High Dimension Data Anlt

Last Updated: Thu, 04/23/2026
Syllabus
ISYE 6525 - Kamran - Course Syllabus - Summer 26.pdf (225.29 KB)
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
6525
Section:
ASY
CRN
57318
Department (you may add up to three):
Sch/Industrial & Systems Engr
Instructor first name:
Kamran
Instructor last name:
Paynabar
Catalog Description

A variety of topics such as functional data analysis, image processing, multilinear algebra and tensor analysis, and regularization in high-dimensional regression.

Administrative Data
Course status
Active

Statistics& Applications

Last Updated: Tue, 04/14/2026
Syllabus
ISyE3770_Syllabus_2.pdf (166.51 KB)
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
3770
Section:
RCH
CRN
56085
Department (you may add up to three):
Sch/Industrial & Systems Engr
Instructor first name:
Shijie
Instructor last name:
Deng
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

Intro to Financial Engr

Last Updated: Tue, 04/14/2026
Syllabus
ISYE6227Q.Syllabus.CRN53295.pdf (185.59 KB)
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
6227
Section:
Q
CRN
53295
Department (you may add up to three):
Sch/Industrial & Systems Engr
Instructor first name:
Shijie
Instructor last name:
Deng
Catalog Description

Advanced techniques for economic analysis of capital investment. Basic terminology and financial engineering concepts for managing and valuing project risk. Real options applications in systems engineering.

Administrative Data
Course status
Active

Special Topics

Last Updated: Wed, 04/08/2026
Syllabus
ISYE 4803 DMA Syllabus Dec Mod & Analysis.pdf (210.84 KB)
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
4803
Section:
DMA
CRN
56701
Department (you may add up to three):
Sch/Industrial & Systems Engr
Instructor first name:
Chen
Instructor last name:
Zhou
Catalog Description

This is a class offered in ISYE Asia Study Program. 

Administrative Data
Course status
Active

Special Topics

Last Updated: Sun, 04/12/2026
Syllabus
ISYE 4803 EGE Syllabus_2.pdf (182.42 KB)
General Class Information
Academic year:
2026
Semester:
Summer
Course prefix:
ISYE
Course number:
4803
Section:
EGE
CRN
56700
Department (you may add up to three):
Sch/Industrial & Systems Engr
Instructor first name:
Chen
Instructor last name:
Zhou
Catalog Description

This is a special topics course on Energy and Green Economy. It is offered in ISYE Asia program. 

Administrative Data
Course status
Active

Computational Statistics

Last Updated: Fri, 08/21/2026
Syllabus
PDF required. Please edit this page and upload a PDF. Please check PDF for accessibility prior to submission.
General Class Information
Academic year:
2027
Semester:
Spring
Course prefix:
ISYE
Course number:
6416
Section:
MSA
CRN
28822
Department (you may add up to three):
Sch/Industrial & Systems Engr
Instructor first name:
Xiaoming
Instructor last name:
Huo
Catalog Description
This class describes the available knowledge regarding statistical computing. Topics include random deviates generation, importance sampling, Monte Carlo Markov chain (MCMC), EM algorithms, bootstrapping, model selection criteria, (e.g. C-p, AIC, etc.) splines, wavelets, and Fourier transform.
Administrative Data
Course status
Active

Computational Data Analy

Last Updated: Mon, 08/17/2026
Syllabus
PDF required. Please edit this page and upload a PDF. Please check PDF for accessibility prior to submission.
General Class Information
Academic year:
2027
Semester:
Spring
Course prefix:
ISYE
Course number:
6740
Section:
B
CRN
29440
Department (you may add up to three):
Sch/Industrial & Systems Engr
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

Discrete Optimization

Last Updated: Tue, 08/18/2026
Syllabus
PDF required. Please edit this page and upload a PDF. Please check PDF for accessibility prior to submission.
General Class Information
Academic year:
2027
Semester:
Spring
Course prefix:
ISYE
Course number:
6662
Section:
A
CRN
27873
Department (you may add up to three):
Sch/Industrial & Systems Engr
Instructor first name:
Oktay
Instructor last name:
Gunluk
Catalog Description
Fundamentals of integer and combinatorial optimization. Topics include polyhedra, cuts, Lagrangean duality, complexity, and others. This course is intended for Ph.D. students.
Administrative Data
Course status
Active

Doctoral Thesis

Last Updated: Wed, 08/19/2026
Syllabus
PDF required. Please edit this page and upload a PDF. Please check PDF for accessibility prior to submission.
General Class Information
Academic year:
2027
Semester:
Spring
Course prefix:
ISYE
Course number:
9000
Section:
SER
CRN
21746
Department (you may add up to three):
Sch/Industrial & Systems Engr
Instructor first name:
Nicoleta
Instructor last name:
Serban
Catalog Description
Placeholder
Administrative Data
Course status
Active

Time Series Analysis

Last Updated: Fri, 08/21/2026
Syllabus
PDF required. Please edit this page and upload a PDF. Please check PDF for accessibility prior to submission.
General Class Information
Academic year:
2027
Semester:
Spring
Course prefix:
ISYE
Course number:
6402
Section:
MSA
CRN
28820
Department (you may add up to three):
Sch/Industrial & Systems Engr
Instructor first name:
David
Instructor last name:
Goldsman
Catalog Description
Basic forecasting methods, ARIMA models, transfer functions.
Administrative Data
Course status
Active
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