Showing posts with label data smooth. Show all posts
Showing posts with label data smooth. Show all posts

Tuesday, October 18, 2011

What does smooth the data means?

As sezleski described smoothing means convolving data with a fixed kernel of say width h.

What does it mean by convolving with fixed kernel?

Let's answer it by an example.
Assume you have 1D data (Imagine its a histogram) such as 2, 2 ,3 , 2 ,1 ,5 ,6 ,7,1 , 2 ,1
Kernel size = 3 ; Definition of Kernel= it will make average of data within its range
Now imagine this kernel is nothing but a 3 size window which we will place for all the positions of data.
Therefore, for the first position of data value2 it will do (2+2+3)/3
It will continue do that for all the positions.

This is an example of smoothing data by a kernel;