{"id":8597,"date":"2023-07-21T10:09:52","date_gmt":"2023-07-21T10:09:52","guid":{"rendered":"https:\/\/komorebi.ai\/?page_id=8597"},"modified":"2023-09-21T14:25:40","modified_gmt":"2023-09-21T14:25:40","slug":"augmented-probability-simulation-methods-for-sequential-games","status":"publish","type":"page","link":"https:\/\/komorebi.ai\/es\/augmented-probability-simulation-methods-for-sequential-games\/","title":{"rendered":"Augmented probability simulation methods for sequential games"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"8597\" class=\"elementor elementor-8597\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5c9d01b6 e-flex e-con-boxed e-con e-parent\" data-id=\"5c9d01b6\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5d94d0 elementor-widget elementor-widget-heading\" data-id=\"b5d94d0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Augmented probability simulation methods for sequential games<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e8f34f9 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"7e8f34f9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">European Journal of Operational Research, 2023<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bb0019b e-con-full e-flex e-con e-parent\" data-id=\"bb0019b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-99409dd elementor-widget-tablet__width-initial elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"99409dd\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;,&quot;_animation_delay&quot;:200}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Abstract<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b727a6 elementor-widget elementor-widget-text-editor\" data-id=\"3b727a6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The study presents a robust <\/span><b>framework <\/b><span style=\"font-weight: 400;\">with computational algorithms designed <\/span><b>to aid decision-making in sequential games<\/b><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The framework offers methods for solving games with complete information, evaluating the solidity of solutions, and approximating adversarial risk analysis for situations with incomplete information.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Existing simulation-based approaches can falter with large decision sets or continuous decisions due to inefficiency or lack of precision. To address these issues, the study introduces a novel method utilizing augmented probability simulation. Though the framework can apply to multi-stage sequential games, the focus of the discussion is on two-stage sequential defend-attack problems.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-35e2179 elementor-section-full_width elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-hidden-mobile elementor-section-height-default\" data-id=\"35e2179\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c8906c6\" data-id=\"c8906c6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7f316d7 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"7f316d7\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:2,&quot;sizes&quot;:[]},&quot;motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-286ed73 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"286ed73\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1.5,&quot;sizes&quot;:[]},&quot;motion_fx_translateX_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:50}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb945f3 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"cb945f3\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5df8c37 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"5df8c37\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_direction&quot;:&quot;negative&quot;,&quot;motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:2,&quot;sizes&quot;:[]},&quot;motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:49}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-b526624 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b526624\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-ad6ac88\" data-id=\"ad6ac88\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-86f4a73 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"86f4a73\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><p>A scalable algorithm framework is proposed for decision-making in sequential games, relevant to areas like cybersecurity, machine learning and business competition.<\/p><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-602da49 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"602da49\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;motion_fx_translateX_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:50}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d57ecd elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"8d57ecd\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_direction&quot;:&quot;negative&quot;,&quot;motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:49}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea32f60 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"ea32f60\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_direction&quot;:&quot;negative&quot;,&quot;motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f15df72 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"f15df72\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_direction&quot;:&quot;negative&quot;,&quot;motion_fx_translateX_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0.5,&quot;sizes&quot;:[]},&quot;motion_fx_translateX_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:50}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4db24ea elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"4db24ea\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0.5,&quot;sizes&quot;:[]},&quot;motion_fx_translateX_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:50}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32a20b1 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"32a20b1\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;motion_fx_translateX_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:50}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c3918c elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-absolute elementor-widget-mobile__width-initial elementor-widget elementor-widget-spacer\" data-id=\"1c3918c\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;motion_fx_translateX_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:50}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-2524be6 e-flex e-con-boxed e-con e-parent\" data-id=\"2524be6\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fe8547a elementor-widget-tablet__width-initial elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"fe8547a\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;,&quot;_animation_delay&quot;:200}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Where does it apply?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4045cae elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"4045cae\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The research introduces a robust decision-making framework with computational algorithms for sequential games. The presented framework shines <\/span><b>in sequential defend-attack scenarios<\/b><span style=\"font-weight: 400;\">, making it highly relevant for areas like <\/span><b>cybersecurity <\/b><span style=\"font-weight: 400;\">and adversarial machine learning.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Though the study focuses on two-stage games, the framework can conceptually apply to multi-stage sequential games. The critical advantage of this method is its <\/span><b>scalability<\/b><span style=\"font-weight: 400;\">, making it suitable for high-dimensional problems and situations where standard methods fail. Consequently, it finds.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b3dbf71 e-con-full e-flex e-con e-parent\" data-id=\"b3dbf71\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ac2a31a e-con-full e-flex e-con e-parent\" data-id=\"ac2a31a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d805e3b elementor-invisible elementor-widget elementor-widget-image\" data-id=\"d805e3b\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2000\" height=\"1334\" src=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/ciberseguridad-2.jpg\" class=\"attachment-full size-full wp-image-8730\" alt=\"Adversarial Machine Learning: Bayesian Perspectives\" srcset=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/ciberseguridad-2.jpg 2000w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/elementor\/thumbs\/ciberseguridad-2-q9vm7cg8xv5gibx96jnvpt9knfzl34hqppyg92h234.jpg 300w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/ciberseguridad-2-1024x683.jpg 1024w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/ciberseguridad-2-768x512.jpg 768w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/ciberseguridad-2-1536x1025.jpg 1536w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/ciberseguridad-2-18x12.jpg 18w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d16cd39 e-con-full e-flex e-con e-parent\" data-id=\"d16cd39\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ec5990d elementor-widget-tablet__width-initial elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"ec5990d\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;,&quot;_animation_delay&quot;:200}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why does it matters?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a59b618 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"a59b618\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">This research presents a groundbreaking framework with computational algorithms that offer robust solutions for sequential games. It introduces a novel solution method known as augmented probability simulation, which is advantageous over existing methods, especially in cases of large or continuous decision sets.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">This <\/span><b>method <\/b><span style=\"font-weight: 400;\">allows the simultaneous assessment and optimization of decision scenarios,<\/span><b> easing the process of reaching optimal solutions<\/b><span style=\"font-weight: 400;\">. Overall, it offers a powerful tool for decision-making in sequential games, providing a more efficient and scalable approach to problem-solving.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0b7e348 e-flex e-con-boxed e-con e-parent\" data-id=\"0b7e348\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-892592b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"892592b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40fbdec9 e-con-full e-flex e-con e-parent\" data-id=\"40fbdec9\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2d492803 e-con-full e-flex e-con e-parent\" data-id=\"2d492803\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a9131a1 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"a9131a1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Augmented probability simulation methods for sequential games<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d9e67d elementor-widget elementor-widget-text-editor\" data-id=\"8d9e67d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">European Journal of Operational Research, 2023<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1915435 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-testimonial\" data-id=\"1915435\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-testimonial-meta elementor-has-image elementor-testimonial-image-position-aside\">\n\t\t\t\t<div class=\"elementor-testimonial-meta-inner\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-image\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/albertotb\/\" target=\"_blank\"><img decoding=\"async\" width=\"400\" height=\"400\" src=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/alberto_torres.JPG.jpg\" class=\"attachment-full size-full wp-image-652\" alt=\"Alberto Torres\" srcset=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/alberto_torres.JPG.jpg 400w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/elementor\/thumbs\/alberto_torres.JPG-e1668073058752-pxi1zozyeuv54i73872i6bmh46eueubjyp0c4ye114.jpg 300w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/elementor\/thumbs\/alberto_torres.JPG-e1668073058752-pxi1zozwl2ohphyhltrr07cxk63ef7hz504kwuo6zg.jpg 150w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/elementor\/thumbs\/alberto_torres.JPG-e1668073058752-150x150.jpg 800w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/elementor\/thumbs\/alberto_torres.JPG-e1668073058752-150x150.jpg 1000w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-details\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-testimonial-name\" href=\"https:\/\/www.linkedin.com\/in\/albertotb\/\" target=\"_blank\">Alberto Torres<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-testimonial-job\" href=\"https:\/\/www.linkedin.com\/in\/albertotb\/\" target=\"_blank\">CTO<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb52506 elementor-align-left elementor-mobile-align-left elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"eb52506\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-size-sm elementor-animation-float\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Scalability, Adversarial Risk Analysis<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73c050a elementor-align-left elementor-mobile-align-left elementor-invisible elementor-widget elementor-widget-button\" data-id=\"73c050a\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;bounceInUp&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-float\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0377221722005173\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-file-download\" viewBox=\"0 0 384 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224 136V0H24C10.7 0 0 10.7 0 24v464c0 13.3 10.7 24 24 24h336c13.3 0 24-10.7 24-24V160H248c-13.2 0-24-10.8-24-24zm76.45 211.36l-96.42 95.7c-6.65 6.61-17.39 6.61-24.04 0l-96.42-95.7C73.42 337.29 80.54 320 94.82 320H160v-80c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v80h65.18c14.28 0 21.4 17.29 11.27 27.36zM377 105L279.1 7c-4.5-4.5-10.6-7-17-7H256v128h128v-6.1c0-6.3-2.5-12.4-7-16.9z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Source<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b11e51 elementor-widget elementor-widget-image\" data-id=\"4b11e51\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"313\" src=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/Captura-de-pantalla-2023-07-21-a-las-12.12.10-1024x400.png\" class=\"attachment-large size-large wp-image-8601\" alt=\"Augmented probability simulation methods for sequential games\" srcset=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/Captura-de-pantalla-2023-07-21-a-las-12.12.10-1024x400.png 1024w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/Captura-de-pantalla-2023-07-21-a-las-12.12.10-300x117.png 300w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/Captura-de-pantalla-2023-07-21-a-las-12.12.10-768x300.png 768w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/Captura-de-pantalla-2023-07-21-a-las-12.12.10-1536x600.png 1536w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/Captura-de-pantalla-2023-07-21-a-las-12.12.10-18x7.png 18w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/Captura-de-pantalla-2023-07-21-a-las-12.12.10.png 1624w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e3eb730 e-flex e-con-boxed e-con e-parent\" data-id=\"e3eb730\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3038195 elementor-widget elementor-widget-spacer\" data-id=\"3038195\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-268335e elementor-widget elementor-widget-heading\" data-id=\"268335e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Otras publicaciones<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-808c9db elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"808c9db\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-84bf4aa e-con-full e-flex e-con e-parent\" data-id=\"84bf4aa\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0045660 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"0045660\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"173\" src=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/08\/pexels-francesco-ungaro-2289409-1-scaled-e1691133981692-300x173.jpg\" class=\"attachment-medium size-medium wp-image-3233\" alt=\"pesca inteligente\" srcset=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/08\/pexels-francesco-ungaro-2289409-1-scaled-e1691133981692-300x173.jpg 300w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/08\/pexels-francesco-ungaro-2289409-1-scaled-e1691133981692-1024x591.jpg 1024w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/08\/pexels-francesco-ungaro-2289409-1-scaled-e1691133981692-768x443.jpg 768w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/08\/pexels-francesco-ungaro-2289409-1-scaled-e1691133981692-1536x887.jpg 1536w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/08\/pexels-francesco-ungaro-2289409-1-scaled-e1691133981692-2048x1182.jpg 2048w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/08\/pexels-francesco-ungaro-2289409-1-scaled-e1691133981692-18x10.jpg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2ccbbd5 e-con-full e-flex e-con e-parent\" data-id=\"2ccbbd5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bdb35f2 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"bdb35f2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"477\" src=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/retail-2-768x477.jpg\" class=\"attachment-medium_large size-medium_large wp-image-8738\" alt=\"Assessing the effect of advertising expenditures upon sales: A Bayesian structural time series model\" srcset=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/retail-2-768x477.jpg 768w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/retail-2-300x186.jpg 300w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/retail-2-1024x636.jpg 1024w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/retail-2-1536x955.jpg 1536w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/retail-2-2048x1273.jpg 2048w, https:\/\/komorebi.ai\/wp-content\/uploads\/2023\/07\/retail-2-18x12.jpg 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ec7838f e-con-full e-flex e-con e-parent\" data-id=\"ec7838f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-93bbc98 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"93bbc98\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"510\" src=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/romain-vignes-ywqa9IZB-dU-unsplash-768x510.jpg\" class=\"attachment-medium_large size-medium_large wp-image-346\" alt=\"procesamiento del lenguaje natural\" srcset=\"https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/romain-vignes-ywqa9IZB-dU-unsplash-768x510.jpg 768w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/romain-vignes-ywqa9IZB-dU-unsplash-300x199.jpg 300w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/romain-vignes-ywqa9IZB-dU-unsplash-1024x680.jpg 1024w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/romain-vignes-ywqa9IZB-dU-unsplash-1536x1020.jpg 1536w, https:\/\/komorebi.ai\/wp-content\/uploads\/2022\/05\/romain-vignes-ywqa9IZB-dU-unsplash-2048x1360.jpg 2048w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8bc88de e-con-full e-flex e-con e-parent\" data-id=\"8bc88de\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e1fe41f elementor-widget elementor-widget-heading\" data-id=\"e1fe41f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TUN-AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8351f5d e-con-full e-flex e-con e-parent\" data-id=\"8351f5d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb84ab3 elementor-widget elementor-widget-heading\" data-id=\"fb84ab3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Evaluaci\u00f3n del efecto de la inversi\u00f3n en publicidad sobre las ventas<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4fb8386 e-con-full e-flex e-con e-parent\" data-id=\"4fb8386\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e5d8aea elementor-widget elementor-widget-heading\" data-id=\"e5d8aea\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Generaci\u00f3n personalizada  de imagen a partir de texto a usando gradientes est\u00e9ticos<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b686da3 e-con-full e-flex e-con e-parent\" data-id=\"b686da3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a7c3e7 elementor-widget elementor-widget-text-editor\" data-id=\"6a7c3e7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Un m\u00e9todo de Aprendizaje Autom\u00e1tico, para la estimaci\u00f3n precisa de la biomasa de at\u00fan; beneficiando a la industria pesquera, organizaciones de gesti\u00f3n pesquera y la pesca sostenible.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ec297c6 e-con-full e-flex e-con e-parent\" data-id=\"ec297c6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1fd83b3 elementor-widget elementor-widget-text-editor\" data-id=\"1fd83b3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Predicciones precisas de ventas basadas en la inversi\u00f3n en publicidad para ayudar en la toma de decisiones\u00a0 para la planificaci\u00f3n estrat\u00e9gica de la inversi\u00f3n publicitaria, asignaci\u00f3n de presupuestos y planificaci\u00f3n de campa\u00f1as de marketing.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-92f19ec e-con-full e-flex e-con e-parent\" data-id=\"92f19ec\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c42fda9 elementor-widget elementor-widget-text-editor\" data-id=\"c42fda9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">El estudio introduce la metodolog\u00eda de Gradientes Est\u00e9ticos para personalizar modelos generativos de difusi\u00f3n, mejorando la experiencia del usuario e impactando campos como el arte digital, el dise\u00f1o y el marketing.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6089ce6 e-con-full e-flex e-con e-parent\" data-id=\"6089ce6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f41ccaa elementor-align-left elementor-mobile-align-left elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"f41ccaa\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-size-sm elementor-animation-float\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Predictive Analytics, Fisheries<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4029e0c e-con-full e-flex e-con e-parent\" data-id=\"4029e0c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-30c87dc elementor-align-left elementor-mobile-align-left elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"30c87dc\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-size-sm elementor-animation-float\" role=\"button\">\n\t\t\t\t\t\t<span 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data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-048e98e elementor-widget elementor-widget-text-editor\" data-id=\"048e98e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/komorebi.ai\/assessing-the-effect-of-advertising\/\" target=\"_blank\" rel=\"noopener\">Saber m\u00e1s &gt;&gt;<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a6b3cc0 e-con-full e-flex e-con e-parent\" data-id=\"a6b3cc0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e134bd elementor-widget elementor-widget-text-editor\" data-id=\"4e134bd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/komorebi.ai\/personalizing-text-to-image-generation\/\" target=\"_blank\" rel=\"noopener\">Saber m\u00e1s &gt;&gt;<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Augmented probability simulation methods for sequential games European Journal of Operational Research, 2023 Abstract The study presents a robust framework with computational algorithms designed to aid decision-making in sequential games. The framework offers methods for solving games with complete information, evaluating the solidity of solutions, and approximating adversarial risk analysis for situations with incomplete information. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":8730,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.13 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Augmented probability simulation methods for sequential games - Komorebi AI<\/title>\n<meta name=\"description\" content=\"Scalable algorithm framework proposed for decision-making in sequential games, relevant to cybersecurity, machine learning, and business.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/komorebi.ai\/es\/augmented-probability-simulation-methods-for-sequential-games\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Augmented probability simulation methods for sequential games - 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