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Vincent Spruyt
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Vincent Spruyt's Page

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Short Bio
Machine learning and pattern recognition aficionado @Arguslabs. Pursued PhD in computer vision. Passionate about deep learning, Bayesian filtering, and data science / datamining in general.
My Web Site Or LinkedIn Profile
http://www.visiondummy.com
Professional Status
Manager
Years of Experience:
5
Your Company:
Argus Labs
Industry:
Machine learning
Interests:
Networking

Vincent Spruyt's Blog

About the Curse of Dimensionality

Posted on June 6, 2014 at 11:41pm 3 Comments

Introduction



In this article, we will discuss the so called 'Curse of Dimensionality', and explain why it is important when designing a classifier. In the following sections I will provide an intuitive explanation of this concept, illustrated by a clear example of overfitting due to the curse of dimensionality.

Consider an example in which we have a set of images, each of which depicts either a cat or a dog. We would like to create a classifier that is able to…

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