Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Two data files (a and b) are given below. (2-dimensional data) They are to be clustered by k-means, using the centers of the three circular

Two data files (a and b) are given below. (2-dimensional data) They are to be clustered by k-means, using the centers of the three circular regions as initial seeds. (Why did I say to use the center of each circle as initial seed, since k-means would not be so clever as to do so? I did because in part (b) the goal is to show that even if we tell k-means the right answer, k-means will insist on giving us back the wrong answer.) Use a k-means implementation (either an existing one or an implementation of your own) and perform it on the two datasets and show the final clustering results, using the provided right centroids (see the attached data files) as the initial seeds (k=3). Briefly explain the result of (b).

2A Dataset:

797 Centroid 1= (2.8, 5) Centroid 2=(7.7, 1) Centroid 3=(7.8, 9)
X Y
0.709093 5.42129
0.750159 5.52021
0.709221 5.37187
0.688731 5.30593
0.731419 4.77882
0.688816 5.27299
0.729882 5.3719
0.729882 5.3719
0.729711 5.4378
0.729669 5.45427
0.750287 5.47078
0.750244 5.48726
0.750244 5.48726
0.750202 5.50373
1.32602 6.54257
0.770607 5.60261
0.770564 5.61909
0.791182 5.63559
0.791182 5.63559

2B dataset:

774
X Y
1.03406 5.62529
0.986664 5.62539
0.98672 5.64631
1.01092 5.83454
1.01053 5.6881
1.01075

5.77178

Note: posting only few data points because of space issue while posting question.

please let me know how to upload two excel sheets here, or give me an email id so that i can send you the files

Step by Step Solution

There are 3 Steps involved in it

Step: 1

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

Database Driven Web Sites

Authors: Mike Morrison, Joline Morrison

1st Edition

061901556X, 978-0619015565

More Books

Students also viewed these Databases questions

Question

What is the Definition for Third Normal Form?

Answered: 1 week ago

Question

Provide two examples of a One-To-Many relationship.

Answered: 1 week ago