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PROBABILISTIC CLASSIFIER

(noun)
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Definitions

There is 1 meaning of the phrase Probabilistic Classifier.

Probabilistic Classifier - as a noun

A classifier that is able to predict, given a sample input, a probability distribution over a set of classes, rather than only outputting the most likely class that the sample should belong to.

Example: "Probabilistic classifiers provide classification with a degree of certainty, which can be useful in its own right, or when combining classifiers into ensembles."

Hypernyms (Closely Related)
classifier
Hyponyms (Broadly Related)

Example Sentences

"A probabilistic classifier is a machine learning algorithm that calculates the probability of input data belonging to different classes."
"In spam filtering, a probabilistic classifier is used to determine the likelihood of an email being spam or not."
"The Naive Bayes classifier is a commonly used probabilistic classifier in natural language processing tasks."
"A probabilistic classifier can be trained using labeled data to make predictions on new, unlabeled data."
"The performance of a probabilistic classifier can be evaluated using metrics such as accuracy and F1 score."
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