Applied Regression Analysis I

Applications Open: 01 October 2024

Applications Close: 15 November 2024

Next Available Intake: January 2025

Course Types: Modular Undergraduate Course

Language: English

Duration: 6 months

Fees: $1392 View More Details on Fees

Area of Interest: Science and Technology

Schemes: Alumni Continuing Education (ACE)

Funding: To be confirmed

School/Department: School of Science and Technology

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Synopsis

MTH357 Regression Analysis I will introduce students to the theory and practice of simple, multiple and polynomial regression. Many examples will be provided to illustrate the concepts of testing, estimation and statistical modeling using regression. There will be questions in the TMA which require students to apply regression techniques using R.

Level: 3
Credit Units: 5
Presentation Pattern: EVERY JAN

Topics

Linear Regression
Tests of Significance
Multiple Regression
Estimation of Model Parameters
Residual Analysis
Formal Test for Lack of Fit
Detecting Influential Obervations
Measures of Influence
Polynomial Models
Nonparametric Regression
Indicator Variables
Multicollinearity

Learning Outcome

Apply linear and multilinear regression models.
Interpret regression model parameters from data.
Analyze data with regression models.
Verify assumptions of various regression models are satisfied.
Assess the fit of a regression model to data.
Implement suitable strategies to correct regression model inadequacies.

Part-time Programmes / CET Courses

Singapore University of Social Sciences

Applied Regression Analysis I