Question: a) Explain k-means clustering algorithm. [5] b) What are the limitations of the k-means clustering algorithm? How can you address these limitations

a) Explain k-means clustering algorithm. [5] b) What are the limitations

a) Explain k-means clustering algorithm. [5] b) What are the limitations of the k-means clustering algorithm? How can you address these limitations

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 Databases Questions!

Q:

3 a) Write down the K-means clustering algorithm 5 b) One of the challenges of a clustering algorithm such as that in 3(a) is to find the optimal number of clusters. One technique to determine the...

Q:

Datasets: elephant -0.015926 -0.079864 -0.33218 0.034246 0.11045 0.060519 -1.183 -0.70995 -0.15361 -0.17446 0.93593 0.0078221 0.031727 -0.7217 0.43359 0.36841 -0.43511 -0.39504 -0.69145 0.33355...

Q:

We are faced with an emerging disaster situation, where an earthquake has wreak havoc in the ICT region of our capital. We are receiving reports that there are people with critical, severe and minor...

Q:

Q 1 . Set A Explain what is margin is Support Vector Machine ( SVM ) algorithm? Explain what are Support Vectors? ( 5 marks ) Q 1 . Set B What do you understand by Kernel Trick with respect to...

Q:

Unsupervised learning algorithms are used for when you have the input features, X, and the labels, y. Question 1 options: True False Question 2(1 point) Listen Unsupervised learning algorithms are...

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:

1. Clustering Algorithms (2 points) Please briefly answer the following questions: (a) (1 point) Consider the hierarchical clustering method. The training data set of 6 data points with a single...

Q:

Question 11: The k-nearest neighbor model can be used both for regression and classification. True/False? Question 13: In the k-means clustering algorithm, depending on how the initial cluster...

Q:

Your task: We have learned how to implement k - means clustering algorithm in class. Now, you are asked to write a variant of this clustering algorithm specifically designed to cluster categorical...

Q:

Solve this with python "Your task: We have learned how to implement k - means clustering algorithm in class. Now, you are asked to write a variant of this clustering algorithm specifically designed...

Q:

A general form of the gravity model that economists typically estimate is given by: Tij = Ax Empirical studies have found that the values of the exponents: 'a', 'b', and 'c' are very close to: D

Q:

Read the article Mary Barras Bumpy Ride at the Wheel of GM by Rana Foroohar and write an analysis of GM and CEO Mary Barra using the topic- "Passive Aggressive organization". Article analysis should...

Q:

You want to buy a bond with a face value of $ 1 , 0 0 0 , a bond rate of 0 . 5 % paid monthly, and a life of 6 years. If you want a nominal annual yield of 9 % ( 0 . 7 5 % per month ) , how much...

Q:

Know own personal and ethical values and apply these consistently in their ( people practice ) work. Q: Discuss your personal and ethical values ( one of each ) , with examples of how these are...

Q:

A gatekeeper is: a A pathway to continuing access to a group of people or organisation. b Gaining acceptance for your research from someone who can arrange access to research participants and other...

Q:

Which of the following is not part of the principles underpinning the Data Protection Act? a Data may only be used for the purpose for which they were collected. b Data must be stored in a secure...

Q:

The purpose of the Freedom of Information Act in the United Kingdom is to: a Ensure data privacy and protect personal data. b Increase the transparency and accountability of public authorities. c...