Data Mining&Stat Learn

Last Updated: Fri, 04/17/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Fall
Course prefix:
ISYE
Course number:
7406
Section:
A
CRN
90437
Department (you may add up to three):
Instructor first name:
Yu
Instructor last name:
Ding
Catalog Description
Topics include neural networks, support vector machines, classification trees, boosting and discriminant analyses. Intended for Ph.D. students and those seeking the M.S. in Statistics.
Administrative Data
Course status
Active

Reliability Engineering

Last Updated: Mon, 04/13/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Fall
Course prefix:
ISYE
Course number:
6805
Section:
AQ
CRN
84581
Department (you may add up to three):
Instructor first name:
Nagi
Instructor last name:
Gebraeel
Catalog Description

Topics include component reliability and lifetime distributions, hazard rates, system reliability, covariate reliability models, state-dependent models, nonparametric models, statistical estimation and inference, maintenance management and repair processes.

Administrative Data
Course status
Active

Probabilistic Models

Last Updated: Thu, 04/09/2026
Syllabus
6650_Syllabus.pdf (61.45 KB)
General Class Information
Academic year:
2026
Semester:
Fall
Course prefix:
ISYE
Course number:
6650
Section:
A
CRN
80292
Department (you may add up to three):
Instructor first name:
Sigrun
Instructor last name:
Andradottir
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

Undergraduate Research

Last Updated: Mon, 04/13/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Fall
Course prefix:
ISYE
Course number:
4699
Section:
XIE
CRN
89038
Department (you may add up to three):
Instructor first name:
Yao
Instructor last name:
Xie
Catalog Description

Undergraduate research conducted under the guidance of a faculty mentor. This course is a graded academic credit research course.

Administrative Data
Course status
Active

Decision and Data Analytics

Last Updated: Mon, 04/27/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Fall
Course prefix:
ISYE
Course number:
4034
Section:
B
CRN
90461
Department (you may add up to three):
Instructor first name:
Xiao
Instructor last name:
Liu
Catalog Description

This course integrates decision and data analytics to solve real-world problems. It includes hands-on system modeling, data collection and analysis, and reporting writing projects.

Administrative Data
Course status
Active

Analytical Methods

Last Updated: Mon, 04/13/2026
Syllabus
PDF required. Please edit this page and upload a PDF. Please check PDF for accessibility prior to submission.
General Class Information
Academic year:
2026
Semester:
Fall
Course prefix:
IL
Course number:
6450
Section:
1
CRN
84277
Department (you may add up to three):
Instructor first name:
Placeholder
Instructor last name:
Placeholder
Catalog Description
This course provides an overview of optimization, statistical, and stochastic models and methods with special emphasis on application to logistics.
Administrative Data
Course status
Cancelled

Doctoral Thesis

Last Updated: Thu, 04/16/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Fall
Course prefix:
ISYE
Course number:
9000
Section:
MOG
CRN
81995
Department (you may add up to three):
Instructor first name:
Mohsen
Instructor last name:
Moghaddam
Catalog Description

Independent doctoral research under faculty supervision leading to the development and completion of the dissertation

Administrative Data
Course status
Active

Research Assistantship

Last Updated: Thu, 04/02/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Fall
Course prefix:
ISYE
Course number:
8998
Section:
VAN
CRN
89131
Department (you may add up to three):
Instructor first name:
Placeholder
Instructor last name:
Placeholder
Catalog Description
For graduate students holding graduate research assistantships.
Administrative Data
Course status
Pending

Data Mining&Stat Learn

Last Updated: Sun, 04/05/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Fall
Course prefix:
ISYE
Course number:
7406
Section:
QCH
CRN
87939
Department (you may add up to three):
Instructor first name:
Xiaoming
Instructor last name:
Huo
Catalog Description

Topics include neural networks, support vector machines, classification trees, boosting and discriminant analyses. Intended for Ph.D. students and those seeking the M.S. in Statistics.

Administrative Data
Course status
Active

Computational Data Analy

Last Updated: Tue, 04/14/2026
Syllabus
General Class Information
Academic year:
2026
Semester:
Fall
Course prefix:
ISYE
Course number:
6740
Section:
A
CRN
85972
Department (you may add up to three):
Instructor first name:
Kai
Instructor last name:
Wang
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