subjects > DANA > DANA 4830

DANA 4830: Dimension Reduction & Classification I

A core requirement in data analytics is the classification of a large group of records (items or objects) into different subgroups based on statistical criteria. The classification can be made easier if the number of dimensions of the data used is reduced. Students learn a number of techniques in reducing the number of dimensions in a data set without losing its latent structure. They also learn how to perform statistical classification into pre-defined groups. Topics include principal component analysis, factor analysis, multiple correspondence analysis, multivariate discriminant analysis, as well as stepwise techniques in regressions. Prerequisites: A minimum "C" grade in DANA 4810 and 4820.

Registration in this course is restricted to students admitted to the Post-Degree Diploma in Data Analytics and Post-Degree Certificate in Data Analytics.

Course Information:

Credits:

3.0

Additional Fees:

$33.65

Repeat Limit:

2

Lecture Hours:

4.0

Seminar Hours:

0.0

Lab Hours:

0.0

Offered online:

False

Course outline(s):

None


2AR 2SC HUM LSC SCI SOC UT
None None None None None None None

Transfers:

No active transfer agreements found.

Inactive Transfers:

No inactive transfer agreements found.

Current Offerings:

Semester CRN Section Seats Waitlist Days Time Room Type Instructor
2024 30 30470 001 12 N/A -T-R--- 1630-1820 B152 Lecture Jonathan Agyeman

Previous Offerings:

Semester Seats Waitlist Days Time Room Type Instructor
2024 20 6 N/A -T-R--- 1430-1620 B008 Lecture Quynh Nguyen
----F-- 1830-2125 B008 Exam Quynh Nguyen
2024 10 6 N/A -T-R--- 1830-2020 B027 Lecture Jonathan Agyeman
--W---- 1830-2125 B029 Exam Jonathan Agyeman
2023 30 10 N/A -T-R--- 1430-1620 A272 Lecture Jonathan Agyeman
---R--- 1830-2125 A272 Exam Jonathan Agyeman
2023 20 18 N/A M-W---- 1630-1820 B153 Lecture Quynh Nguyen
M------ 1830-2125 B153 Exam Quynh Nguyen
2023 10 9 N/A M-W---- 1830-2020 B010 Lecture Jonathan Agyeman
----F-- 1830-2125 B018 Exam Jonathan Agyeman
2022 30 8 N/A -T-R--- 1630-1820 A276 Lecture Jonathan Agyeman
----F-- 1830-2125 B018 Exam Jonathan Agyeman
2022 20 6 N/A -T-R--- 1630-1820 B153 Lecture Quynh Nguyen
--W---- 1830-2125 B153 Exam Quynh Nguyen
2022 10 6 N/A M-W---- 1630-1820 B252 Lecture Quynh Nguyen
-T----- 1830-2125 B155 Exam Quynh Nguyen
2021 30 13 N/A -T-R--- 1430-1620 B023 Lecture Quynh Nguyen
M------ 1830-2125 B023 Exam Quynh Nguyen
2021 20 8 N/A M-W---- 1430-1620 WWW WWW Quynh Nguyen
----F-- 1830-2125 WWW Exam Quynh Nguyen
2020 30 4 N/A -T-R--- 1630-1820 WWW WWW Quynh Nguyen
M------ 1830-2125 WWW Exam Quynh Nguyen
2020 20 3 N/A -T-R--- 1630-1820 WWW WWW Quynh Nguyen
-T----- 1830-2125 WWW Exam Quynh Nguyen
2019 30 1 N/A -T-R--- 1630-1820 B022 Lecture Nathaniel Payne
M------ 1830-2125 B022 Exam Nathaniel Payne