Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Mahalanobis measure is one of many distance measure used for k-means. Given the below definition, describe the shape of the covariance matrix correspond- ing

Mahalanobis measure is one of many distance measure used for k-means. Given the below definition, describe 


Mahalanobis measure is one of many distance measure used for k-means. Given the below definition, describe the shape of the covariance matrix correspond- ing to o, and explain why Mahalanobis measure is also called scaled euclidean measure in this case. d(x, c): = (x - C) $ (b) [8 pts] Given a dataset x = {0, 2, 4, 6, 18, 20}, initialize the k-means clustering algorithm with 2 cluster centers c = 3 and c 4. What are the values of c and c after the first iteration of k-means? Also report the values after the second iteration. (c) [8 pts] Given the same dataset as in (b), perform greedy initialization to get the initial k = 3 centers. Start with c 4. Below is the greedy initialization process. = a) Choose c b) Choose the next center c; to be argmaxex {D(x)} D(x) = min ||xc|| CEC c) Repeat step b) until k centers are chosen where at any given time, with the current set of cluster centers C,

Step by Step Solution

3.51 Rating (154 Votes )

There are 3 Steps involved in it

Step: 1

Final Answer The shape of the covariance matrix corresponding to i is a square m... blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Fraud examination

Authors: Steve Albrecht, Chad Albrecht, Conan Albrecht, Mark zimbelma

4th edition

538470844, 978-0538470841

More Books

Students also viewed these Programming questions

Question

What are expense fraud schemes?

Answered: 1 week ago

Question

What behaviour demonstrates where they are on this scale?

Answered: 1 week ago