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This book presents a number of research efforts in combining AI
methods or techniques to solve complex problems in various areas.
The combination of different intelligent methods is an active
research area in artificial intelligence (AI), since it is believed
that complex problems can be more easily solved with integrated or
hybrid methods, such as combinations of different soft computing
methods (fuzzy logic, neural networks, and evolutionary algorithms)
among themselves or with hard AI technologies like logic and rules;
machine learning with soft computing and classical AI methods; and
agent-based approaches with logic and non-symbolic approaches. Some
of the combinations are already extensively used, including
neuro-symbolic methods, neuro-fuzzy methods, and methods combining
rule-based and case-based reasoning. However, other combinations
are still being investigated, such as those related to the semantic
web, deep learning and swarm intelligence algorithms. Most are
connected with specific applications, while the rest are based on
principles.
This book presents a number of research efforts in combining AI
methods or techniques to solve complex problems in various areas.
The combination of different intelligent methods is an active
research area in artificial intelligence (AI), since it is believed
that complex problems can be more easily solved with integrated or
hybrid methods, such as combinations of different soft computing
methods (fuzzy logic, neural networks, and evolutionary algorithms)
among themselves or with hard AI technologies like logic and rules;
machine learning with soft computing and classical AI methods; and
agent-based approaches with logic and non-symbolic approaches. Some
of the combinations are already extensively used, including
neuro-symbolic methods, neuro-fuzzy methods, and methods combining
rule-based and case-based reasoning. However, other combinations
are still being investigated, such as those related to the semantic
web, deep learning and swarm intelligence algorithms. Most are
connected with specific applications, while the rest are based on
principles.
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