Question: You are given a data set with 100 records and are asked to cluster the data. You use K means to cluster the data, but

You are given a data set with 100 records and are asked to cluster the data. You use K means to cluster the data, but for all values of K, 1 ≤ K ≤ 100, the K-means algorithm returns only one non-empty cluster. You then apply an incremental version of K means, but obtain exactly the same result. How is this possible? How would single link or DBSCAN handle such data?

Step by Step Solution

★★★★★

3.34 Rating (175 Votes )

There are 3 Steps involved in it

1 Expert Approved Answer

Step: 1 Unlock

a The data consists completely of duplicates of one ob... View full answer

Question Has Been Solved by an Expert!

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

Step: 2 Unlock

Step: 3 Unlock

Document Format (1 attachment)

908-M-S-D-A (8683).docx

120 KBs Word File

Students Have Also Explored These Related Statistics Questions!

Suppose that you are given a data set in Excel, but because of the source, you suspect that it has some bad data. What tools would you typically use, and how would you use them, to find the bad data?...

Another type of random sample is called a bootstrap sample. Given a data set with n observations, a bootstrap sample, also of size n, is when you randomly sample from the data set with replacement....

Given a data set with a largest value of 760 and a smallest value of 135, what would you estimate the standard deviation to be? Explain the logic behind the procedure you used to estimate the...

You are given a data set with 100 records and are asked to cluster the data. You use K-means to cluster the data, but for all values of K, 1 K 100, the Kmeans algorithm returns only one non-empty...

Assume the following: You are given a data set with 100 records and are asked to cluster the data. You use K-Means to cluster the data, but for all values of K, 1 K 100, the K-Means algorithm returns...

You are given a data set with 1 0 0 records and are asked to cluster the data. You use K - means to cluster the data, but for all values of K , 1 K 1 0 0 , the K - means algorithm returns only one...

In this Assignment, you are asked to implement a linear regression model using the gradient descent method from scratch using your preferred language (e.g., Java, Python). 1. Create a data set of 100...

Final Exam MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Solve the problem. 1) The average age of the students in a statistics class is 22...

Which fund category uses the modified accrual basis of accounting? What are the recognition rules for revenues and expenditures under the modified accrual basis of accounting?

The information that follows is from Matts Hardware Companys April 30, 2014, post-closing trial balance. Required 1. Prepare a classified balance sheet for Matts Hardware. 2. Compute Matts Hardwares...

7. Why is an accumulated depreciation account used in making the adjustment for depreciation?

17. Residuals Tell what each of the residual plots below indicates about the appropriateness of the linear model that was fit to the data. b) HH

Golden Age Retirement Planners specializes in providing financial advice for people planning for a comfortable retirement. The company offers seminars on the important topic of retirement planning....

A couple of entrepreneurial business students at State University decided to put their education into practice by developing a tutoring company for business students. While private tutoring was...

Southwestern University (SWU), a large state college in Stephenville, Texas, 30 miles southwest of the Dallas/Fort Worth metroplex, enrolls close to 20,000 students. The school is the dominant force...

Given the information that follows, prepare a cash budget for the XYZ Store for the first six months of 2016. All prices and costs remain constant. Sales are 88% for credit and 12% for cash. With...

You would like to give your son $ 7 0 , 0 0 0 towards his college education 1 2 years from now. How much money must you set aside today for this purpose if you can earn 8 % on your investments? B . $...

U is a U.S.-based MNC with AAA credit; I is an Italian firm with AAA credit. Firm U wants to borrow 1,000,000 for two years and I wants to borrow $1,100,000 for two years. The spot exchange rate is...