what’s new in design-expert version 7 general improvements pat whitcomb march 24, 2006

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What’s New in Design-Expert version 7 General Improvements Pat Whitcomb March 24, 2006. What’s New. General improvements Design evaluation Diagnostics Updated graphics Better help Miscellaneous cool new stuff Factorial design and analysis Response surface design - PowerPoint PPT Presentation

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Design-Expert version 7 1

What’s New inDesign-Expert version 7General Improvements

Pat WhitcombMarch 24, 2006

Design-Expert version 7 2

What’s New

General improvements Design evaluation Diagnostics Updated graphics Better help Miscellaneous cool new stuff

Factorial design and analysis

Response surface design

Mixture design and analysis

Combined design and analysis

Design-Expert version 7 3

Design Evaluation

User specifies what order terms to ignore.

Can evaluate by design or response.

New options for more flexibility. User specifies ratios for power calculation. User specifies what to report. User specified options for standard error plots.

Annotation added to design evaluation report.

Design-Expert version 7 4

Design Evaluation Specify Order of Terms to Ignore

Focus attention on what is most

important.

Design-Expert version 7 5

Design Evaluation Evaluate by Design or Response

Useful when a response has missing data.

Design-Expert version 7 6

Design Evaluation New Options for More Flexibility

User specifies ratios for power calculation.

User specifies what to report.

User specified options for standard error plots.

Design-Expert version 7 7

Design EvaluationAnnotated Design Evaluation Report

Design-Expert version 7 8

Diagnostics

Diagnostics Tool has two sets of buttons: “Diagnostics” and “Influence”.

New names and limits. Internally studentized residual = studentized residual v6. Externally studentized residual = outlier t v6.

• The externally studentized residual has exact limits.

New – DFFITS

New – DFBETAS

Design-Expert version 7 9

Diagnostics Diagnostics Tool has Two Sets of Buttons

ei = residuali

Design-Expert version 7 10

DiagnosticsExact Limits

Design-Expert® SoftwareConversion

Color points by value ofConversion:

97.0

51.0

Run Number

Ext

erna

lly S

tude

ntiz

ed R

esid

uals

Externally Studentized Residuals

-4.33

-2.17

0.00

2.17

4.33

1 4 7 10 13 16 19

t(/n, n-p'-1) p' is the number of model terms including the interceptn is the total number of runs

Design-Expert version 7 11

Diagnostics DFFITS

DFFITS measures the influence the ith observation has on the predicted value.(See Myers, Raymond: “Classical andModern Regression with Applications”,1986, Duxbury Press, page 284.) It isthe studentized difference between thepredicted value with observation i andthe predicted value without observation i. DFFITS is the externally studentized residual magnified by high leverage points and shrunk by low leverage points. It is a sensitive test for influence and points outside the limits are not necessarily bad just influential. These runs associated with points outside the limits should be investigated to for potential problems.DFFITS is very sensitive and it is not surprising to have a point or two falling outside the limits, especially for small designs.

Run Number

DFF

ITS

DFFITS vs. Run

-2.15

-1.11

-0.07

0.96

2.00

1 4 7 10 13 16 19

Design-Expert version 7 12

Diagnostics DFBETAS

DFBETAS measures the influence the ith observation has on each regression coefficient. (See Myers, Raymond: “Classical and Modern Regression with Applications”, 1986, Duxbury Press, page 284.) The DFBETAS j,i is the number of standard errors that the jth coefficient changes if the ith observation is removed.

Run Number

DFB

ETA

S fo

r Int

erce

pt

DFBETAS for Intercept vs. Run

-2.00

-1.00

0.00

1.00

2.00

1 4 7 10 13 16 19

Run Number

DFB

ETA

S fo

r A

DFBETAS for A vs. Run

-2.00

-1.00

0.00

1.00

2.00

1 4 7 10 13 16 19

Design-Expert version 7 13

Updated Graphics

New color by option.

Full color contour and 3D plots.

Design points and their projection lines added to 3D plots.

Grid lines on contour plots.

Cross hairs read coordinates on plots.

Magnification on contour plots.

User specified detail on contour “Flags”.

Choice of “LSD Bars”, “Confidence Bands” or “None” on one factor and interaction plots.

Design-Expert version 7 14

New Color by Option

Design-Expert® SoftwareConversion

Color points by value ofConversion:

97.0

51.0

Internally Studentized Residuals

Nor

mal

% P

roba

bilit

y

Normal Plot of Residuals

-1.39 -0.51 0.36 1.23 2.10

1

5

10

20

30

50

70

80

90

95

99

Design-Expert version 7 15

Full Color Contour and 3D Plots

A: Water5.000

B: Alcohol4.000

C: Urea4.000

2.000 2.000

3.000

Turbidity

517.398

626.122734.847

843.571

952.296

22

22 22

22

Design-Expert version 7 16

Design Points on 3D Plots

A (5.000)B (2.000)

C (4.000)

300 400 500

600

700 800

900 1000

1100

1200

Tur

bidi

ty

A (3.000)

B (4.000)

C (2.000)

Design-Expert version 7 17

Grid lines on contour plots

40.00 42.50 45.00 47.50 50.00

80.00

82.50

85.00

87.50

90.00Conversion

A: time

B: t

empe

ratu

re

78.0

80.0

80.0

82.0

84.0

86.0

88.0

666666

A: Water

B: AlcoholC: Urea

Turbidity

5.000

4.000

4.000

4.500

3.500

3.500

4.000

3.000

3.000

3.500

2.500

2.500

3.000

2.000

2.000

500

600

700

800

900

1000

22

22 22

22

Design-Expert version 7 18

Cross Hairs

Design-Expert version 7 19

Magnification on Contour Plots

A: TEA-LS28.000

B: Cocamide9.000

C: Lauramide9.000

1.000 1.000

20.000

Height

140

150

160

160

160

170

175

22

22

22

22

22

Height

A: TEA-LS26.105

B: Cocamide6.283

C: Lauramide4.877

1.000 1.000

22.868

160

160

170

170

175

22

22

Design-Expert version 7 20

Specify Detail on Contour “Flags”

40.00 42.50 45.00 47.50 50.00

80.00

82.50

85.00

87.50

90.00Conversion

A: time

B: t

empe

ratu

re

78.0

80.0

80.0

82.0

84.0

86.0

88.0

666666

Prediction 81.6Observed 81.095% CI Lo 77.895% CI Hig 85.495% PI Lo 71.695% PI Hig 91.6SE Mean 1.68337SE Pred 4.43914X1 45.00X2 85.00

Design-Expert version 7 21

“LSD Bars” & “Confidence Bands”

0.00 10.00 20.00 30.00 40.00

29

35.25

41.5

47.75

54

A: Departure

Driv

e tim

e

One Factor

22

0.00 10.00 20.00 30.00 40.00

29

35.25

41.5

47.75

54

A: Departure

Driv

e tim

e

One Factor

22

Design-Expert version 7 22

Better Help

Improved help

Screen tips

Movies (mini tutorials)

Design-Expert version 7 23

Miscellaneous Cool New Stuff

“Graph Columns” now has its own node.

Highlight points in the design layout or on a diagnostic graph for easy identification.

Right click and response cell and ignore it.

Improved design summary.

Numerical optimization results now carried over to graphical optimization and point prediction.

Export graph to enhanced metafile (*.emf).

Exporting to other software packages.

Design-Expert version 7 24

Graph Columns Node

Design-Expert version 7 25

Highlight Points

Run Number

DFB

ETA

S fo

r C

DFBETAS for C vs. Run

-2.00

-0.27

1.46

3.20

4.93

1 6 11 16 21 26 31

Design-Expert version 7 26

Sort by Row Statusright click in the upper left hand corner

Design-Expert version 7 27

Ignore Response Cells

Design-Expert version 7 28

Improved Design Summary

New in version 7: Means and standard deviations for factors and responses. The ratio of maximum to minimum added for responses.

Design-Expert version 7 29

Numerical optimization results carried over to graphical optimization and point prediction.

Design-Expert version 7 30

Export Graphs as Enhanced Metafile“File” “Export Graph to file...”

Design-Expert version 7 31

Save and Export

Save as: Design-Expert version 6 file (*.dx6) XML Document (*.xml) VarTran file (*.vat)

Export: “Export Design to file...” → text file (*.txt) “Export Design to AAO file...” → text file (*.txt)

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