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// and repeat the process of obtaining a connection. // Also wake up threads that were waiting for a // connection because maxConnection limit was reached. if (existingConnection.isClosed()) { notifyAll(); // Freed up a spot for anybody waiting return(getConnection()); } else { busyConnections.addElement(existingConnection); return(existingConnection); } } else { Three possible cases: 1) You haven t reached maxConnections limit. So establish one in the background if there isn t already one pending, then wait for the next available connection (whether or not it was the newly established one). 2) You reached maxConnections limit and waitIfBusy flag is false. Throw SQLException in such a case. 3) You reached maxConnections limit and waitIfBusy flag is true. Then do the same thing as in second part of step 1: wait for next available connection. ((totalConnections() < maxConnections) && !connectionPending) { makeBackgroundConnection(); } else if (!waitIfBusy) { throw new SQLException( Connection limit reached ); } // Wait for a new connection to be established // (if you called makeBackgroundConnection) or for // an existing connection to be freed up. try { wait(); } catch(InterruptedException ie) {} // Someone freed up a connection, so try again. return(getConnection()); } } // // // // // // // You can t just make a new connection in the foreground when none is available because this can take several seconds with a slow network connection. Instead, start a thread that establishes a new connection, then wait. You get woken up either when the new connection is established or if someone finishes with an existing connection. // // // // // // // // // // // if

If Z and T are two random variables: E (Z E(Z))2 (T E(T ))2 4E(Z 2 T 2 ) + 12E(Z 2 )E(T 2 ).

det Var X(t ), X (t ), . . . , X(2k 1) (t )

2 /2

The activity in these cells does not signal reward It does not even signal that reward will be coming soon The activity in these cells tells us that there is an error in our prediction about reward If the juice arrives when we expect it to arrive, then there is no error in our prediction and the dopamine nerve cells do not send out a signal If the juice arrives unexpectedly, then the reward is better then we expected and the nerve cells send out a positive signal If the juice fails to arrive when it should, then the reward is worse than we expected and the nerve cells send out a negative signal These signals about the errors of our predictions enable us to learn about the world without needing a teacher.

For entities that have a large number of entity attributes and associated methods, it may be easier to not only use DTOs, but to use generic ones that are based on collection classes, such as java.util.HashMap. This is an example of the Flat View refactoring (found later in this chapter). This enables a collection of data to be transported without creating a custom DTO class to represent that data. This refactoring can also be used to simplify the task of conveying DTO hierarchies.

6: Interacting with Relational Databases As you can see, this looks almost like a normal simple SELECTt. The result gives you all the values as a list of all the columns for both tables. The rows are returned with the first declared table and then the second declared table. If you want to reverse the order, you can use the JOIN keyword:

Longitudinal studies have become increasingly important in recent years for researching many scientific issues. One common feature of these studies is that measurements of the same individuals for the same variables are taken repeatedly over time. Since researchers realized that observations from the same individual would be more alike than observations from different individuals, analytical methods were modified to account for this within-person correlation. In the case of a binary response, for example, logistic regression models for cross-sectional data were extended to marginal logistic models for longitudinal data. For most of these methods, it was assumed that data from different individuals were independent. When data are obtained from a longitudinal survey with a complex design that involves clustering of subjects, there may be cross-sectional correlations among subjects in addition to within-individual dependencies. This means that methods that account for both types of dependency are required in order to avoid erroneous inferences. In this paper, we extend marginal logistic regression modelling techniques for binary responses to longitudinal survey data. We show how the survey weights may be used in order to obtain consistent estimates of the logistic model coefficients. We then describe a designbased bootstrap method for obtaining robust variance estimates of the estimated coefficients. This method makes use of the survey bootstrap weights obtained by the Rao Wu (1988) approach and can account for the between- and within-individual correlation as well as nonresponse and calibration weight adjustments in a straightforward manner.