# Data science | Computer Science homework help

Classification: Basic Concepts

Decision Tree Induction

Bayes Classification Methods

Rule-Based Classification

Assignment 4

1- Consider the data in the following table:

TID

Home Owner

Marital Status

Annual Income

Defaulted   Borrower

1

Yes

Single

[120 – < 150K]

No

2

No

Married

[90 – < 120K]

No

3

No

Single

[60 – < 90K]

No

4

Yes

Married

[120 – < 150K]

No

5

No

Divorced

[90 – < 120K]

Yes

6

No

Married

[60 – < 90K]

No

7

Yes

Divorced

[120 – < 150K]

No

8

No

Single

[90 – < 120K]

Yes

9

No

Married

[60 – < 90K]

No

10

No

Single

[90 – < 120K]

Yes

Let Defaulted Borrower be the class label attribute.

a) Given a data tuple X = (Home Owner= No, Marital Status= Married, Income= \$120K). What would a naive Bayesian classification of the Defaulted Borrower for the tuple be?

2- Consider the training example in the following table for a binary classification problem.

Customer ID

Gender

Car Type

Shirt Size

Class

1

M

Family

S

C0

2

M

Sports

M

C0

3

M

Sports

M

C0

4

M

Sports

L

C0

5

M

Sports

XL

C0

6

M

Sports

XL

C0

7

F

Sports

S

C0

8

F

Sports

S

C0

9

F

Sports

M

C0

10

F

Luxury

L

C0

11

M

Family

L

C1

12

M

Family

XL

C1

13

M

Family

M

C1

14

M

Luxury

XL

C1

15

F

Luxury

S

C1

16

F

Luxury

S

C1

17

F

Luxury

M

C1

18

F

Luxury

M

C1

19

F

Luxury

M

C1

20

F

Luxury

L

C1

a) Find the gain for Gender, Car Type, and Shirt Size.

b) Which attribute will be selected as the splitting attribute?

Pages (550 words)
Approximate price: -

Why Work with Us

Top Quality and Well-Researched Papers

We always make sure that writers follow all your instructions precisely. You can choose your academic level: high school, college/university or professional, and we will assign a writer who has a respective degree.

We have a team of professional writers with experience in academic and business writing. Many are native speakers and able to perform any task for which you need help.

Free Unlimited Revisions

If you think we missed something, send your order for a free revision. You have 10 days to submit the order for review after you have received the final document. You can do this yourself after logging into your personal account or by contacting our support.

Prompt Delivery and 100% Money-Back-Guarantee

All papers are always delivered on time. In case we need more time to master your paper, we may contact you regarding the deadline extension. In case you cannot provide us with more time, a 100% refund is guaranteed.

Original & Confidential

We use several writing tools checks to ensure that all documents you receive are free from plagiarism. Our editors carefully review all quotations in the text. We also promise maximum confidentiality in all of our services.

Our support agents are available 24 hours a day 7 days a week and committed to providing you with the best customer experience. Get in touch whenever you need any assistance.

Try it now!

## Calculate the price of your order

Total price:
\$0.00

How it works?

Fill in the order form and provide all details of your assignment.

Proceed with the payment

Choose the payment system that suits you most.

Our Services

No need to work on your paper at night. Sleep tight, we will cover your back. We offer all kinds of writing services.

## Essay Writing Service

No matter what kind of academic paper you need and how urgent you need it, you are welcome to choose your academic level and the type of your paper at an affordable price. We take care of all your paper needs and give a 24/7 customer care support system.