Question One a) What are outliers? List four applications of outlier detection. b) What are the challenges of outlier detection? Question Two a) How does PAM (K-medoids) form clusters; how does DBSCAN form clusters? b) Assume you apply DBSCAN to the same dataset, but the examples in the dataset are sorted differently. Will DBSCAN always return the same clustering for different orderings of the same dataset? Give reasons for your answer.Question Three Measuring geodesic distance for the graph G in given figure, calculate the following: i. Eccentricity ii. Radius iii. Diameter iv. Peripheral vertex Question Four Why is it often necessary to do constraint-based clustering? Describe the terms hard constraint and soft constraint. Assignment Data Mining and Data Warehousing Student Details: � � � � Name:### CRN:###� � ID:### � � � � � � 1 Mark Learning Outcome(s): LO-2,3 1 Mark Learning Outcome(s): LO- 2, 3 1 Mark Learning Outcome(s): LO-2, 3 A D E C B F 1 Mark Learning Outcome(s): LO-2 Learning Outcome(s): LO-2, 3 Topic Q) Discuss why sensitive information should not be sent over the Wireless Application Protocol. Project Written Report and Presentation You will choose any information security topic from our textbook and/or discussions to write a paper and develop a PowerPoint presentation. The final report should be 10-12 pages, 12 font size, 1” margins, double-spaced, including figures, tables, etc. Follow the current APA format guide for your report. Use spell check, grammar check, etc. to make sure that your report is written in professional form with no keyboarding or grammatical errors. No abstract is required. However, a cover page and a reference page are required. Make sure the cover page and reference page are also in current APA format. Your project paper will be assessed as follows: · Is the paper of optimallength? · Is the paper wellorganized? · Is the paper clear andconcise? · Is the titleappropriate · Are individual ideas assimilatedwell? · Are wording, punctuation, etc.correct? · Is the paper formattedcorrectly? · Is the paper wellmotivated? · Is an interesting problem/issueaddressed? · Is knowledge of the areademonstrated? · Use of diagrams or other graphics? · Have all key references beencited? · Are conclusions valid andappropriate? You will need to develop a PowerPoint presentation to summarize your final report. Use transition and animation in your slides. Ten to twenty slides are required to highlight your project. ...

1. Question One
a) What are outliers? List four applications of outlier detection.
b) What are the challenges of outlier detection?
Question Two
a) How does PAM (K-medoids) form clusters; how does
DBSCAN form clusters?
b) Assume you apply DBSCAN to the same dataset, but the
examples in the dataset are sorted differently. Will DBSCAN
always return the same clustering for different orderings of the
same dataset? Give reasons for your answer.Question Three
Measuring geodesic distance for the graph G in given figure,
calculate the following:
i. Eccentricity
ii. Radius
iii. Diameter
iv. Peripheral vertex
Question Four
Why is it often necessary to do constraint-based clustering?

2. Describe the terms hard constraint and soft constraint.
Assignment
Data Mining and Data Warehousing
Student Details:
�
�
�
�
Name:###
CRN:###�
�
ID:###
�
�
�
�
�
�
1 Mark

3. Learning Outcome(s):
LO-2,3
1 Mark
Learning Outcome(s):
LO- 2, 3
1 Mark

4. Learning Outcome(s):
LO-2, 3
A
D
E
C
B
F

5. 1 Mark
Learning Outcome(s):
LO-2
Learning Outcome(s):
LO-2, 3
Topic
Q) Discuss why sensitive information should not be sent over
the Wireless Application Protocol.
Project Written Report and Presentation

6. You will choose any information security topic from our
textbook and/or discussions to write a paper and develop a
PowerPoint presentation. The final report should be 10-12
pages, 12 font size, 1” margins, double-spaced, including
figures, tables, etc. Follow the current APA format guide for
your report. Use spell check, grammar check, etc. to make sure
that your report is written in professional form with no
keyboarding or grammatical errors. No abstract is required.
However, a cover page and a reference page are required. Make
sure the cover page and reference page are also in current APA
format.
Your project paper will be assessed as follows:
· Is the paper of optimallength?
· Is the paper wellorganized?
· Is the paper clear andconcise?
· Is the titleappropriate
· Are individual ideas assimilatedwell?
· Are wording, punctuation, etc.correct?
· Is the paper formattedcorrectly?
· Is the paper wellmotivated?
· Is an interesting problem/issueaddressed?
· Is knowledge of the areademonstrated?
· Use of diagrams or other graphics?
· Have all key references beencited?
· Are conclusions valid andappropriate?
You will need to develop a PowerPoint presentation to
summarize your final report. Use transition and animation in
your slides. Ten to twenty slides are required to highlight your
project.