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Abstract: In statistical classification and machine learning, classification error is an important performance measure, which is minimized by the Bayes decision rule ...

Sentiment analysis, also known as opinion mining, is a NLP and ML task that involves identifying and categorizing sentiments expressed in text data. In the context of product reviews, sentiment ...

At the same time, the time-delay of the system is regarded as a hidden variable whose posterior distribution can be calculated using Bayes’ theorem. Consequently ... The utility of the proposed method ...

As in the preceding examples of decision models, we base the decision rule on the agent's expected loss under a given loss function ... Gaussian process-based global optimization, and variational ...

To address this limitation, the researchers applied a mathematical approach from probability theory known as Bayes' theorem ... highly diverse. For example, tumors of the central nervous system ...

Traditionalists object to the use of Bayes's theorem in general ... there is surprisingly little, for example, about modern quantitative methods in epidemiology or population genetics.

Giving students a peek at the math under the hood of AI can help them understand the potential power and pitfalls of the ...