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Notes from the Frontiers of Mathematics

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Tag: Bayesian

What Is Bayesian Information Criterion?

June 21, 2015August 15, 2015 ~ Prateek Joshi ~ Leave a comment

Let's say you have a bunch of datapoints and you want to come up with a nice model for them. We want this model to satisfy all the points in the best possible way. If we do this, then we will be able to use a mathematical formula to extract information about unknown points. At … Continue reading What Is Bayesian Information Criterion?

Bayes Point Machines

March 5, 2013November 1, 2013 ~ Prateek Joshi ~ Leave a comment

In machine learning, we use a lot of supervised learning models to analyze data and recognize patterns. If we consider the basic problem of binary classification, a machine learning algorithm takes a set of input data and predicts which of two possible classes a particular input belongs to. Kernel-classifiers comprise a powerful class of non-linear … Continue reading Bayes Point Machines

Bayesian Classifier

December 20, 2012November 2, 2013 ~ Prateek Joshi ~ 1 Comment

In machine learning, classification is the process of identifying the category of an unknown input based on the set of categories we already have. A classifier, as the name suggests, classifies things into multiple categories. It is used in various real life situations like face detection, image search, fingerprint recognition, etc. Some of the tasks are … Continue reading Bayesian Classifier

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