{"id":664,"date":"2025-11-07T20:45:13","date_gmt":"2025-11-07T20:45:13","guid":{"rendered":"https:\/\/proyectos.webtime.com.mx\/?page_id=664"},"modified":"2025-11-07T21:20:55","modified_gmt":"2025-11-07T21:20:55","slug":"conclusiones","status":"publish","type":"page","link":"https:\/\/proyectos.webtime.com.mx\/index.php\/conclusiones\/","title":{"rendered":"Conclusiones"},"content":{"rendered":"

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Conclusiones<\/h1>\n

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DESARROLLO DE UN AGENTE TUTOR PARA PROPORCIONAR ADAPTABILIDAD A PLATAFORMAS DE APRENDIZAJE MEDIANTE RECONOCIMIENTO FACIAL DE EMOCIONES<\/strong><\/p>\n

[\/et_pb_text][et_pb_image src=\u00bbhttps:\/\/proyectos.webtime.com.mx\/wp-content\/uploads\/2025\/10\/Logo_de_la_UAEMex-png.png\u00bb title_text=\u00bbLogo_de_la_UAEMex png\u00bb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb max_width=\u00bb30%\u00bb module_alignment=\u00bbleft\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb][\/et_pb_image][\/et_pb_column][et_pb_column type=\u00bb1_3″ _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb background_color=\u00bbrgba(0,0,0,0.51)\u00bb custom_padding=\u00bb30px|30px|30px|30px|true|true\u00bb custom_padding_tablet=\u00bb\u00bb custom_padding_phone=\u00bb30px|20px|30px|20px|true|true\u00bb custom_padding_last_edited=\u00bbon|phone\u00bb border_radii=\u00bbon|30px|30px|30px|30px\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_text _builder_version=\u00bb4.16″ _module_preset=\u00bb_initial\u00bb header_font=\u00bb||||||||\u00bb header_3_font=\u00bbMontserrat|800|||||||\u00bb header_3_text_color=\u00bb#FFFFFF\u00bb header_3_font_size=\u00bb24px\u00bb header_3_line_height=\u00bb1.4em\u00bb custom_margin=\u00bb||0px||false|false\u00bb header_3_font_size_tablet=\u00bb20px\u00bb header_3_font_size_phone=\u00bb16px\u00bb header_3_font_size_last_edited=\u00bbon|desktop\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]<\/p>\n

Las emociones son parte de la comunicaci\u00f3n que tiene el ser humano.\u00a0<\/h3>\n

[\/et_pb_text][et_pb_text _builder_version=\u00bb4.27.4″ _module_preset=\u00bb_initial\u00bb text_text_color=\u00bb#FFFFFF\u00bb text_line_height=\u00bb2em\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]Realizando expresiones faciales que son f\u00e1cilmente reconocibles.[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u00bb1″ _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb background_image=\u00bbhttps:\/\/proyectos.webtime.com.mx\/wp-content\/uploads\/2025\/11\/Image_11-scaled.jpeg\u00bb background_position=\u00bbtop_left\u00bb custom_margin=\u00bb||||false|false\u00bb custom_padding=\u00bb||||false|false\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_row _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_column type=\u00bb4_4″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb custom_padding=\u00bb|||\u00bb global_colors_info=\u00bb{}\u00bb custom_padding__hover=\u00bb|||\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_text _builder_version=\u00bb4.27.4″ _module_preset=\u00bb_initial\u00bb header_2_font=\u00bbPoppins|800||on|||||\u00bb header_2_text_align=\u00bbright\u00bb header_2_text_color=\u00bb#FFFFFF\u00bb header_2_font_size=\u00bb75px\u00bb header_4_font=\u00bbPoppins|700|||||||\u00bb header_4_font_size=\u00bb30px\u00bb header_4_line_height=\u00bb1.2em\u00bb background_enable_color=\u00bboff\u00bb header_2_font_size_tablet=\u00bb55px\u00bb header_2_font_size_phone=\u00bb45px\u00bb header_2_font_size_last_edited=\u00bbon|tablet\u00bb header_4_font_size_tablet=\u00bb25px\u00bb header_4_font_size_phone=\u00bb18px\u00bb header_4_font_size_last_edited=\u00bbon|phone\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]<\/p>\n

Contenido<\/h2>\n

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CONTEXTUALIZACI\u00d3N DE LA INVESTIGACI\u00d3N\u00bb open_toggle_background_color=\u00bbRGBA(255,255,255,0)\u00bb closed_toggle_background_color=\u00bbRGBA(255,255,255,0)\u00bb icon_color=\u00bb#E00055″ open_icon_color=\u00bb#B41737″ _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb title_text_color=\u00bb#FFFFFF\u00bb title_font=\u00bb|700|||||||\u00bb title_font_size=\u00bb18px\u00bb title_line_height=\u00bb1.8em\u00bb body_text_color=\u00bb#FFFFFF\u00bb body_font_size=\u00bb18px\u00bb body_line_height=\u00bb1.8em\u00bb background_enable_color=\u00bboff\u00bb custom_margin=\u00bb||0px\u00bb custom_padding=\u00bb|0px||0px||true\u00bb border_width_all=\u00bb0px\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]<\/p>\n

I. Planteamiento del problema
II. Objetivo
III. Delimitaci\u00f3n
IV. Hip\u00f3tesis<\/p>\n

[\/et_pb_toggle][et_pb_toggle title=\u00bb2. FUNDAMENTACI\u00d3N INICIAL\u00bb open_toggle_background_color=\u00bbRGBA(255,255,255,0)\u00bb closed_toggle_background_color=\u00bbRGBA(255,255,255,0)\u00bb icon_color=\u00bb#E00055″ open_icon_color=\u00bb#B41737″ _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb title_text_color=\u00bb#FFFFFF\u00bb title_font=\u00bb|700|||||||\u00bb title_font_size=\u00bb18px\u00bb title_line_height=\u00bb1.8em\u00bb body_text_color=\u00bb#FFFFFF\u00bb body_font_size=\u00bb18px\u00bb body_line_height=\u00bb1.8em\u00bb background_enable_color=\u00bboff\u00bb custom_margin=\u00bb||0px\u00bb custom_padding=\u00bb|0px||0px||true\u00bb border_width_all=\u00bb0px\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]<\/p>\n

I. Plataforma de aprendizaje
II. Agente tutor
III. Perfil del estudiante
IV. Emociones
V. Inteligencia artificial
VI. Estado del arte<\/p>\n

[\/et_pb_toggle][et_pb_toggle title=\u00bb3. ESTUDIO EMP\u00cdRICO\u00bb open_toggle_background_color=\u00bbRGBA(255,255,255,0)\u00bb closed_toggle_background_color=\u00bbRGBA(255,255,255,0)\u00bb icon_color=\u00bb#E00055″ open_icon_color=\u00bb#B41737″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb title_text_color=\u00bb#FFFFFF\u00bb title_font=\u00bb|700|||||||\u00bb title_font_size=\u00bb18px\u00bb title_line_height=\u00bb1.8em\u00bb body_text_color=\u00bb#FFFFFF\u00bb body_font_size=\u00bb18px\u00bb body_line_height=\u00bb1.8em\u00bb background_enable_color=\u00bboff\u00bb custom_margin=\u00bb||0px\u00bb custom_padding=\u00bb|0px||0px||true\u00bb border_width_all=\u00bb0px\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]<\/p>\n

I. METODOLOG\u00cdA
\u00a0 \u00a0i. Diagn\u00f3stico
\u00a0 \u00a0ii. Dise\u00f1o
\u00a0 \u00a0iii. Construcci\u00f3n
\u00a0 \u00a0iv. Validaci\u00f3n
\u00a0 \u00a0v. An\u00e1lisis de resultados<\/p>\n

II. DISE\u00d1O Y DESARROLLO<\/p>\n

\u00a0 \u00a0i. Perfil del estudiante
\u00a0 \u00a0ii. Plataforma de aprendizaje
\u00a0 \u00a0iii. Agente Tutor
\u00a0 \u00a0iv. Implementaci\u00f3n<\/p>\n

III. RESULTADO EXPERIMENTALES<\/p>\n

\u00a0 \u00a0i. Logros alcanzados
\u00a0 \u00a0i. Limitaciones encontradas<\/p>\n

\u00a0IV. CONCLUSIONES Y TRABAJOS FUTUROS<\/p>\n

\u00a0 \u00a0i. Referencias<\/p>\n

 <\/p>\n

[\/et_pb_toggle][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u00bb1″ admin_label=\u00bbAbout\u00bb _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb background_color=\u00bb#d2ccfc\u00bb use_background_color_gradient=\u00bbon\u00bb background_color_gradient_direction=\u00bb90deg\u00bb background_color_gradient_stops=\u00bbrgba(0,0,0,0.08) 30%|rgba(0,0,0,0) 30%\u00bb background_color_gradient_start=\u00bbrgba(0,0,0,0.08)\u00bb background_color_gradient_start_position=\u00bb30%\u00bb background_color_gradient_end=\u00bbrgba(0,0,0,0)\u00bb background_color_gradient_end_position=\u00bb30%\u00bb custom_padding=\u00bb10vw||||false|false\u00bb hover_enabled=\u00bb0″ locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb sticky_enabled=\u00bb0″][et_pb_row column_structure=\u00bb1_2,1_2″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_column type=\u00bb1_2″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_image src=\u00bbhttps:\/\/proyectos.webtime.com.mx\/wp-content\/uploads\/2025\/11\/Conclusiones-scaled.jpeg\u00bb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb theme_builder_area=\u00bbpost_content\u00bb title_text=\u00bbConclusiones\u00bb sticky_enabled=\u00bb0″ transform_origin=\u00bb0%|100%\u00bb custom_margin=\u00bb-6vw||-24vw|-30vw|false|false\u00bb custom_margin_tablet=\u00bb0vw||0vw|0vw|false|false\u00bb custom_margin_last_edited=\u00bbon|tablet\u00bb border_radii=\u00bboff||100px||\u00bb box_shadow_style=\u00bbpreset2″ box_shadow_color=\u00bb#1D71B8″ hover_enabled=\u00bb0″ custom_margin_phone=\u00bb0vw||0vw|0vw|false|false\u00bb][\/et_pb_image][\/et_pb_column][et_pb_column type=\u00bb1_2″ _builder_version=\u00bb4.16″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_text _builder_version=\u00bb4.27.4″ _module_preset=\u00bb_initial\u00bb text_font=\u00bbExo 2|||on|||||\u00bb text_text_color=\u00bb#0e4de3″ text_letter_spacing=\u00bb1px\u00bb text_orientation_tablet=\u00bbcenter\u00bb text_orientation_last_edited=\u00bboff|desktop\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]III. ESTUDIO EMP\u00cdRICO<\/b>[\/et_pb_text][et_pb_text _builder_version=\u00bb4.27.4″ _module_preset=\u00bb_initial\u00bb header_2_font=\u00bbNunito Sans|900|||||||\u00bb header_2_font_size=\u00bb48px\u00bb header_2_line_height=\u00bb1.2em\u00bb header_2_font_size_tablet=\u00bb32px\u00bb header_2_font_size_phone=\u00bb20px\u00bb header_2_font_size_last_edited=\u00bbon|desktop\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]<\/p>\n

Conclusiones<\/h2>\n

[\/et_pb_text][et_pb_text _builder_version=\u00bb4.27.4″ _module_preset=\u00bb_initial\u00bb text_text_color=\u00bb#002E3F\u00bb text_font_size=\u00bb16px\u00bb text_line_height=\u00bb1.8em\u00bb link_text_color=\u00bb#003E51″ hover_enabled=\u00bb0″ text_font_size_tablet=\u00bb15px\u00bb text_font_size_phone=\u00bb14px\u00bb text_font_size_last_edited=\u00bbon|phone\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb sticky_enabled=\u00bb0″]<\/p>\n

En conjunto, estos logros validan la viabilidad t\u00e9cnica del proyecto y demuestran la capacidad de integraci\u00f3n del agente tutor en un entorno educativo real, sentando las bases para futuras implementaciones a mayor escala.<\/p>\n

[\/et_pb_text][et_pb_text _builder_version=\u00bb4.27.4″ _module_preset=\u00bb_initial\u00bb text_text_color=\u00bb#002E3F\u00bb text_font_size=\u00bb16px\u00bb text_line_height=\u00bb1.8em\u00bb link_text_color=\u00bb#003E51″ text_font_size_tablet=\u00bb15px\u00bb text_font_size_phone=\u00bb14px\u00bb text_font_size_last_edited=\u00bbon|phone\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]<\/p>\n

En consecuencia, si bien los resultados t\u00e9cnicos demuestran que la propuesta es viable y funcional en condiciones experimentales, a\u00fan se requiere una segunda fase de investigaci\u00f3n enfocada en la evaluaci\u00f3n pedag\u00f3gica.<\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u00bb1″ admin_label=\u00bbServices\u00bb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb background_enable_color=\u00bboff\u00bb locked=\u00bboff\u00bb collapsed=\u00bbon\u00bb global_colors_info=\u00bb{%22gcid-2cf18f4b-ad1d-4daf-a40a-75be4919065f%22:%91%22background_color%22%93}\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_row column_structure=\u00bb1_2,1_2″ make_equal=\u00bbon\u00bb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_column type=\u00bb1_2″ _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb background_color=\u00bb#E00055″ custom_padding=\u00bb60px|60px|60px|60px|true|true\u00bb custom_padding_tablet=\u00bb30px|30px|30px|30px|true|true\u00bb custom_padding_phone=\u00bb20px|20px|20px|20px|true|true\u00bb custom_padding_last_edited=\u00bbon|desktop\u00bb global_colors_info=\u00bb{%22gcid-55e89f59-bdfa-4c7c-a24f-b278f03ffe74%22:%91%22background_color%22%93}\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_text _builder_version=\u00bb4.18.0″ _module_preset=\u00bb_initial\u00bb header_2_font=\u00bbRoboto|700|||||||\u00bb header_2_text_color=\u00bb#ffffff\u00bb header_2_font_size=\u00bb48px\u00bb header_2_line_height=\u00bb1.2em\u00bb text_orientation=\u00bbright\u00bb header_2_font_size_tablet=\u00bb32px\u00bb header_2_font_size_phone=\u00bb20px\u00bb header_2_font_size_last_edited=\u00bbon|desktop\u00bb global_colors_info=\u00bb{%22gcid-1adb0c48-e943-4be8-b747-83127bdbd76c%22:%91%22header_2_text_color%22%93}\u00bb theme_builder_area=\u00bbpost_content\u00bb]<\/p>\n

Trabajos futuros<\/b><\/h2>\n

[\/et_pb_text][et_pb_divider color=\u00bbgcid-f1414204-51c0-48ff-bc68-c545a86d03e7″ divider_weight=\u00bb4px\u00bb _builder_version=\u00bb4.18.0″ _module_preset=\u00bbdefault\u00bb max_width=\u00bb200px\u00bb module_alignment=\u00bbright\u00bb custom_margin=\u00bb||||false|false\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{%22gcid-f1414204-51c0-48ff-bc68-c545a86d03e7%22:%91%22color%22%93}\u00bb theme_builder_area=\u00bbpost_content\u00bb][\/et_pb_divider][et_pb_blurb title=\u00bb1.\tFuncionamiento continuo\u00bb icon_placement=\u00bbleft\u00bb image_icon_width=\u00bb36px\u00bb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb header_font=\u00bbArchivo|700||on|||||\u00bb header_text_color=\u00bb#FFFFFF\u00bb header_font_size=\u00bb14px\u00bb header_letter_spacing=\u00bb1px\u00bb body_font=\u00bbArchivo||||||||\u00bb custom_margin=\u00bb||16%||false|false\u00bb animation=\u00bboff\u00bb hover_enabled=\u00bb0″ locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb body_font_size=\u00bb16px\u00bb body_line_height=\u00bb1.8em\u00bb sticky_enabled=\u00bb0″ body_text_align=\u00bbjustify\u00bb background_layout=\u00bbdark\u00bb]<\/p>\n

las limitaciones identificadas evidencian la necesidad de desarrollar estrategias de persistencia de sesi\u00f3n y ejecuci\u00f3n as\u00edncrona que garanticen el funcionamiento continuo del tutor, sin depender del estado de la interfaz o de la interacci\u00f3n directa del usuario. La superaci\u00f3n de estos desaf\u00edos ser\u00e1 crucial para asegurar la escalabilidad y adaptabilidad del sistema en diversos contextos institucionales.<\/p>\n

[\/et_pb_blurb][et_pb_blurb title=\u00bb2.\tRetos inherentes\u00bb icon_placement=\u00bbleft\u00bb image_icon_width=\u00bb36px\u00bb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb header_font=\u00bbArchivo|700||on|||||\u00bb header_text_color=\u00bb#FFFFFF\u00bb header_font_size=\u00bb14px\u00bb header_letter_spacing=\u00bb1px\u00bb body_font=\u00bbArchivo||||||||\u00bb custom_margin=\u00bb||16%||false|false\u00bb animation=\u00bboff\u00bb hover_enabled=\u00bb0″ locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb body_font_size=\u00bb16px\u00bb body_line_height=\u00bb1.8em\u00bb sticky_enabled=\u00bb0″ body_text_align=\u00bbjustify\u00bb background_layout=\u00bbdark\u00bb]<\/p>\n

los retos inherentes a la implementaci\u00f3n de sistemas inteligentes en plataformas educativas establecidas, especialmente en lo relativo a la compatibilidad, la seguridad y la privacidad de los datos.<\/p>\n

[\/et_pb_blurb][et_pb_blurb title=\u00bb3.\tEvaluaci\u00f3n pedag\u00f3gica\u00bb icon_placement=\u00bbleft\u00bb image_icon_width=\u00bb36px\u00bb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb header_font=\u00bbArchivo|700||on|||||\u00bb header_text_color=\u00bb#FFFFFF\u00bb header_font_size=\u00bb14px\u00bb header_letter_spacing=\u00bb1px\u00bb body_font=\u00bbArchivo||||||||\u00bb custom_margin=\u00bb||16%||false|false\u00bb animation=\u00bboff\u00bb hover_enabled=\u00bb0″ locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb body_font_size=\u00bb16px\u00bb body_line_height=\u00bb1.8em\u00bb sticky_enabled=\u00bb0″ body_text_align=\u00bbjustify\u00bb background_layout=\u00bbdark\u00bb]<\/p>\n

Si bien los resultados t\u00e9cnicos demuestran que la propuesta es viable y funcional en condiciones experimentales, a\u00fan se requiere una segunda fase de investigaci\u00f3n enfocada en la evaluaci\u00f3n pedag\u00f3gica.<\/p>\n

[\/et_pb_blurb][\/et_pb_column][et_pb_column type=\u00bb1_2″ _builder_version=\u00bb4.18.0″ _module_preset=\u00bbdefault\u00bb custom_padding=\u00bb60px||60px||true|false\u00bb custom_padding_tablet=\u00bb30px||30px||true|false\u00bb custom_padding_phone=\u00bb20px||20px||true|false\u00bb custom_padding_last_edited=\u00bbon|desktop\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb][et_pb_text _builder_version=\u00bb4.27.4″ _module_preset=\u00bb_initial\u00bb header_2_font=\u00bbNunito Sans|900|||||||\u00bb header_2_font_size=\u00bb48px\u00bb header_2_line_height=\u00bb1.2em\u00bb header_2_font_size_tablet=\u00bb32px\u00bb header_2_font_size_phone=\u00bb20px\u00bb header_2_font_size_last_edited=\u00bbon|desktop\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]<\/p>\n

Conclusiones<\/h2>\n

[\/et_pb_text][et_pb_blurb title=\u00bb1.\tDesarrollo\u00bb use_icon=\u00bbon\u00bb font_icon=\u00bb||divi||400″ icon_color=\u00bb#F39200″ icon_placement=\u00bbleft\u00bb image_icon_width=\u00bb36px\u00bb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb header_font=\u00bbArchivo|700||on|||||\u00bb header_text_color=\u00bb#ecc600″ header_font_size=\u00bb14px\u00bb header_letter_spacing=\u00bb1px\u00bb body_font=\u00bbArchivo||||||||\u00bb custom_margin=\u00bb||16%||false|false\u00bb animation=\u00bboff\u00bb hover_enabled=\u00bb0″ locked=\u00bboff\u00bb global_colors_info=\u00bb{%22gcid-6171fd24-b893-4d22-843a-f4129850a5c1%22:%91%22header_text_color%22%93}\u00bb theme_builder_area=\u00bbpost_content\u00bb body_font_size=\u00bb16px\u00bb body_line_height=\u00bb1.8em\u00bb sticky_enabled=\u00bb0″ body_text_align=\u00bbjustify\u00bb]<\/p>\n

El desarrollo de este proyecto permiti\u00f3 comprobar la viabilidad t\u00e9cnica y conceptual de integrar un agente tutor basado en inteligencia artificial dentro de un entorno educativo digital. A lo largo del proceso se logr\u00f3 articular distintos componentes tecnol\u00f3gicos, como: el reconocimiento facial, el an\u00e1lisis emocional a trav\u00e9s de las expresiones faciales, la creaci\u00f3n de un avatar interactivo y una plataforma educativa en Moodle.<\/p>\n

[\/et_pb_blurb][et_pb_blurb title=\u00bb2.\tModelo metodol\u00f3gico \u00bb use_icon=\u00bbon\u00bb font_icon=\u00bb||divi||400″ icon_color=\u00bb#F39200″ icon_placement=\u00bbleft\u00bb image_icon_width=\u00bb36px\u00bb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb header_font=\u00bbArchivo|700||on|||||\u00bb header_text_color=\u00bb#ecc600″ header_font_size=\u00bb14px\u00bb header_letter_spacing=\u00bb1px\u00bb body_font=\u00bbArchivo||||||||\u00bb custom_margin=\u00bb||16%||false|false\u00bb animation=\u00bboff\u00bb locked=\u00bboff\u00bb theme_builder_area=\u00bbpost_content\u00bb sticky_enabled=\u00bb0″ global_colors_info=\u00bb{%22gcid-6171fd24-b893-4d22-843a-f4129850a5c1%22:%91%22header_text_color%22,%22header_text_color%22,%22header_text_color%22%93}\u00bb body_font_size=\u00bb16px\u00bb body_line_height=\u00bb1.8em\u00bb body_text_align=\u00bbjustify\u00bb]<\/p>\n

El modelo metodol\u00f3gico propuesto para su desarrollo e implementaci\u00f3n permiti\u00f3 establecer una ruta de trabajo estructurada, caracterizada por su flexibilidad y capacidad de adaptaci\u00f3n a los resultados obtenidos en cada fase experimental.<\/p>\n

[\/et_pb_blurb][et_pb_blurb title=\u00bb3.\tNivel Acad\u00e9mico\u00bb use_icon=\u00bbon\u00bb font_icon=\u00bb||divi||400″ icon_color=\u00bb#F39200″ icon_placement=\u00bbleft\u00bb image_icon_width=\u00bb36px\u00bb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb header_font=\u00bbArchivo|700||on|||||\u00bb header_text_color=\u00bb#ecc600″ header_font_size=\u00bb14px\u00bb header_letter_spacing=\u00bb1px\u00bb body_font=\u00bbArchivo||||||||\u00bb custom_margin=\u00bb||16%||false|false\u00bb animation=\u00bboff\u00bb locked=\u00bboff\u00bb theme_builder_area=\u00bbpost_content\u00bb global_colors_info=\u00bb{%22gcid-6171fd24-b893-4d22-843a-f4129850a5c1%22:%91%22header_text_color%22,%22header_text_color%22,%22header_text_color%22%93}\u00bb body_font_size=\u00bb16px\u00bb body_line_height=\u00bb1.8em\u00bb body_text_align=\u00bbjustify\u00bb hover_enabled=\u00bb0″ sticky_enabled=\u00bb0″]<\/p>\n

A nivel acad\u00e9mico, la investigaci\u00f3n pretende ser un aporte como una base conceptual y t\u00e9cnica para futuros desarrollos de agentes inteligentes orientados al acompa\u00f1amiento educativo, destacando la importancia de incorporar tecnolog\u00edas afectivas que reconozcan las emociones y respondan a las necesidades del estudiante en tiempo real.<\/p>\n

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ESTUDIO EMP\u00cdRICO<\/b>[\/et_pb_text][et_pb_text _builder_version=\u00bb4.27.4″ _module_preset=\u00bb_initial\u00bb header_2_font=\u00bbNunito Sans|900|||||||\u00bb header_2_font_size=\u00bb48px\u00bb header_2_line_height=\u00bb1.2em\u00bb header_2_font_size_tablet=\u00bb32px\u00bb header_2_font_size_phone=\u00bb20px\u00bb header_2_font_size_last_edited=\u00bbon|desktop\u00bb locked=\u00bboff\u00bb global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb]<\/p>\n

Referencias<\/h2>\n

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Captera. (27 de 04 de 2022). Captera.com. Recuperado el 25 de 04 de 2022, de Learning managemen<\/p>\n

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Dom\u00ednguez Guti\u00e9rrez, M. S. (2007). Reflexiones en torno a la construcci\u00f3n del objeto de estudio. El \u00c1gora USB, 7(1), 19\u201333. doi:https:\/\/doi.org\/10.21500\/16578031.1638<\/p>\n

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Ekman, P. &. (1981). Expresiones faciales de la emoci\u00f3n. Estudios de psicolog\u00eda, 115-144. Obtenido de Recuperado de sitio web: http:\/\/www.academia.edu\/download\/49320332\/Paul_Ekman_-_Estudio_Expresiones_Faciales_De_La_Emocion.pdf<\/p>\n

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Etec\u00e9. (5 de 08 de 2021). Conepto. Obtenido de Deserci\u00f3n Escolar – Concepto, causas, consecuencias y c\u00f3mo evitarla: https:\/\/concepto.de\/desercion-escolar\/<\/p>\n

[\/et_pb_blurb][et_pb_blurb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb hover_enabled=\u00bb0″ global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb sticky_enabled=\u00bb0″]<\/p>\n

Humphrey, W. S. (2005). Psp (sm): a self-improvement process for software engineers. Addison-Wesley Professional.<\/p>\n

[\/et_pb_blurb][et_pb_blurb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb hover_enabled=\u00bb0″ global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb sticky_enabled=\u00bb0″]<\/p>\n

INEE. (09 de 04 de 2019). Instituto Nacional para la Evaluaci\u00f3n de la Educaci\u00f3n. Obtenido de Retos del sistema educativo nacional, evitar la deserci\u00f3n y los bajos aprendizajes en la educaci\u00f3n obligatoria: https:\/\/www.inee.edu.mx\/retos-del-sistema-educativo-nacional-evitar-la-desercion-y-los-bajos-aprendizajes-en-la-educacion-obligatoria-sylvia-schmelkes\/<\/p>\n

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SEP. (2022). Prepa en L\u00ednea. Obtenido de https:\/\/prepaenlinea.sep.gob.mx\/perfiles-de-la-comunidad\/tutores-escolares\/<\/p>\n

[\/et_pb_blurb][et_pb_blurb _builder_version=\u00bb4.27.4″ _module_preset=\u00bbdefault\u00bb hover_enabled=\u00bb0″ global_colors_info=\u00bb{}\u00bb theme_builder_area=\u00bbpost_content\u00bb sticky_enabled=\u00bb0″]<\/p>\n

V\u00e9lez, J. B. (11 de 11 de 2009). Entorno de aprendizaje virtual adaptativo soportado por un modelo de usuario integral. Girona, Espa\u00f1a. Obtenido de http:\/\/hdl.handle.net\/10803\/7607<\/p>\n

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MTRO. MARIANO LE\u00d3N N\u00c1JERA<\/h2>\n

DOCTORANTE<\/h3>\n

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DIRECTORA DE TESIS<\/p>\n

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CO DIRECTORA DE TESIS<\/p>\n

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TUTOR<\/p>\n

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