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among the variables eliminated It does this by partialing out the other variables from the weights The common that is, predictive variance that two or more variables have in common may not be seen at all in the beta weights Hence, a multiple regression can be signi cant even though none of the weights are signi cant; it is the variance that the variables have in common that predicts the dependent variable The solution is to extract as many factors as there are variables and restrict the solution so that the factors are uncorrelated These are then orthogonalized versions of the original variables When these are used as the predictors in a multiple regression, all of the covariation is distributed among the variables and appears in the weights.

ach summer, homeowners face an unenviable chore: painting and caulking their windows. True, this process is a hassle, but they know their efforts will keep out unwanted moisture and protect their investment. But glass windows aren t the only ones that require maintenance; their digital counterpart Microsoft s Windows also requires some virtual caulk to keep out unwanted intruders and protect private data from being stolen. Fortunately, this process is simple and mostly automated and you won t have to spend forever trying to wash caulk off your hands.

and by multiplication with Q ( z ) ,

Development of factor analysis as a statistical procedure proceeds from the generalized least squares (GLS) model used in regression and other least squares analyses Assuming all variables to be in Z score form for convenience, the model is based on this set of equations: X i1 = w1A Ai + w1B Bi + w1C Ci + w1D Di + + u i1 X i2 = w2A Ai + w2B Bi + w2C Ci + w2D D2 + + u i2 X i3 = w3A Ai + w3B Bi + w3C Ci + w3D Di + + u i3 X iv = wv A Ai + wv B Bi + wvC Ci + wv D Di + + u iv (6.

1 Z 1 2

1) where, for the rst line, X is the score for person i on variable 1, w is the weight for variable 1 for factor A, and A is the score for person i on factor A The equation shows factors A through D and indicates that there may be more Additional variables are indicated, for a total of v variables in the analysis The last element of each equation, u, is that which is unique to that particular variable, often called error or residual Each u is in a separate column to indicate that each is distinct from any other u There are as many distinct us as there are variables It is important to note that each variable s uniqueness (us) includes two sources of variance First is random error due to unreliability and second is that variance in the variable that is not estimable from the factors.

9

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When the preceding equation is solved for each dependent variable, the multiple correlation of the factors with that variable can be computed In factor analysis, the square of that multiple correlation is called the communality (h2) because it is an index of how much that variable has in common with the factors How high can the communality be The absolute maximum is 10, because then all the variation of the variable would be reproduced by the factor But the psychometric maximum is the variable s reliability coef cient, which by de nition is the maximum proportion of the variable that can be.

private Map ejbHomes; private static EJBHomeFactory aFactorySingleton; Context ctx;

Let denote modulo 2 addition. Thus, X X = 1 is equivalent to X = X. We do not minimize I (X; X) directly; instead, we nd a lower bound and then show that this lower bound is achievable. For any joint distribution satisfying the distortion constraint, we have I (X; X) = H (X) H (X|X) = H (p) H (X X|X) H (p) H (X X) H (p) H (D), (10.15) (10.16) (10.17) (10.18)

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7:18

Creating Macros with Script Files ............................................................................................. 995 Creating the script file .................................................................................................... 996 Running a script file ....................................................................................................... 997 Running a script file from within a drawing ......................................................... 997 Running a script when starting AutoCAD or AutoCAD LT ................................... 997 Recording Actions .................................................................................................................. 1000 Creating an action macro.............................................................................................. 1000 Editing an action macro ............................................................................................... 1000 Playing back a macro.................................................................................................... 1002 Creating Slide Shows .............................................................................................................. 1002 Creating slides .............................................................................................................. 1002 Viewing slides .............................................................................................................. 1002 Using scripts to create slide shows................................................................................ 1003 Creating Slide Libraries........................................................................................................... 1005 Summary ................................................................................................................................ 1006