Artificial Intelligence and Logic Programming: An Integrated View

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Bol Artificial Intelligence and Logic Programming: An Integrated View addresses the critical need for sophisticated computational intelligence in an increasingly complex world. This comprehensive text delves into the pursuit of truly intelligent systems, emphasizing the demand for a holistic understanding that encompasses both symbolic reasoning and adaptive learning paradigms. Integrating these diverse approaches presents significant challenges, from designing intelligent agents capable of autonomous action and learning, to developing systems that can interpret human-like language through advanced speech recognition and natural language processing techniques. The journey also involves navigating the historical evolution of Artificial Intelligence, exploring mainstream research areas like computational creativity and Artificial General Intelligence, and understanding adaptive mechanisms such as neural networks and Adaptive Resonance Theory. The book systematically explores foundational concepts like logic programming, exemplified by PROLOG, and its intersection with neural network approaches and machine learning. It further examines optimization through genetic algorithms, the strategic role of planning techniques in AI, and the nuances of approximate reasoning and fuzzy logic programming for handling uncertainty. This integrated perspective is crucial for ensuring the robustness, explainability, and practical applicability of future AI systems.

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Artificial Intelligence and Logic Programming: An Integrated View addresses the critical need for sophisticated computational intelligence in an increasingly complex world. This comprehensive text delves into the pursuit of truly intelligent systems, emphasizing the demand for a holistic understanding that encompasses both symbolic reasoning and adaptive learning paradigms. Integrating these diverse approaches presents significant challenges, from designing intelligent agents capable of autonomous action and learning, to developing systems that can interpret human-like language through advanced speech recognition and natural language processing techniques. The journey also involves navigating the historical evolution of Artificial Intelligence, exploring mainstream research areas like computational creativity and Artificial General Intelligence, and understanding adaptive mechanisms such as neural networks and Adaptive Resonance Theory. The book systematically explores foundational concepts like logic programming, exemplified by PROLOG, and its intersection with neural network approaches and machine learning. It further examines optimization through genetic algorithms, the strategic role of planning techniques in AI, and the nuances of approximate reasoning and fuzzy logic programming for handling uncertainty. This integrated perspective is crucial for ensuring the robustness, explainability, and practical applicability of future AI systems.


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Merk Oryson Press
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  • 9798902113027
Maat


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