos. Adem\u00e1s, como tambi\u00e9n es importante identificar el rendimiento de los alumnos para mejorar los procesos de aprendizaje, de forma paralela se realiza un an\u00e1lisis que permite predecir las calificaciones de las tareas y cu\u00e1nto se pueden anticipar. Se discute tambi\u00e9n el efecto de los diferentes indicadores sobre los grados y, en particular, la relaci\u00f3n con las interacciones del foro.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;About&#8221; _builder_version=&#8221;3.22&#8243; min_height=&#8221;677px&#8221; custom_margin=&#8221;-3px|||||&#8221; custom_padding=&#8221;0px|||||&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_row column_structure=&#8221;1_2,1_2&#8243; padding_top_bottom_link_1=&#8221;true&#8221; padding_left_right_link_1=&#8221;true&#8221; _builder_version=&#8221;4.9.4&#8243; min_height=&#8221;509.8px&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;3.25&#8243; background_image=&#8221;https:\/\/storage.googleapis.com\/wp-uploads.bucket.wp.uc3m.es\/wp-content\/uploads\/sites\/40\/2021\/05\/28095053\/column-background-02.png&#8221; custom_padding=&#8221;50px|50px|50px|50px&#8221; custom_padding_tablet=&#8221;&#8221; custom_padding_phone=&#8221;20px|20px|20px|20px|true|true&#8221; custom_padding_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221; padding_phone=&#8221;20px|20px|20px|20px|true|true&#8221; padding_last_edited=&#8221;on|phone&#8221; custom_padding__hover=&#8221;|||&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_image src=&#8221;https:\/\/storage.googleapis.com\/wp-uploads.bucket.wp.uc3m.es\/wp-content\/uploads\/sites\/40\/2022\/01\/26101150\/foto.jpg&#8221; title_text=&#8221;foto&#8221; align_tablet=&#8221;center&#8221; align_phone=&#8221;&#8221; align_last_edited=&#8221;on|desktop&#8221; _builder_version=&#8221;4.14.7&#8243; animation_style=&#8221;zoom&#8221; animation_intensity_zoom=&#8221;10%&#8221; hover_enabled=&#8221;0&#8243; box_shadow_style=&#8221;preset1&#8243; box_shadow_vertical=&#8221;32px&#8221; box_shadow_blur=&#8221;100px&#8221; box_shadow_color=&#8221;rgba(0,0,0,0.15)&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221; sticky_enabled=&#8221;0&#8243;][\/et_pb_image][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;3.25&#8243; custom_padding=&#8221;|||&#8221; custom_padding_tablet=&#8221;0px|||&#8221; custom_padding_last_edited=&#8221;off|desktop&#8221; global_colors_info=&#8221;{}&#8221; padding_tablet=&#8221;0px|||&#8221; padding_last_edited=&#8221;off|desktop&#8221; custom_padding__hover=&#8221;|||&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_text _builder_version=&#8221;4.14.7&#8243; text_font=&#8221;||||||||&#8221; text_font_size=&#8221;16px&#8221; text_line_height=&#8221;1.9em&#8221; header_font=&#8221;||||||||&#8221; header_2_font=&#8221;Roboto|300|||||||&#8221; header_2_font_size=&#8221;50px&#8221; header_2_line_height=&#8221;1.4em&#8221; hover_enabled=&#8221;0&#8243; header_2_font_size_tablet=&#8221;40px&#8221; header_2_font_size_phone=&#8221;32px&#8221; header_2_font_size_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<h2>Biograf\u00eda<\/h2>\n<p style=\"text-align: justify\"><span>Pedro Manuel Moreno Marcos es estudiante de doctorado e investigador predoctoral a trav\u00e9s de una beca FPU en el Departamento de Ingenier\u00eda Telem\u00e1tica de la Universidad Carlos III de Madrid. Recibi\u00f3 su Licenciatura en Ingenier\u00eda en Tecnolog\u00edas de las Telecomunicaciones en 2015 en la misma universidad, y curs\u00f3 un m\u00e1ster en Ciencias en Ingenier\u00eda de Telecomunicaciones e Ingenier\u00eda Telem\u00e1tica, ambas este miso a\u00f1o. Ha participado en varios proyectos de investigaci\u00f3n y sus habilidades y experiencia incluyen investigaci\u00f3n y desarrollo en anal\u00edtica de aprendizaje, miner\u00eda de datos educativos y MOOCs.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Past Events&#8221; _builder_version=&#8221;3.22&#8243; background_image=&#8221;https:\/\/emadridnet.uc3m.es\/wp-content\/uploads\/sites\/40\/2021\/05\/bg-4.png&#8221; background_size=&#8221;initial&#8221; background_position=&#8221;bottom_left&#8221; min_height=&#8221;986.3px&#8221; custom_padding=&#8221;0px|0px|0|0px|false|false&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_row _builder_version=&#8221;3.25&#8243; custom_margin=&#8221;|auto|-75px|auto||&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;3.25&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_text _builder_version=&#8221;3.27.4&#8243; text_font=&#8221;||||||||&#8221; text_font_size=&#8221;16px&#8221; text_line_height=&#8221;1.9em&#8221; header_font=&#8221;||||||||&#8221; header_2_font=&#8221;Roboto|300|||||||&#8221; header_2_font_size=&#8221;50px&#8221; header_2_line_height=&#8221;1.4em&#8221; text_orientation=&#8221;center&#8221; header_2_font_size_tablet=&#8221;40px&#8221; header_2_font_size_phone=&#8221;32px&#8221; header_2_font_size_last_edited=&#8221;on|phone&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;]<\/p>\n<h2>V\u00eddeo<\/h2>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row custom_padding_last_edited=&#8221;on|phone&#8221; _builder_version=&#8221;3.25&#8243; background_image=&#8221;https:\/\/storage.googleapis.com\/wp-uploads.bucket.wp.uc3m.es\/wp-content\/uploads\/sites\/40\/2021\/05\/28095101\/column-background-03-1.png&#8221; min_height=&#8221;477px&#8221; custom_margin=&#8221;60px|||&#8221; custom_padding=&#8221;50px|50px|0|50px|false|false&#8221; custom_padding_tablet=&#8221;&#8221; custom_padding_phone=&#8221;20px|20px||20px||true&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;3.25&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_video src=&#8221;https:\/\/vimeo.com\/245368270&#8243; image_src=&#8221;https:\/\/storage.googleapis.com\/wp-uploads.bucket.wp.uc3m.es\/wp-content\/uploads\/sites\/40\/2021\/06\/02101312\/ESP-Carina-y-Pedro.png&#8221; play_icon_color=&#8221;#000000&#8243; _builder_version=&#8221;4.14.7&#8243; animation_style=&#8221;zoom&#8221; animation_direction=&#8221;bottom&#8221; animation_intensity_zoom=&#8221;10%&#8221; animation_starting_opacity=&#8221;100%&#8221; hover_enabled=&#8221;0&#8243; box_shadow_style=&#8221;preset1&#8243; box_shadow_vertical=&#8221;32px&#8221; box_shadow_blur=&#8221;100px&#8221; box_shadow_color=&#8221;rgba(0,0,0,0.15)&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221; sticky_enabled=&#8221;0&#8243;][\/et_pb_video][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.9.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;-100px|auto||auto||&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.9.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_text _builder_version=&#8221;3.27.4&#8243; text_font=&#8221;||||||||&#8221; text_font_size=&#8221;16px&#8221; text_line_height=&#8221;1.9em&#8221; header_font=&#8221;||||||||&#8221; header_2_font=&#8221;Roboto|300|||||||&#8221; header_2_font_size=&#8221;50px&#8221; header_2_line_height=&#8221;1.4em&#8221; text_orientation=&#8221;center&#8221; header_2_font_size_tablet=&#8221;40px&#8221; header_2_font_size_phone=&#8221;32px&#8221; header_2_font_size_last_edited=&#8221;on|phone&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;]<\/p>\n<h2>Presentaci\u00f3n<\/h2>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.9.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.9.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_video_slider _builder_version=&#8221;4.14.7&#8243; _module_preset=&#8221;default&#8221; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221; sticky_enabled=&#8221;0&#8243;][et_pb_video_slider_item src=&#8221;https:\/\/www.slideshare.net\/emadridnet\/analysis-of-social-interactions-and-prediction-of-assignment-grades-in-a-massive-open-online-course&#8221; _builder_version=&#8221;4.14.7&#8243; _module_preset=&#8221;default&#8221; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221; show_image_overlay=&#8221;off&#8221; sticky_enabled=&#8221;0&#8243;][\/et_pb_video_slider_item][\/et_pb_video_slider][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Resumen de la ponencia Los MOOCs (Massive Open Online Courses) han ido ganando inter\u00e9s en los \u00faltimos a\u00f1os y proporcionan una gran cantidad de datos para sus estudio que pueden ser explotados aplicando t\u00e9cnicas anal\u00edticas de aprendizaje. En estos cursos, las interacciones sociales ocurren principalmente en el foro del curso y, por consiguiente, existe un [&hellip;]<\/p>\n","protected":false},"author":82,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-5004","post","type-post","status-publish","format-standard","hentry","category-sin-categorizar"],"_links":{"self":[{"href":"https:\/\/emadridnet.uc3m.es\/en\/wp-json\/wp\/v2\/posts\/5004","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/emadridnet.uc3m.es\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/emadridnet.uc3m.es\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/emadridnet.uc3m.es\/en\/wp-json\/wp\/v2\/users\/82"}],"replies":[{"embeddable":true,"href":"https:\/\/emadridnet.uc3m.es\/en\/wp-json\/wp\/v2\/comments?post=5004"}],"version-history":[{"count":2,"href":"https:\/\/emadridnet.uc3m.es\/en\/wp-json\/wp\/v2\/posts\/5004\/revisions"}],"predecessor-version":[{"id":5007,"href":"https:\/\/emadridnet.uc3m.es\/en\/wp-json\/wp\/v2\/posts\/5004\/revisions\/5007"}],"wp:attachment":[{"href":"https:\/\/emadridnet.uc3m.es\/en\/wp-json\/wp\/v2\/media?parent=5004"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/emadridnet.uc3m.es\/en\/wp-json\/wp\/v2\/categories?post=5004"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/emadridnet.uc3m.es\/en\/wp-json\/wp\/v2\/tags?post=5004"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}