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One after-the-fact approach to attrition is to analyze data as though all participants received the treatment to which they were initially assigned This approach is often called intent-to-treat (ITT) analysis The ITT approach will typically provide a conservative estimate of the treatment effect because some portion of those assigned to the treatment did not in fact receive it Obviously, the ITT analysis also requires that outcome measures be available even if the person dropped out of the assigned condition (or switched to another condition) In general, if the ITT approach is used, the results of this analysis should be reported in conjunction with other analyses Another approach is to replace missing data Considerable work has been done in the last two decades on data imputation (eg, Rubin, 1987; Schafer, 1997).

print \n ; $label = $labels[ $num - 1 ]; if ($label) { $messages = $gmail->get_messages( label => $label ); labeled messages $id = 1; $num = 0; foreach ( @{$messages} ) { iterate through them print $id . \t . $_->{ sender_email } . \t . strip_bold( $_->{ subject } ) . \n ; message data $id++; }

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As Graham and Donaldson (1993) demonstrated, taking extra steps to obtain outcome data from a sample of dropouts can greatly aid in the imputation of missing data In addition, other kinds of analyses, summarized next, can be used in an attempt to adjust for any nonequivalence that is created by attrition Again, multiple analyses, using alternative ways of dealing with missing data, are suggested as a way to increase con dence that the conclusions of an evaluation do not ride on some single (and perhaps incorrect) set of assumptions that underlie a single form of analysis (Shadish et al, 2002) Statistical Adjustments A variety of statistical techniques, including the analysis of covariance (ANCOVA), latent variable structural equation modeling, selection modeling, and propensity scores, can be used to try to adjust for nonequivalencies introduced by attrition in randomized experiments.

However, these techniques are more commonly discussed in terms of their use in quasiexperiments, where the absence of random assignment often.

Eb/N0 (dB)

which leads into a series of equations: J /C 1 n1 S 1 = N1 /n1 S 1 N2 /n2 S 2 J /C 2 n2 S 2 = N2 /n2 S 2 N3 /n3 S 3 . . . G J /C G n G S = NG /n G S G NG +1 /n G +1 S G +1

. . . .

// Put Data chunk in overt2... strcpy(tmp, data ); fwrite( tmp, sizeof(char), strlen(tmp), overt2Stream ); // Put the size of the covert data in overt2... fwrite( &covert_siz, sizeof(__int32), 1, overt2Stream );

brief stimulus presentations (see Bargh & Chartrand, 2000, for procedural details) Although perceivers are unable to describe the stimuli to which they have been exposed, they nevertheless show evidence of priming effects We have already described one experiment by Devine (1989) that showed that subliminal activation of words associated with the African American stereotype caused perceivers to view an ambiguously aggressive target as more hostile, compared to individuals who had not been primed with the stereotypic concepts Similar ndings have been reported by other researchers (eg, Bargh & Pietromonaco, 1982), con rming that priming effects can occur outside of the perceiver s conscious awareness It is usually assumed that for these assimilative priming effects to occur, not only must the relevant concept be accessible, but it must also be applicable (Higgins, 1996).

exploit the fruitful possibilities he saw for a productive union of the two disciplines, his intellectual progeny, Harold Lasswell, was the rst to enter boldly into the psychological house of ill repute, establish a liaison, and sire a set of ideas and in uences of great vitality (p 18) Machiavelli s famous treatise serves as testimony that, from the beginning, the study of personality in politics constituted an integral part of political-psychological inquiry In the modern era, the tradition dates back to Sigmund Freud, who collaborated with William Bullitt on a psychological study of US president Woodrow Wilson (Freud & Bullitt, 1967) Types of Personality-in-Politics Inquiry In examining the state of the personality-in-politics literature, Greenstein (1969) proposed three types of personalityin-politics inquiry: individual, typological, and aggregate Individual inquiry (Greenstein, 1969, pp 63 93), which is idiographic in orientation, involves single-case psychological analyses of individual political actors.

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