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EMSE 6765
Syllabus
Introduction
Prereq
Review
Course Files
R
- Files
Python - Files
Solutions
Project
Files
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DATA ANALYSIS
FOR ENGINEERS AND SCIENTISTS:
Excel tutorial
file: ExcelTutorial.doc Courtesy
of Jason Merrick (VCU).
Part
1: Statistics Review
Session
1: Exploratory Data Analysis:
Homework
Set 1.pdf
Session
1 Lecture Notes + Files Post - Fall 2012:
Chapter
15: Exploratory Data Analysis: Graphical Summaries.
Chapter 15.pdf,
Examples
Chapter 15.xls
Chapter
16: Exploratory Data Analysis: Numerical Summaries.
Chapter 16.pdf,
Examples
Chapter 16.xls
Chapter
17: Basic
Statistical Models: Chapter
17.pdf, Kernel_Density_Duration.xlsm,
Kernel_Density_WaitingTime.xlsm,
NormalSampleExample.xlsm
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 Lecture Notes + Files Pre - Fall 2012:
Session1.pdf, Challenger.xls,
NormalSample.xls,
PowerData.xls, MortgageRate.xls,
RopeData.xls, ProbTableExample.xls
Session
2: Estimation + Confidence Intervals:
Homework
Set 2.pdf
Session
2 Lecture Notes + Files Post - Fall 2012:
Chapter
19: Unbiased Estimators. Chapter
19.pdf, Examples
Chapter 19.xls
Chapter
20: Efficiency and Mean Squared Error.
Chapter 20.pdf,
Examples
Chapter 20 - 1.xls, Examples
Chapter 20 - 2.xls
Chapter
23: Confidence Intervals for the Mean.
Chapter 23.pdf,
Examples
Chapter 23.xlsx, NormalConf
- Var Known.xlsm, NormalConf
- Var UnKnown.xlsm
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
2 Lecture Notes + Files Pre - Fall 2012: Session2.pdf,
PmfExample.xls, BearingExample.xls,
SeatBelt.xls, CustomerExample.xls,
EstimatorGraphs.xls,
T_CHI_F_PDF_Graphs.xls,
Homework2_Part_1.pdf,
Homework2_Part_2.pdf
Part
2: Statistical Inference
Session
3: Confidence Intervals and Hypothesis
Testing:
Homework
Set 3.pdf, Data_HW3_Q2.csv
Session3.pdf, EstimatorBehavior.xls,
Voltage_1.xlsx, VOLTAGE.MPJ,
Session
4: Goodness-of-Fit, Two Sample T-test:
Homework
Set 4.pdf, Question4.txt
Session4.pdf,
Voltage_2.xlsx, LeanAngle.xlsx,
NormalConfandCred100.xls,
NormalConfandCred500.xls,
JointNormalPDF.xls,
Part
3: Hotelling's T^2 Multivariate Test
Session
5: Review Matrix Algebra,
Chapter 2.pdf
Homework
Set 5.pdf
Session5.pdf,
MatrixVectorMultiplication.xlsx,
LeanAngle.xlsx, Height-Weight
Data + Matrix Algebra.xlsx
Flow
Chart Estimator Distributions.pdf
Session
6: Multivariate
Point Estimation, Hotelling T^2 Test
Homework
Set 6.pdf, HW_SET_6_Template.xlsx
Session6.pdf,
Height-Weight
Estimation + Hottelling.xlsx, PowerExample.xlsx,
PowerExample
- Template.xlsx
Part
4: Midterm
Session
7: Midterm Review
Practrice
Exam 6765.pdf, Practice_Exam_Student_Name.xlsx
Practice
Exam 6765 Solution.pdf, Practice_Exam_6765
Solution.xlsx
Session
8: Midterm
Exam 10/19/2023:
PART 1, 2, 3
Part
5: Regression Analysis
Session
9:
Simple and Multiple Linear Regression,
Chapter 3.pdf,
Homework
Set 7.pdf, absentee_template.xlsx.
Session9A
- Simple Regression.pdf, Height_Weight_regression.xlsx,
Session9B
- Multiple Regression.pdf
Leslie_salt_regression_case.xlsx
Height_Weight_regression_Partial_Completed.xlsx
Session
10:
Diagnostics and Forecasting
Session10.pdf,
Leslie_salt_regression_case.xlsx, Leslie_Salt.mpx
Part
6: Principal Component Analysis
Session
11: Examples and How PCA works,
Chapter 4.pdf
Drug_Use_Template.xlsm
Session
11.pdf, Example
41 - COGNITION.xlsx, STOCKS_3_Raw_Data.xlsx,
STOCKS_3_PCA.xlsm,
Minitab_STOCKS_3.MPX,
STOCKS_5_Raw_Data.xlsx,
STOCKS_5_PCA.xlsm,
Minitab_STOCKS_5.MPJ
Optional Read article: http://jom.sagepub.com/cgi/reprint/21/5/967
Session 12: PCA
Case Study: A comparison of Gross State Products:
Session
12 - PCA.pdf, gsp_raw.xlsm,
GSP_RAW.MPX, gsp_share.xlsm,
GSP_SHARE.MPX, Drug_Use_Solution.xlsm
Part
7: Analysis of Variance (ANOVA)
Session
13: One-Way ANOVA
Homework9.pdf,
Cereal_Template.xlsx
Session
13 - ONE WAY ANOVA.pdf, Tensile_Strength.xlsx,
Tensile_Strength
- Partially Completed.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
Session 15:
REGRESSION FINAL PROJECT REPORTS DUE ON 12/7/23.
PCA
FINAL PROJECT REPORTS DUE ON 12/14/2023.
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