BOOKS - Explainable AI Applications for Human Behavior Analysis
Explainable AI Applications for Human Behavior Analysis - P. Paramasivan, S. Suman Rajest, Karthikeyan Chinnusamy, R. Regin, Ferdin Joe John Joseph 2024 PDF | EPUB IGI Global BOOKS
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Explainable AI Applications for Human Behavior Analysis
Author: P. Paramasivan, S. Suman Rajest, Karthikeyan Chinnusamy, R. Regin, Ferdin Joe John Joseph
Year: 2024
Format: PDF | EPUB
File size: 39.4 MB
Language: ENG



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Book Description: Explainable AI Applications for Human Behavior Analysis Field: Computer Vision Research, Artificial Intelligence, Human Behavior Analysis Purpose: To provide a comprehensive overview of the current state of the field of computer vision research in human behavior analysis, highlighting the need for explainable AI solutions that can provide transparency and accountability in decision-making processes. Target Audience: Academic scholars, researchers, and students interested in the intersection of AI, computer vision, and human behavior analysis. Content: 1. Introduction to the field of computer vision research in human behavior analysis, including its applications and challenges. 2. Overview of the current state of the art in AI solutions for human behavior analysis, including their strengths and limitations. 3. Discussion of the need for explainable AI solutions that can provide transparency and accountability in decision-making processes. 4. Presentation of novel methodologies, databases, and algorithms for analyzing human behavior in natural settings. 5. In-depth exploration of facial expressions, gestures, and body movements as indicators of human behavior. 6.
Explainable AI Applications for Human Behavior Analysis Field: Computer Vision Research, Artificial Intelligence, Human Behavior Analysis Цель: предоставить всесторонний обзор текущего состояния области исследований компьютерного зрения в анализе поведения человека, подчеркивая необходимость в объяснимых решениях AI, которые могут обеспечить прозрачность и подотчетность в процессах принятия решений. Целевая аудитория: Академические ученые, исследователи и студенты, заинтересованные в пересечении ИИ, компьютерного зрения и анализа поведения человека. Содержание: 1. Введение в область исследований компьютерного зрения в анализе поведения человека, включая его применение и проблемы. 2. Обзор современного состояния решений ИИ для анализа поведения человека, включая их сильные и слабые стороны. 3. Обсуждение необходимости в объяснимых решениях ИИ, которые могут обеспечить прозрачность и подотчетность в процессах принятия решений. 4. Презентация новых методологий, баз данных и алгоритмов для анализа поведения человека в естественных условиях. 5. Глубокое исследование мимики, жестов и телодвижений как индикаторов поведения человека. 6.
Exploitable AI Applications for Human Behavior Analysis Field : Computer Vision Research, Artificial Intelligence, Human Behavior Analysis Objectif : Fournir un aperçu complet de l'état actuel du domaine de la recherche sur la vision informatique dans l'analyse du comportement humain, en soulignant la nécessité d'expliquer les décisions d'AI qui peuvent assurer la transparence et la responsabilité dans les processus décisionnels. Public cible : Universitaires, chercheurs et étudiants intéressés à croiser l'IA, la vision par ordinateur et l'analyse du comportement humain. Contenu : 1. Introduction au domaine de la recherche sur la vision par ordinateur dans l'analyse du comportement humain, y compris ses applications et ses problèmes. 2. Examen de l'état actuel des solutions d'IA pour analyser le comportement humain, y compris leurs forces et leurs faiblesses. 3. Discuter de la nécessité de prendre des décisions explicites en matière d'IA susceptibles d'assurer la transparence et la responsabilité dans les processus décisionnels. 4. Présentation de nouvelles méthodologies, bases de données et algorithmes pour l'analyse du comportement humain dans des conditions naturelles. 5. Une étude approfondie des expressions faciales, des gestes et du corps comme indicateurs du comportement humain. 6.
Explorable AI Applications for Human Behavior Analysis Field: Computer Vision Research, Inteligencia Artificial, Human Behavior Analysis Objetivo: Proporcionar: Un examen amplio del estado actual de la investigación de la visión por computadora en el análisis del comportamiento humano, destacando la necesidad de soluciones de IA explicables que puedan garantizar la transparencia y la rendición de cuentas en los procesos de toma de decisiones. Público objetivo: Académicos, investigadores y estudiantes interesados en cruzar la IA, la visión por computadora y el análisis del comportamiento humano. Contenido: 1. Introducción al campo de la investigación de la visión computarizada en el análisis del comportamiento humano, incluyendo sus aplicaciones y problemas. 2. Revisar el estado actual de las soluciones de IA para analizar el comportamiento humano, incluyendo sus fortalezas y debilidades. 3. Discutir la necesidad de soluciones de IA explicables que puedan garantizar la transparencia y la rendición de cuentas en los procesos de toma de decisiones. 4. Presentación de nuevas metodologías, bases de datos y algoritmos para analizar el comportamiento humano en entornos naturales. 5. Un estudio profundo de las expresiones faciales, gestos y movimientos corporales como indicadores del comportamiento humano. 6.
Explainable AI Applications for Human Behavior Analysis Field: Computer Vision Research, Artificial Intelligence, Human Behavior Analysis Ziel: bietet einen umfassenden Überblick über den aktuellen Stand der Computer Vision Forschung in der Analyse des menschlichen Verhaltens und unterstreicht die Notwendigkeit von erklärbaren KI-Lösungen, die Transparenz und Rechenschaftspflicht in den Akzeptanzprozessen gewährleisten können Entscheidungen. Zielgruppe: Akademiker, Forscher und Studenten, die an der Schnittstelle von KI, Computer Vision und menschlicher Verhaltensanalyse interessiert sind. Inhalt: 1. Einführung in den Bereich der Computer Vision Forschung in der Analyse des menschlichen Verhaltens, einschließlich seiner Anwendungen und Probleme. 2. Ein Überblick über den aktuellen Stand der KI-Lösungen zur Analyse des menschlichen Verhaltens, einschließlich ihrer Stärken und Schwächen. 3. Erörterung der Notwendigkeit erklärbarer KI-Lösungen, die Transparenz und Rechenschaftspflicht in Entscheidungsprozessen gewährleisten können. 4. Präsentation neuer Methoden, Datenbanken und Algorithmen zur Analyse des menschlichen Verhaltens unter natürlichen Bedingungen. 5. Eine eingehende Untersuchung von Mimik, Gestik und Körperbewegungen als Indikatoren für menschliches Verhalten. 6.
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İnsan Davranışı Analizi Alanı için Açıklanabilir AI Uygulamaları: Bilgisayar Görme Araştırması, Yapay Zeka, İnsan Davranışı Analizi Amaç: insan davranışı analizinde bilgisayar görme araştırması alanının mevcut durumuna kapsamlı bir genel bakış sağlamak, karar verme süreçleri çözümlerinde şeffaflık ve hesap verebilirlik sağlayabilecek açıklanabilir AI çözümlerine duyulan ihtiyacı vurgulamak. Hedef kitle: AI, bilgisayar görüşü ve insan davranış analizinin kesişimiyle ilgilenen akademik bilim adamları, araştırmacılar ve öğrenciler. İçerik: 1. Uygulama ve problemleri de dahil olmak üzere insan davranışının analizinde bilgisayar görme araştırması alanına giriş. 2. Güçlü ve zayıf yönleri de dahil olmak üzere insan davranışını analiz etmek için AI kararlarının mevcut durumuna genel bir bakış. 3. Karar alma süreçlerinde şeffaflık ve hesap verebilirlik sağlayabilecek açıklanabilir AI çözümlerine duyulan ihtiyacı tartışın. 4. İnsan davranışını in vivo analiz etmek için yeni metodolojilerin, veritabanlarının ve algoritmaların sunumu. 5. İnsan davranışının göstergeleri olarak yüz ifadelerinin, jestlerin ve vücut hareketlerinin derinlemesine incelenmesi. 6.
تطبيقات الذكاء الاصطناعي القابلة للتفسير في مجال تحليل السلوك البشري: أبحاث رؤية الكمبيوتر والذكاء الاصطناعي وتحليل السلوك البشري الغرض: تقديم نظرة عامة شاملة على الحالة الحالية لمجال أبحاث الرؤية الحاسوبية في تحليل السلوك البشري، مع التأكيد على الحاجة إلى حلول الذكاء الاصطناعي القابلة للتفسير والتي يمكن أن توفر الشفافية والمساءلة في القرار عمليات صنع الحلول. الجمهور المستهدف: العلماء الأكاديميون والباحثون والطلاب المهتمون بتقاطع الذكاء الاصطناعي ورؤية الكمبيوتر وتحليل السلوك البشري. المحتوى: 1. مقدمة إلى مجال أبحاث الرؤية الحاسوبية في تحليل السلوك البشري، بما في ذلك تطبيقه ومشاكله. 2. نظرة عامة على الحالة الحالية لقرارات الذكاء الاصطناعي لتحليل السلوك البشري، بما في ذلك نقاط قوتها وضعفها. 3. مناقشة الحاجة إلى حلول للذكاء الاصطناعي يمكن تفسيرها والتي يمكن أن توفر الشفافية والمساءلة في عمليات صنع القرار. 4. عرض منهجيات وقواعد بيانات وخوارزميات جديدة لتحليل السلوك البشري في الجسم الحي. 5. دراسة عميقة لتعابير الوجه والإيماءات وحركات الجسم كمؤشرات للسلوك البشري. 6.

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