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We examine key research issues in adaptively modifying the conventional plug-in MAP decision rules in order to improve the robustness of the classification and decision strategies used in automatic speech recognition (ASR) systems. It is well known that the commonly adopted plug-in MAP decoder does not achieve the minimum error rate desired in ASR because the joint probability distribution of speech...
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