fb
$20 Bonus + 25% OFF
$20 Bonus + 25% OFF
Securing Higher Grades Costing Your Pocket? Book Your Assignment at The Lowest Price Now!
Add File

Error goes here

Stuck on Your Question?

Get 24x7 live help from our Top Tutors. All subjects covered.

250 words

Error goes here

Students Who Viewed This Also Studied

2 Pages
Lucid Chart

The proposal should be an organized document as follows:i. An overall description of the project (e.g., who is its target audience?)ii. A functional description of the project (e.g., navigation, etc.) ...

Type

Assignment

Subject

Programing

15 Pages
OODP101 Object Oriented Design and Programming

Question: Assessment Description: Your task is to design, develop and test an application using Java Programming language for the below customer requirement for their small firm in Australia ...

Course

OODP101

Subject

Programing

University

Kent Institute Australia

4 Pages
CS1064 Introduction to Python

A text based-adventure game needs to be programmed in python. To make you understand it better, I have uploaded a pdf of the main coding assignment page, but there is one more part to the project. Alo ...

Course

CS1064

Type

Thesis

Subject

Programing

University

Singapore University of Social Sciences

4 Pages
IST 321 System Analysis

Break the group up into smaller groups to each work on a part of the project Chandra – calculator implementation Yuriy – calculator implementation Create a way for people to enter their gr ...

Course

IST 321

Type

Programming

Subject

Programing

University

Adler University

CSE 632 Data Mining

Question

Answered

Question

Introduction

This project you will be working on a loan dataset which is used to predict whether a customer will fail to pay a loan. You will apply at least 3 predictive models to the training dataset. Once you analyze the model, you will pick the best model and apply it to a test dataset. The predictive results of the test dataset will be used in a competition among students to determine who has the best model.

Financial institutes take on a certain amount of risk when lending to customers because some customers will not be able to pay the loan back. When this happens the loan is called a default loan. In order to lower the risk, customer information from both healthy and default loans are collected so that we can predict future loan default based on new customers’ loan application.

Task

Your task is to build classification models to predict the Target in applications train.csv. You will be mostly working with application_trian.csv. The other two data files provide you with further information on some of the customers. You can use them to improve your prediction accuracy and have a better ranking in the class competition.
 
1. First, research some background information on applying data mining in financial market by reviewing published research papers on similar topics. Make sure each review is at least one paragraph and you cite your sources. 

2. Go through the detailed process of data preparation on application_train.csv. Apply all preprocessing and data reduction techniques you assume they are necessary and explain why. For every preprocessing technique:
a. Explain what the technique is;
b. Explain how it is applied;
c. Show the summary results of the preprocessing.
d. Do not include raw code or raw output or raw screen capture in the report , but attach it in the project folder while uploading

3. After preprocessing the main data file, take a look at the other two data files credit card balance.csv and previous application.csv. Discuss the following in your report:
a. Explain how the extra information can help you with building the model. Provide specific discussion on which feature in these two data files you think are most important
b. Explain your decision on whether to integrate this extra information to your model building.
c. If you decided on integrating the extra information, explain how you integrate it. i.e. explain how you created new features for your classification training out of these two data files.
d. If you decided on not integrating the extra information, explain your reasoning behind it.  

4. When the data set is with enough quality, apply several predictive based techniques (minimum are 3 techniques!) and create appropriate predictive models. For every predictive technique you applied:
a. Explain what the technique is and how the technique works
b. Explain what the parameters of the technique are and how the parameters are chosen and tuned.
c. Explain and discuss the predictive results and performances of the technique. Analyze different aspect of the result, including but not limited to ROC curve, F     score, accuracy, etc.
d. Do not include raw code or raw output or raw screen capture

5. After you have built three predictive models, test your models so that you can compare the three data mining techniques you’ve chosen. You should include the following in comparison discussion:
a. The performance comparison among your techniques 
b. Visualization or table showing the performance differences. Make sure you     explain and discuss the visualization or table
c. Explain the probable reason behind the performances differences.
d. Explain which technique is the best for the dataset.
 
Comparison of data mining techniques (and obtained predictive models) with additional discussion and interpretation of results will be very important part of your report. Do not include raw code or raw output.

CSE 632 Data Mining

Answer in Detail

Solved by qualified expert

Get Access to This Answer

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Hac habitasse platea dictumst vestibulum rhoncus est pellentesque. Amet dictum sit amet justo donec enim diam vulputate ut. Neque convallis a cras semper auctor neque vitae. Elit at imperdiet dui accumsan. Nisl condimentum id venenatis a condimentum vitae sapien pellentesque. Imperdiet massa tincidunt nunc pulvinar sapien et ligula. Malesuada fames ac turpis egestas maecenas pharetra convallis posuere. Et ultrices neque ornare aenean euismod. Suscipit tellus mauris a diam maecenas sed enim. Potenti nullam ac tortor vitae purus faucibus ornare. Morbi tristique senectus et netus et malesuada. Morbi tristique senectus et netus et malesuada. Tellus pellentesque eu tincidunt tortor aliquam. Sit amet purus gravida quis blandit. Nec feugiat in fermentum posuere urna. Vel orci porta non pulvinar neque laoreet suspendisse interdum. Ultricies tristique nulla aliquet enim tortor at auctor urna. Orci sagittis eu volutpat odio facilisis mauris sit amet.

Tellus molestie nunc non blandit massa enim nec dui. Tellus molestie nunc non blandit massa enim nec dui. Ac tortor vitae purus faucibus ornare suspendisse sed nisi. Pharetra et ultrices neque ornare aenean euismod. Pretium viverra suspendisse potenti nullam ac tortor vitae. Morbi quis commodo odio aenean sed. At consectetur lorem donec massa sapien faucibus et. Nisi quis eleifend quam adipiscing vitae proin sagittis nisl rhoncus. Duis at tellus at urna condimentum mattis pellentesque. Vivamus at augue eget arcu dictum varius duis at. Justo donec enim diam vulputate ut. Blandit libero volutpat sed cras ornare arcu. Ac felis donec et odio pellentesque diam volutpat commodo. Convallis a cras semper auctor neque. Tempus iaculis urna id volutpat lacus. Tortor consequat id porta nibh.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Hac habitasse platea dictumst vestibulum rhoncus est pellentesque. Amet dictum sit amet justo donec enim diam vulputate ut. Neque convallis a cras semper auctor neque vitae. Elit at imperdiet dui accumsan. Nisl condimentum id venenatis a condimentum vitae sapien pellentesque. Imperdiet massa tincidunt nunc pulvinar sapien et ligula. Malesuada fames ac turpis egestas maecenas pharetra convallis posuere. Et ultrices neque ornare aenean euismod. Suscipit tellus mauris a diam maecenas sed enim. Potenti nullam ac tortor vitae purus faucibus ornare. Morbi tristique senectus et netus et malesuada. Morbi tristique senectus et netus et malesuada. Tellus pellentesque eu tincidunt tortor aliquam. Sit amet purus gravida quis blandit. Nec feugiat in fermentum posuere urna. Vel orci porta non pulvinar neque laoreet suspendisse interdum. Ultricies tristique nulla aliquet enim tortor at auctor urna. Orci sagittis eu volutpat odio facilisis mauris sit amet.

Tellus molestie nunc non blandit massa enim nec dui. Tellus molestie nunc non blandit massa enim nec dui. Ac tortor vitae purus faucibus ornare suspendisse sed nisi. Pharetra et ultrices neque ornare aenean euismod. Pretium viverra suspendisse potenti nullam ac tortor vitae. Morbi quis commodo odio aenean sed. At consectetur lorem donec massa sapien faucibus et. Nisi quis eleifend quam adipiscing vitae proin sagittis nisl rhoncus. Duis at tellus at urna condimentum mattis pellentesque. Vivamus at augue eget arcu dictum varius duis at. Justo donec enim diam vulputate ut. Blandit libero volutpat sed cras ornare arcu. Ac felis donec et odio pellentesque diam volutpat commodo. Convallis a cras semper auctor neque. Tempus iaculis urna id volutpat lacus. Tortor consequat id porta nibh.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Hac habitasse platea dictumst vestibulum rhoncus est pellentesque. Amet dictum sit amet justo donec enim diam vulputate ut. Neque convallis a cras semper auctor neque vitae. Elit at imperdiet dui accumsan. Nisl condimentum id venenatis a condimentum vitae sapien pellentesque. Imperdiet massa tincidunt nunc pulvinar sapien et ligula. Malesuada fames ac turpis egestas maecenas pharetra convallis posuere. Et ultrices neque ornare aenean euismod. Suscipit tellus mauris a diam maecenas sed enim. Potenti nullam ac tortor vitae purus faucibus ornare. Morbi tristique senectus et netus et malesuada. Morbi tristique senectus et netus et malesuada. Tellus pellentesque eu tincidunt tortor aliquam. Sit amet purus gravida quis blandit. Nec feugiat in fermentum posuere urna. Vel orci porta non pulvinar neque laoreet suspendisse interdum. Ultricies tristique nulla aliquet enim tortor at auctor urna. Orci sagittis eu volutpat odio facilisis mauris sit amet.

Tellus molestie nunc non blandit massa enim nec dui. Tellus molestie nunc non blandit massa enim nec dui. Ac tortor vitae purus faucibus ornare suspendisse sed nisi. Pharetra et ultrices neque ornare aenean euismod. Pretium viverra suspendisse potenti nullam ac tortor vitae. Morbi quis commodo odio aenean sed. At consectetur lorem donec massa sapien faucibus et. Nisi quis eleifend quam adipiscing vitae proin sagittis nisl rhoncus. Duis at tellus at urna condimentum mattis pellentesque. Vivamus at augue eget arcu dictum varius duis at. Justo donec enim diam vulputate ut. Blandit libero volutpat sed cras ornare arcu. Ac felis donec et odio pellentesque diam volutpat commodo. Convallis a cras semper auctor neque. Tempus iaculis urna id volutpat lacus. Tortor consequat id porta nibh.

18 More Pages to Come in This Document. Get access to the complete answer.

MyAssignmenthelp.com is acknowledged for providing best assignment help at affordable price. With our urgent assignment help, students never miss their deadlines. Our highly skilled and qualified experts are capable of crafting premium quality online assignment help solutions within shortest deadlines. Hence, MyAssignmenthelp.com has emerged as the one-stop solution for all those who need assignment help within short period of time.

More CSE 632 CSE 632 Data Mining : Questions & Answers

Q

The proposal should be an organized document as follows:i. An overall description of the project (e.g., who is its target audience?)ii. A functional description of the project (e.g., navigation, etc.).For this part, I would strongly recommend using mockups; I posted mockups for Assignment 4.To cr ...

View Answer
Q

We aren't endorsed by this University

Question: Assessment Description: Your task is to design, develop and test an application using Java Programming language for the below customer requirement for their small firm in Australia. Design, Develop and test the logic for an application that allows a user to enter employee name ...

View Answer
Q

We aren't endorsed by this University

A text based-adventure game needs to be programmed in python. To make you understand it better, I have uploaded a pdf of the main coding assignment page, but there is one more part to the project. Along with the game 2 diagrams are needed, for which I have uploaded examples. Also, the assignment doe ...

View Answer
Q

We aren't endorsed by this University

Break the group up into smaller groups to each work on a part of the project Chandra – calculator implementation Yuriy – calculator implementation Create a way for people to enter their grocery list in (or maybe even tap to select items for the grocery list instead of just typing the nam ...

View Answer

Content Removal Request

If you are the original writer of this content and no longer wish to have your work published on Myassignmenthelp.com then please raise the content removal request.

Choose Our Best Expert to Help You

expert
student rating student rating student rating student rating student rating
Ayanna Buckley

I did my Ph.D. in Accounting and Finance from the University of Bristol

350 - Completed Orders

Hire Me
expert
student rating student rating student rating student rating student rating
Colten Frazier

I have done LLM with specialization in Civil law

100 - Completed Orders

Hire Me
expert
student rating student rating student rating student rating student rating
Arnold Bradberry

PhD in Chemistry

2824 - Completed Orders

Hire Me
expert
student rating student rating student rating student rating student rating
Juan Flores

M.Sc. in Electrical Engineering

124 - Completed Orders

Hire Me

Still in Two Minds? The Proof is in Numbers!

33845 Genuine Reviews With a Rating of 4.9/5.

student rating student rating student rating student rating student rating
01 Dec 2021

Medical

Essay: 8 Pages, Deadline: 15 days

i received a credit mark so very happy thank you for your prompt service and quick response time

flag User ID: 7***42 Adelaide, Australia

student rating student rating student rating student rating student rating
01 Dec 2021

Operations

Essay: 3.6 Pages, Deadline: 21 hours

Great! Nice, excellent, perfect, lifesaver, friendly, quick response, fast, reliable

flag User ID: 7***94 San Jose, United States

student rating student rating student rating student rating student rating
01 Dec 2021

Programing

Programming: 1 Page, Deadline: 13 days

I am extremely happy with the revised solution to this assignment, the report documentation of the assignment itself and the timely matter it was comp ...

flag User ID: 1***33 London, Great Britain

student rating student rating student rating student rating student rating
30 Nov 2021

Assignment

Assignment: 2 Pages, Deadline: 20 hours

The work was well written and exactly what i asked for, although there was one spelling mistake.

flag User ID: 8***57 United Kingdom, Great Britain

student rating student rating student rating student rating student rating
30 Nov 2021

Management

Assignment: 3 Pages, Deadline: 12 hours

Assignment was sent well before the due time and I received an A on the paper. Great work! Thank you

flag User ID: 7***17 United States

student rating student rating student rating student rating student rating
30 Nov 2021

Mechanical Engineering

Programming: 2 Pages, Deadline: 2 days

thank you my assignment help I pass the test thaaaaaaank yougoooooooooood website

flag User ID: 7***53 Saudi Arabia

student rating student rating student rating student rating student rating
30 Nov 2021

Management

Assignment: 1.6 Pages, Deadline: 2 days

Thank you for your help. I got an A and it was well deserved. Will use again. Great job.

flag User ID: 5***56 San Francisco, United States

student rating student rating student rating student rating student rating
30 Nov 2021

Management

Essay: 9.1 Pages, Deadline: 1 day

Work was completed as per expectations and really on time. Quality of work was also good.

flag User ID: 6***52 United Kingdom, Great Britain

student rating student rating student rating student rating student rating
30 Nov 2021

Management

Assignment: 2 Pages, Deadline: 18 hours

I looks like a perfect assignment.i am hoping i will get good grades in it. The formating is good and they followed the requirements and answered all ...

flag User ID: 8***15 Canada

student rating student rating student rating student rating student rating
30 Nov 2021

Maths

Assignment: 1 Page, Deadline: 7 days

Always a great thing to work with this expert! They get things done on time and are fantastic with everything they do!

flag User ID: 6***06 Atlanta, United States

student rating student rating student rating student rating student rating
01 Dec 2021

Medical

Essay: 8 Pages, Deadline: 15 days

i received a credit mark so very happy thank you for your prompt service and quick response time

flag User ID: 7***42 Adelaide, Australia

student rating student rating student rating student rating student rating
01 Dec 2021

Operations

Essay: 3.6 Pages, Deadline: 21 hours

Great! Nice, excellent, perfect, lifesaver, friendly, quick response, fast, reliable

flag User ID: 7***94 San Jose, United States

student rating student rating student rating student rating student rating
01 Dec 2021

Programing

Programming: 1 Page, Deadline: 13 days

I am extremely happy with the revised solution to this assignment, the report documentation of the assignment itself and the timely matter it was comp ...

flag User ID: 1***33 London, Great Britain

student rating student rating student rating student rating student rating
30 Nov 2021

Assignment

Assignment: 2 Pages, Deadline: 20 hours

The work was well written and exactly what i asked for, although there was one spelling mistake.

flag User ID: 8***57 United Kingdom, Great Britain

student rating student rating student rating student rating student rating
30 Nov 2021

Management

Assignment: 3 Pages, Deadline: 12 hours

Assignment was sent well before the due time and I received an A on the paper. Great work! Thank you

flag User ID: 7***17 United States

student rating student rating student rating student rating student rating
30 Nov 2021

Mechanical Engineering

Programming: 2 Pages, Deadline: 2 days

thank you my assignment help I pass the test thaaaaaaank yougoooooooooood website

flag User ID: 7***53 Saudi Arabia

student rating student rating student rating student rating student rating
30 Nov 2021

Management

Assignment: 1.6 Pages, Deadline: 2 days

Thank you for your help. I got an A and it was well deserved. Will use again. Great job.

flag User ID: 5***56 San Francisco, United States

student rating student rating student rating student rating student rating
30 Nov 2021

Management

Essay: 9.1 Pages, Deadline: 1 day

Work was completed as per expectations and really on time. Quality of work was also good.

flag User ID: 6***52 United Kingdom, Great Britain

student rating student rating student rating student rating student rating
30 Nov 2021

Management

Assignment: 2 Pages, Deadline: 18 hours

I looks like a perfect assignment.i am hoping i will get good grades in it. The formating is good and they followed the requirements and answered all ...

flag User ID: 8***15 Canada

student rating student rating student rating student rating student rating
30 Nov 2021

Maths

Assignment: 1 Page, Deadline: 7 days

Always a great thing to work with this expert! They get things done on time and are fantastic with everything they do!

flag User ID: 6***06 Atlanta, United States

5% Cashback

On APP - grab it while it lasts!

Download app now

*Offer eligible for first 3 orders ordered through app!

ribbon
callback request mobile
Have any Query?