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EMSE 4765/6765
Syllabus
Introduction
Course Files
R
- Files
Python-Files
Solutions
-
Dekking
Solutions
-
Devore
Solutions
-
WMMY
Project
Files
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DATA ANALYSIS
FOR ENGINEERS AND SCIENTISTS:
Follow this
link for an Excel
tutorial
Part
1: Prob and Stats Review
Lecture
notes for chapters from: "A
Modern Introduction to Probability and Statistics, Understanding Why and
How" by F.M. Dekking, C. Kraaikamp, H.P. Lopuhaä and L.E.
Meester, Springer-Verlag, 2005.
Session 1:
Homework
Set 1.pdf
Probability Calculus: Chapter
1.pdf, Chapter
1.xlsm, Chapter
2.pdf, Chapter
3.pdf
Discrete and Continuous Random Variables: Chapter
4.pdf, Discrete
Distribution Examples.xlsx, Chapter
5.pdf, Chapter
5 Examples.xlsx
Session 2:
Homework
Set 2.pdf
Expectation, Variance and Covariance: Chapter
7.pdf, Chapter
10.pdf
Exploratory Data Analysis: Graphical Summaries
: Chapter
15.pdf, Examples
Chapter 15.xlsx, OLD-FAITHFULL.MPJ,
FailureTimes.MPJ,
Session 3:
Homework
Set 3.pdf
Exploratory
Data Analysis: Numerical Summaries
:
Chapter
16.pdf, Examples
Chapter 16.xlsx, Old
Faithfull - Box Plot.MPJ, Software
- Box Plot.MPJ
Basic
Statistical Models: Chapter
17.pdf, NormalSampleExample.xlsm,
Kernel_Density_Duration_272.xlsm,
Kernel_Density_WaitingTime_272.xlsm,
Kernel_Density_Sofware.xlsm
Confidence
Intervals:
Chapter 23.pdf, Examples
Chapter 23.xlsx, NormalConf
- Var Known.xlsm, NormalConf
- Var UnKnown.xlsm
Part
2: Statistical Inference
Session 4:
Homework
Set 4.pdf
Estimator Distributions, Confidence Intervals for the Mean and Variance
Hypothesis Testing, P-Values,
Type I and Type II Errors:
Session
4 - STAT INFERENCE.pdf, EstimatorBehavior.xlsx,
Voltage.xlsx
Session
5: Homework
Set 5.pdf
Method-of-Moments, Maximul Likelihood Estimation, Goodness-of-Fit, Credibility
Intervals
Session
5 - STAT INFERENCE.pdf, Voltage
- in Class.xlsx, NormalConfandCred100.xlsx,
NormalConfandCred500.xlsx
Part
3: Multivariate Estimation:
Chapter 2 - Matrix Algebra.PDF
Session
6: Homework
Set 6.pdf , Homework
Set 6 - Extra Problem.pdf, Question1.txt,
Homework
Set 6 - Extra Problem Chi-Squared Template.xlsx
Two Sample Hypothesis-Testing, Review
Matrix Algebra, Multivariate
Point Estimation
Session
6 - MULTIVARIATE ANALYSIS.pdf, LeanAngle.xlsx,
JointNormalPDF.xlsx,
MatrixVectorMultiplication.xlsx,
Height-Weight
Data + Matrix Algebra.xlsx, Height-Weight
Data + Matrix Algebra - Partially Completed.xlsx,
Flow
Chart Estimator Distributions.pdf
Session 7:
Homework
Set 7.pdf, Homework
Set 7-Template.xlsx, Chapter
2 - Matrix Algebra.PDF
One sample Hotelling
T^2 Test, Two Sample Hotelling T^2 Test, Hypothesis-Test on equality of
covariance matrices..
Session
7 - MULTIVARIATE ANALYSIS.pdf, Height-Weight
Data.xlsx, PowerExample
- Template.xlsx, PowerExample.xls
Session 8:
Practice
Exam EMSE4765.pdf, Practice_Exam_4765
Template.xlsx,
Practice
Exam 4765_6765 Solution.pdf, Practice_Exam_4765_6765
Solution.xlsx
Practice_Exam_Student_
Name - In Class.xlsx
Session 8:
Midterm Review
MIDTERM
EXAM
Session
9: Midterm
Exam: March 7th, 2023
Part
4: Regression Analysis:
Chapter 3 - Regression.PDF
Session
10: Homework
Set 8.pdf, Homework
Set 8 Template.xlsx
Simple Linear Regression:
Session
10- Simple Regression.pdf, Height_Weight_regression.xlsx
Session 11: Homework
Set 9.pdf, Homework
Set 9 - Template.xlsx
Multiple Linear Regression, Residual Diagnostics, Outliers:
Session
11 - Multiple Regression.pdf, Leslie_salt_regression_case.xlsx
Session 12:
Multiple Linear Regression, Comparing Models, Forecasting:
Session
12 - Multiple Regression.pdf , Leslie-Salt.mpx
Regression
Analysis Report Due on: April 30th, 2024
Part
5: ANOVA Analysis:
Session
13: One-Way ANOVA
Homework
Set 10.pdf, Cereal_Template.xlsx
Session
13 - ONE WAY ANOVA.pdf, Tensile_Strength.xlsx,
Tensile_Strength.mpx
Session 14: Two-Way
ANOVA and 2^k ANOVA
Session
14 - TWO WAY ANOVA.pdf, AdhesionForce.xlsx,
ADHESIONFORCE.MPX,
Router_Data_To_Minitab.xlsx,
Router_Experiment.xlsx,
Etch_Example.xlsx,
Etch_Example_Solution.xlsx
ANOVA
Analysis Report Due on: May 7th, 2024
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