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Topic: Market Trends in smart deveices and social networking using Data Preprocessing Techniques

Subject: Data Mining

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  1. PPT Requirement (Deadline 7 hours):

–1 slide –introduce your topic, and provide abstracted description

–2 -3 slides –show the background/hypotheses to support your research topic (current technology or research papers)

–4 –5 slide –research methods and a time-line

–6 slide –conclusion

Note: 6-8 slides with references and in-text citations. No plagiarism is accepted.

  1. Research Paper (Deadline 5 days) :

I.Introduction

II.Background [Discuss tool, benefits, or limitations]

III.Review of the Data [What are you reviewing?]

IV.Exploring the Data with the tool

V.Classifications Basic Concepts and Decision Trees

VI.Other Alternative Techniques

VII.Summary of Results

References

Note: APA formatted (http://www.apastyle.org/) , in-text citations, At least 20-25 pages(not including heading and content list pages) and 5 references. Use 12-font size and 2.0 lines space. No more than 5 figures and 5 tables. No plagiarism is accepted.

Dr. Lee

Computer Information Science

ITS632 Introduction to Data Mining

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Research Topics

Lecture 3

Copyright © Prof. Kwang Lee All rights reserved.RectangleRectangle

Presentation: All Group in 11/07

Submit Presentation PPT: 11:59pm, 11/07

Submit Research Paper: 11:59pm, 11/14

Announcement!

Copyright © Prof. Kwang Lee All rights reserved.RectangleFreeTextType something…RectangleRectangle

Introduction

⚫ Project Topics:

⚫ Please select one of the following data mining techniques,

1. Using Classification rules and algorithms.

2. Using Association rules and algorithms.

3. Using Cluster rules and algorithms.

4. Postprocessing Techniques, i.e.. visualization.

5. Data Preprocessing Techniques.

4

Background for Business Intelligence

⚫ Watch videos!

– https://youtu.be/jtCsoEw3Ykg

– https://youtu.be/BT0YZXVQ45Q

⚫ Assume that you have been asked by

management (manufacturing, healthcare, retail,

financial, etc.,) to create a research report using a

data mining tool, data analytic, BI tool.

5https://youtu.be/jtCsoEw3Ykghttps://youtu.be/BT0YZXVQ45Q

Download BI Tools

⚫ Business Intelligence Tools!

– Excel with Solver, but has limitations

– R Studio

– Tableau Public has a free trial

– Microsoft Power BI

– Search for others with trial options

⚫ It is your responsibility to search, download, and

produce outputs using one of the tools.

⚫ You will need to focus your results on the data set

you select. 6

Examples of Dataset

⚫ Forbes Big Data: 33 Brilliant And Free Data

Sources Anyone Can Use

– https://www.forbes.com/sites/bernardmarr/2016 /02/12/big-data-35-brilliant-and-free-data- sources-for-2016/#4b3e96f1b54dhttps://www.forbes.com/sites/bernardmarr/2016/02/12/big-data-35-brilliant-and-free-data-sources-for-2016/#4b3e96f1b54d

Examples of Dataset

⚫ R and Data Mining

– http://www.rdatamining.com/http://www.rdatamining.com/

PPT Presentation Format

⚫ You should prepare at least 6 slides to present

your topic on the residency day.

⚫ Title: Topic

⚫ Team Names: John Lee, Richard Anderson

⚫ Group Name: Group No #.

– 1 slide – introduce your topic, and provide abstracted

description

– 2 – 3 slides – show the background/hypotheses to

support your research topic (current technology or

research papers)

– 4 – 5 slide – research methods and a time-line

– 6 slide – conclusionRectangle

PPT Presentation Grading Rubric

⚫ Please see as follows: – Organization of Ideas (Original ideas are effectively developed

and presented in a logical, sequential order throughout the entire

assignment. Includes adequate and appropriate supporting

evidence): 25/25 percent

– Subject Knowledge and Content (Thorough technical application

of course knowledge and content in a complete and concise

manner): 25/25 percent

– Comprehension of Assignment (Addressed the question

completely and thoroughly. Provided additional supporting

evidence, demonstrating a full comprehension of subject matter):

25/25 percent

– Level of Presentation (Level of presentation is appropriate for

class. Most of the information is appropriate. PPT forms, images,

layout, and texts are appropriate): 25/25 percent

Research Paper Format

⚫ You should follow the following content format:

⚫ Title: Topic

⚫ Team Names: John Lee, Richard Anderson

⚫ Group Name: Group No #. I. Introduction

II. Background [Discuss tool, benefits, or limitations]

III. Review of the Data [What are you reviewing?]

IV. Exploring the Data with the tool

V. Classifications Basic Concepts and Decision Trees

VI. Other Alternative Techniques

VII.Summary of Results

References

Research Paper Instructions

⚫ No! ZIP file

⚫ The submitted assignment must be typed by ONE

Single MS Word/PDF file.

⚫ At least 20 pages (not including heading and

content list pages) and 5 references.

⚫ Use 12-font size and 2.0 lines space

⚫ No more than 5 figures and 5 tables

⚫ Only one member submit the project, 11:59pm,

11/14Rectangle

Research Paper Instructions

⚫ Follow APA style and content format: UC follows

the APA (American Psychological Association)

for writing style in all its courses which require a

Paper or Essay.

– http://www.apastyle.org/http://www.apastyle.org/

Research Paper Grading Rubrics

⚫ This assignment is a groupwork. Please do

NOT co-working with other teams to violate

the academic integrity.

⚫ Grading for this assignment will be based on

answer of completed the above requirements,

quality, logic/organization of the paper, and

language and writing skills.RectangleRectangle

Research Paper Grading Rubrics

⚫ Please see as follows:

– Organization of Ideas (Original ideas are effectively

developed and presented in a logical, sequential order

throughout the entire assignment. Includes adequate

and appropriate supporting evidence): 20/20 percent

– Application of Course Knowledge and Content

(Thorough technical application of course knowledge

and content in a complete and concise manner): 20/20

percent

– Comprehension of Assignment (Addressed the

question completely and thoroughly. Provided additional

supporting evidence, demonstrating a full

comprehension of subject matter): 20/20 percent

Assignment Grading Rubrics

⚫ Please see as follows:

– Writing Skills (Mechanics (APA format, spelling,

grammar, and punctuation) are flawless, including

proficient demonstration of citations, formatting

throughout the entire assignment, at least 20 pages):

20/20 percent

– Research Skills (Accurate and applicable use of

resources relevant to the subject matter that enhance

the overall assignment): 20/20 percent

Thank You!

Presentation: All Group in 11/07

Submit Presentation PPT: 11:59pm, 11/07

Submit Research Paper: 11:59pm, 11/14

Note and Thank You!

Copyright © Prof. Kwang Lee All rights reserved.RectangleRectangleRectangle

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