Overige Cursussen

 

Advanced Statistical Modeling Using STATGRAPHICS Centurion

 

Design of Experiments Using STATGRAPHICS Centurion XVI

 

Regression and Analysis of Variance Using STATGRAPHICS Centurion XVI

 

Statistical Process Control Using STATGRAPHICS Centurion XVI

 

 
 
 
 

ONE SAMPLE ANALYSIS

X PLOT

Data Input Dialog Box

Analysis Summary

Jittered Scatterplot

Time Sequence Plot

Smoothing the Scatterplot

ONE VARIABLE ANALYSIS

Data Input Dialog Box

Analysis Summary

Summary Statistics

Frequency Tabulation

Histogram

Percentiles

Quantile Plot

Normal Probability Plot

Box-and-Whisker Plot

Confidence Intervals

Hypothesis Tests

OUTLIER IDENTIFICATION

Data Input Dialog Box

Outlier Plot

Outlier Tests

DISTRIBUTION FITTING

Data Input Dialog Box

Analysis Summary

Frequency Histogram

Tests for Normality

Comparison of Alternative Distributions

Goodness-of-fit Tests

Tail Areas

Critical Values

POWER TRANSFORMATIONS

Data Input Dialog Box

Analysis Summary

Skewness and Kurtosis Plot

Normal Probability Plot

COMPARING TWO SAMPLES

TWO SAMPLE COMPARISON

Data Input Dialog Box

Analysis Summary

Summary Statistics

Frequency Histogram

Comparison of Standard Deviations

Comparison of Means

Comparison of Medians

Box-and-Whisker Plot

Box-and-Whisker Plot

Quantile-Quantile Plot

PAIRED SAMPLE COMPARISON

Data Input Dialog Box

Analysis Summary

Box-and-Whisker Plot

Hypothesis Tests

COMPARING MULTIPLE SAMPLES

MULTIPLE SAMPLE COMPARISON

Data Input Dialog Box

Scatterplot

ANOVA Table

Means Plot

Multiple Range Tests

Variance Check

SAMPLE SIZE DETERMINATION

Data Input Dialog Box

Second Dialog Box

Analysis Summary

Power Curve

REGRESSION ANALYSIS

SIMPLE REGRESSION

Data Input Dialog Box

Analysis Summary

Plot of Fitted Model

Lack-of-Fit Test

Residuals versus X

Comparison of Alternate Models

Nonlinear Model - Analysis Summary

Nonlinear Model - Fitted Model Plot              

Forecasts

Unusual Residuals

POLYNOMIAL REGRESSION

Analysis Summary

Plot of Fitted Model

Conditional Sums of Squares

MULTIPLE REGRESSION

Data Input Dialog Box

Analysis Summary

Residuals versus Row Number

Reports

Stepwise Regression

ANALYSIS OF VARIANCE

MULTIFACTOR ANOVA

Data Input Dialog Box

Analysis Options

ANOVA Table

Means Plot

Graphical ANOVA

Interaction Plot

ANALYSIS OF ATTRIBUTE DATA

TABULATION

Data Input Dialog Box

Frequency Table

Barchart

Piechart

CROSSTABULATION

Data Input Dialog Box

Frequency Table

Barchart

Mosaic Plot

CONTINGENCY TABLES

Data Input Dialog Box

Barchart

Mosaic Chart

Tests of Independence

REFERENCES
 
 
 

ADVANCED REGRESSION

CALIBRATION MODELS

Data Input Dialog Box

Analysis Summary

Plot of Fitted Model

REGRESSION MODEL SELECTION

Data Input Dialog Box

Analysis Summary

Best Adjusted R-Squared

Model Selection Plots

COMPARISON OF REGRESSION LINES

Data Input Dialog Box

Analysis Summary

Plot of Fitted Model

Conditional Sums of Squares

GENERAL LINEAR MODELS

Sample Data – Repeated Measures Study

Data Input Dialog Box

Model Specification Dialog Box

Analysis Summary

Means Plot

Models with Quantitative Factors

Contour Plot

RIDGE REGRESSION

Data Input Dialog Box

Ridge Trace

Variance Inflation Factors

Analysis Options

Analysis Summary

LOGISTIC REGRESSION

Data Input Dialog Box

Statistical Model

Analysis Summary

Plot of Fitted Model

Logit Plot

POISSON REGRESSION

Data Input Dialog Box

Statistical Model

Analysis Options

Plot of Fitted Model

MULTIVARIATE METHODS

PRINCIPAL COMPONENTS AND FACTOR ANALYSIS

Data Input Dialog Box

Analysis Summary

Scree Plot

Analysis Options

Component Weights

Data Table

Biplot

Factor Analysis

CLUSTER ANALYSIS

Data Input Dialog Box

Analysis Options

Dendrogram

Agglomeration Distance Plot

Scatterplots

DISCRIMINANT ANALYSIS

Data Input Dialog Box

Scatterplot

Statistical Model

Analysis Summary

Discriminant Functions

Discriminant Function Plot

Classification Functions

Classification Table

NEURAL NETWORK CLASSIFIER

Data Input Dialog Box

Analysis Options

Network Diagram

Classification Table

Classification Plot

REFERENCES

Regression Analysis

Multivariate Methods
 
 
 

SCREENING DESIGNS

STEP 1: CREATE DESIGN

Input Dialog Boxes

Design Summary

Worksheet

Alias Structure

STEP 2: OPTIMIZE DESIGN

STEP 3: PERFORM THE EXPERIMENT

STEP 4: ANALYZE DESIGN

Data Input Dialog Box

Analysis Summary

Main Effects Plot

Pareto Chart

Interaction Plots

Normal Probability Plot

ANOVA Table

Simplifying the Model

Regression Coefficients

Predictions

Response Plots - Surface Plots

Response Plots - Contour Plots

Response Plots - Square Plot

Response Plots - Cube Plot

Optimization

FRACTIONAL FACTORIAL DESIGNS

Example

Design Summary

Alias Structure

Worksheet

Pareto Chart

Half-Normal Plot

Augmenting the Design

Design Summary

Pareto Chart

Half-Normal Plot

RESPONSE SURFACE DESIGNS

FIRST DESIGN - TWO-LEVEL FACTORIAL WITH REPLICATED CENTERPOINT

Design Summary

Worksheet

Analysis Summary

Pareto Chart

Simplified Model

Lack-of-Fit Test

Response Surface Plot

Contour Plot

Path of Steepest Ascent

SECOND DESIGN - CENTRAL COMPOSITE DESIGN

Design Creation

Design Options

Design Summary

Worksheet

Analysis Summary

Standardized Pareto Chart

Regression Coefficients

Surface Plot

Optimization

Contour Plot

BOX-BEHNKEN DESIGNS

DRAPER-LIN DESIGNS

MIXTURE DESIGNS

Design Creation

Mixture Design Options

Design Summary

Worksheet

Analysis Summary

Model Results

Surface Plot

Contour Plot

MULTIPLE RESPONSE OPTIMIZATION

Sample Data

Step 1: Model Each Response

Step 2: Optimize Responses Separately

Step 3: Multiple Response Optimization

Desirability Functions

Analysis Options

Analysis Summary

Optimization

Response Plot

Overlaid Contour Plots

MULTILEVEL FACTORIAL DESIGNS

CREATE MULTILEVEL DESIGN

ADD EXISTING RUNS TO BOTTOM OF DESIGN

OPTIMIZE DESIGN

Analysis Summary

Worksheet

INNER/OUTER ARRAYS

CREATE DESIGN

Response

Orthogonal Arrays

Column Assignments

Experimental Factors

Worksheet

ANALYZE DESIGN

Standardized Pareto Chart

Main Effects Plot

DESIGNS FOR CATEGORICAL FACTORS

SINGLE FACTOR CATEGORICAL DESIGNS

Design Creation

Design Creation

Worksheet

Scatterplot

ANOVA Table

Graphical ANOVA

Table of Means

Means Plot

Multiple Range Tests

Variance Check

Residuals versus Factor Levels

MULTIFACTOR ANOVA

Design Creation

Worksheet

ANOVA Table

Means Plot

Interaction Plot

VARIANCE COMPONENT DESIGNS

Design Creation

Analysis Summary

REFERENCES
 
 
 

REGRESSION ANALYSIS WITH ONE PREDICTOR

SIMPLE REGRESSION

Data Input Dialog Box

Analysis Summary

Plot of Fitted Model

Lack-of-Fit Test

Residuals versus X

Comparison of Alternate Models

Nonlinear Model - Analysis Summary

Nonlinear Model - Fitted Model Plot              

Forecasts

Unusual Residuals

POLYNOMIAL REGRESSION

Analysis Summary

Plot of Fitted Model

Conditional Sums of Squares

BOX-COX TRANSFORMATIONS

Analysis Summary

Plot of Fitted Model

CALIBRATION MODELS

Data Input Dialog Box

Plot of Fitted Model

Saving the Model Statistics

COMPARISON OF REGRESSION LINES

Data Input Dialog Box

Fitted Model Plot

Analysis Summary

Conditional Sums of Squares

REGRESSION ANALYSIS WITH MORE THAN ONE PREDICTOR

MULTIPLE REGRESSION

Data Input Dialog Box

Analysis Summary

Residuals versus Row Number

Reports

Stepwise Regression

Dealing with Autocorrelation

REGRESSION MODEL SELECTION

Data Input Dialog Box

Analysis Summary

Best Adjusted R-Squared

Best Adjusted R-Squared Plot

NONLINEAR REGRESSION

Data Input Dialog Box

Analysis Summary

Plot of Fitted Model

REGRESSION MODELS FOR COUNTS AND PROPORTIONS

LOGISTIC REGRESSION

Data Input Dialog Box

Statistical Model

Analysis Summary

Plot of Fitted Model

Unusual Residuals

POISSON REGRESSION

Data Input Dialog Box

Statistical Model

Analysis Summary

Plot of Fitted Model

ONEWAY ANOVA

Data Input Dialog Box

Scatterplot

ANOVA Table

Means Plot

Multiple Range Tests

Variance Check

Graphical ANOVA

MULTIFACTOR ANOVA

Data Input Dialog Box

Analysis Options

ANOVA Table

Means Plot

Graphical ANOVA

Interaction Plot

VARIANCE COMPONENTS ANALYSIS

Mathematical Model

Data Input Dialog Box

Analysis Summary

Variance Component Plot

Component Deviation Plot

GENERAL LINEAR MODELS

Data Input Dialog Box

Model Specification

Analysis Summary

Means Plot

Interaction Plot

REFERENCES
 
 
 
SUMMARIZING DATA

RUN CHART

Data Input Dialog Box

Run Chart

Analysis Summary

MULTIPLE VARIABLE ANALYSIS

Summary Statistics

CONTROL CHARTS - BASICS

X-BAR AND R CHARTS

Data Input Dialog Box

Analysis Summary

X-Bar Chart

R Chart

X-bar Chart with Warning Limits

X-bar Chart with EWMA

Runs Tests

Tolerance Chart

Control to Standard

ARL Curve

X-BAR AND S CHARTS

INDIVIDUALS CHARTS

Data Input Dialog Box

Analysis Summary

X-Chart

Moving Range Chart

CONTROL CHARTS FOR NONNORMAL DATA

ATTRIBUTES CHARTS

Data Input Dialog Box

Analysis Summary

P-Chart

Plotting Data in Segments

Excluding Points

Normalized Charts

PROCESS CAPABILITY ANALYSIS

CAPABILITY ANALYSIS FOR INDIVIDUALS OR SUBGROUPS

Data Input Dialog Box

Analysis Summary

Capability Plot

Capability Indices

Probability Plot

Tests for Normality

Normal Tolerance Limits

CAPABILITY ANALYSIS FOR NONNORMAL DATA

Nonnormal Capability Indices

Comparison of Alternative Distributions

Power Transformations

REPEATABILITY AND REPRODUCIBILITY

Data Setup - Data Input Dialog Box

Average and Range Method - Data Input Dialog Box

Analysis Summary

Tolerance Analysis

Operator and Part Plot

R&R Plot

ANOVA Method

Range Method

PARETO ANALYSIS

Data Input Dialog Box

Analysis Summary

Frequency Table

Pareto Chart

Cumulative Pareto Chart

CAPABILITY ANALYSIS FOR ATTRIBUTES

PERCENT DEFECTIVE

Data Input Dialog Box

Analysis Summary

Capability Plot

DEFECTS PER UNIT

Data Input Dialog Box

Analysis Summary

Capability Plot

GAGE LINEARITY AND ACCURACY

Sample Data

Data Input Dialog Boxes

Linearity Plot & Accuracy Plot

Analysis Summary

GAGE STUDIES FOR ATTRIBUTES

RISK ANALYSIS METHOD

Sample Data

Data Input Dialog Boxes

Analysis Summary

Operators Summary Table

Interrater Comparison

Agreement Plot

ANALYTIC METHOD

Sample Data

Data Input Dialog Box

Probability Plot

Analysis Summary

Gage Performance Plot

SIGNAL THEORY METHOD

Sample Data

Data Input Dialog Box

Signal Theory Plot

ADVANCED CONTROL CHARTS

MOVING AVERAGE CHARTS

Data Input Dialog Box

Analysis Summary

Moving Average Chart

EWMA CHARTS

EWMA Chart

ARL Curves

CUSUM CHARTS

Cumulative Sum Chart with V-Mask

Cumulative Sum Chart with H-K Limits

MULTIVARIATE CHART

Data Input Dialog Box

Multivariate Control Chart

ARIMA CHARTS

ARIMA Models

Autocorrelation Function

ARIMA Chart

Analysis Options

Residual Charts

TOOLWEAR CHARTS

Analysis Summary

ACCEPTANCE CONTROL CHARTS

Analysis Options

CUSCORE CHARTS

Sample Data

Analysis Options

Cuscore Chart

REFERENCES
 
 
 

DESCRIPTIVE METHODS

Data Input Dialog Box

Analysis Summary

Time Sequence Plot

Vertical Time Sequence Plot

Autocorrelations

Analysis Options

Partial Autocorrelations

Periodogram

Tests for Randomness

Crosscorrelations

SMOOTHING

Data Input Dialog Box

Analysis Options

SEASONAL DECOMPOSITION

Data Input Dialog Box

Trend-Cycle

Seasonal Indices

Irregular Component

Seasonally Adjusted Data

Seasonal Subseries Plot

FORECASTING

USER-SPECIFIED MODELS

Data Input Dialog Box

Analysis Options

Box-Jenkins Approach to Fitting ARIMA Models

Forecasts

Model Comparisons

Residual Plots

AUTOMATIC FORECASTING

Analysis Options

Model Comparisons

Forecast Plot

REFERENCES

 



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