Question: Greetings, Could someone please help with this R programming exercise? Use the k-means clustering algorithm to look for patterns in an unlabeled dataset. The dataset

Greetings,

Could someone please help with this R programming exercise?

Use the k-means clustering algorithm to look for patterns in an unlabeled dataset. The dataset is below.

1- Plot the dataset using a scatter plot.

2- Fit the dataset using the k-means algorithm from k=2 to k=12. Perform a scatter plot of the resultant clusters for each value of k.

As k-means is an unsupervised algorithm, you cannot compute the accuracy as there are no correct values to compare the output to. Instead, you will use the average distance from the center of each cluster as a measure of how well the model fits the data. To calculate this metric, simply compute the distance of each data point to the center of the cluster it is assigned to and take the average value of all of those distances.

3- Calculate this average distance from the center of each cluster for each value of k and plot it as a line chart where k is the x-axis and the average distance is the y-axis.

4- One way of determining the "right" number of clusters is to look at the graph of k versus average distance and find the "elbow point." Looking at the graph you generated in the previous example, what is the elbow point for this dataset?

This the dataset:

x y
46 236
69 236
144 236
171 236
194 236
195 236
221 236
244 236
45 235
47 235
48 235
49 235
50 235
51 235
52 235
53 235
54 235
55 235
56 235
57 235
58 235
59 235
60 235
61 235
62 235
63 235
64 235
65 235
66 235
67 235
68 235
145 235
146 235
147 235
148 235
149 235
150 235
151 235
152 235
153 235
154 235
155 235
156 235
157 235
158 235
159 235
160 235
161 235
162 235
163 235
164 235
165 235
166 235
167 235
168 235
169 235
170 235
172 235
173 235
174 235
175 235
176 235
177 235
178 235
179 235
180 235
181 235
182 235
183 235
184 235
185 235
186 235
187 235
188 235
189 235
190 235
191 235
192 235
193 235
196 235
197 235
198 235
199 235
200 235
201 235
202 235
203 235
204 235
205 235
206 235
207 235
208 235
209 235
210 235
211 235
212 235
213 235
214 235
215 235
216 235
217 235
218 235
219 235
220 235
222 235
223 235
224 235
225 235
226 235
227 235
228 235
229 235
230 235
231 235
232 235
233 235
234 235
235 235
236 235
237 235
238 235
239 235
240 235
241 235
242 235
243 235
245 235
246 235
247 235
248 235
249 235
46 234
145 234
146 234
147 234
148 234
149 234
150 234
151 234
152 234
153 234
154 234
155 234
156 234
157 234
158 234
159 234
160 234

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock

Students Have Also Explored These Related Mathematics Questions!

Q:

Greetings, could someone please, help to perform this exercise in R programming? 1-Using the dplyr package, use the 6 different operations to analyze/transform the data - GroupBy, Summarize, Mutate,...

Q:

Overview and Requirements For this programming assignment, we are going to implement the k-means clustering algorithm in Jupyter Notebook. Cluster analysis seeks to separate objects into groups (or...

Q:

In this exercise, you will implement k-means clustering and Fuzzy C-means clustering. You have to implement the k-means clustering and Fuzzy C-means clustering from scratch using the programming...

Q:

Please help. It is only one question. Code in Java. I had to take multiple screenshots to show all the info. File Tools View cu 1185-substitutin-ripher-programming direction.com - Word - 0...

Q:

Part 1 : Data Collection and Preparation You're given a Python script ( us _ election _ results _ kmeans.py ) that extracts a table from Wikipedia, listing the U . S . presidential election results...

Q:

Part 1 : Data Collection and Preparation You re given a Python script ( us election results kmeans.py ) that extracts a table from Wikipedia, listing the U . S . presidential election results by...

Q:

Need help with understanding and solving below question, check attached image for the complete question, I do no intend to submit the tutor's work as my own but since I am completely new to this I...

Q:

Ineeded help with my assignment. It was returned saying needs revision. I am not sure what needs to be done. If I have a sample document , then I could understand what the questionmeans. I. DATA...

Q:

Hello, Can someone help me do data analysis exercise? Please see the requirement attached. I am looking for high quality work. SAP Lumira desktop (SAP Predictive Analytics) DATA ANALYSIS EXERCISE 2...

Q:

Below is the code that may be needed. Below is the code that teacher required.Necessary requirements: You must make a diagram, and then you can use matlab to run it.DIAGRAM and MATLAB In this task,...

Q:

Full-of-Nature is a vitamin supplement company in New York that makes different herbal pills for gaining muscular strength, losing weight, and living a healthier life. You have been hired to audit...

Q:

in this exersize well call binary trees compact if and only if all its levels are completely filles with nodes, except possiblty the lowest level

Q:

Discuss why capacity utilization is important in a firm. Discuss the benefits an organization can obtain through outsourcing. Stocks are often said to be the biggest evil of any business. Yet firms...

Q:

Why might a multiple-product firm choose to calculate just overall break-even rev- enue rather than the break-even quantity by product? LO1

Q:

How do income taxes affect the break-even point and CVP analysis? LO1

Q:

Why does the activity-based costing approach to CVP analysis offer more insight than the conventional approach does? LO1