Statistics& Applications

Last Updated: Fri, 05/15/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
3770
Section:
SU2
CRN
56593
Department (you may add up to three):
Instructor first name:
Joshua
Instructor last name:
McDonald
Catalog Description

Introduction to probability, probability distributions, point estimation, confidence intervals, hypothesis testing, linear regression, and analysis of variance. Crosslisted with MATH 3770 and CEE 3770. Also, credit not awarded for both ISYE 3770 and MATH 3670.

Administrative Data
Course status
Active

Simulation

Last Updated: Mon, 04/13/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
6644
Section:
ASY
CRN
54227
Department (you may add up to three):
Instructor first name:
Christos
Instructor last name:
Alexopoulos
Catalog Description

Covers modeling of discrete-event dynamic systems and introduces methods for using these models to solve engineering design and analysis problems.

Administrative Data
Course status
Active

Intro Analytics Modeling

Last Updated: Fri, 04/10/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
6501
Section:
OAN
CRN
54146
Department (you may add up to three):
Instructor first name:
Joel
Instructor last name:
Sokol
Catalog Description

An introduction to important and commonly-used models in analytics, as well as aspects of the modeling process.

Administrative Data
Course status
Active

Simulation

Last Updated: Mon, 04/13/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
6644
Section:
Q01
CRN
57574
Department (you may add up to three):
Instructor first name:
David
Instructor last name:
Goldsman
Catalog Description

Covers modeling of discrete-event dynamic systems and introduces methods for using these models to solve engineering design and analysis problems.

Administrative Data
Course status
Active

Computational Data Analy

Last Updated: Fri, 04/10/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
6740
Section:
OAN
CRN
54959
Department (you may add up to three):
Instructor first name:
Yao
Instructor last name:
Xie
Catalog Description

Theoretical/computational foundations of analyzing large/complex modern datasets, including the fundamental concepts of machine learning and data mining needed for both resesarch and practice. Crosslisted with CSE 6740. Credit not awarded for both ISYE 6740 and CS 4641/7641/CSE 6740.

Administrative Data
Course status
Active

High Dimension Data Anlt

Last Updated: Mon, 04/13/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
6525
Section:
O01
CRN
57271
Department (you may add up to three):
Instructor first name:
Kamran
Instructor last name:
Paynabar
Catalog Description

 This course focuses on analysis of high-dimensional structured data including profiles, images, and other types of functional data using statistical machine learning. A variety of topics such as functional data analysis, image processing, multilinear algebra and tensor analysis, and regularization in high-dimensional regression and its applications including low rank and sparse learning is covered. Optimization methods commonly used in statistical modeling and machine learning and their computational aspects are also discussed. 

Administrative Data
Course status
Active

High Dimension Data Anlt

Last Updated: Mon, 04/13/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
6525
Section:
Q
CRN
57130
Department (you may add up to three):
Instructor first name:
Kamran
Instructor last name:
Paynabar
Catalog Description

This course focuses on analysis of high-dimensional structured data including profiles, images, and other types of functional data using statistical machine learning. A variety of topics such as functional data analysis, image processing, multilinear algebra and tensor analysis, and regularization in high-dimensional regression and its applications including low rank and sparse learning is covered. Optimization methods commonly used in statistical modeling and machine learning and their computational aspects are also discussed. 

Administrative Data
Course status
Active

Regression/Forecasting

Last Updated: Mon, 03/30/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
4031
Section:
R
CRN
54952
Department (you may add up to three):
Instructor first name:
Jye-Chyi
Instructor last name:
Lu
Catalog Description
Regression analysis: multiple linear regression, diagnostics, and variable selection. Forecasting: exponential smoothing techniques and autoregressive moving average models.
Administrative Data
Course status
Active

Probabilistic Models

Last Updated: Thu, 04/09/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
6650
Section:
OAN
CRN
57279
Department (you may add up to three):
Instructor first name:
Eunhye
Instructor last name:
Song
Catalog Description

An introduction to basic stochastic processes such as Poisson and Markov processes and their applications in areas such as inventory, reliability, and queueing.

Administrative Data
Course status
Active

Analysis&Synth-HSI

Last Updated: Mon, 05/18/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ASE
Course number:
6131
Section:
QSY
CRN
57070
Department (you may add up to three):
Instructor first name:
Larry
Instructor last name:
Kimm
Catalog Description

Human Systems Integration Analysis and Synthesis, a PMASE complex systems elective, ensures human-related technical issues are properly addressed during system definition, design, development, and implementation.

Administrative Data
Course status
Active