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where H in this case is an M N matrix with each row corresponding to a principal component. H is formed from the principal components corresponding to the M largest eigenvalues. Imaging systems based on compressive linear projections are considered by Neifeld and Shankar [186]. Figure 7.19 shows an example of an image training set. The face images were divided into 8 8 pixel blocks; each block was used as an example of a 64-element signal vector. The 16 strongest features arising from KL decomposition of the covariance are shown in Fig. 7.19(b). One may obtain image delity improvements in addition to compressive sampling advantages due to feature-speci c sampling. As an example, Fig. 7.20 illustrates reconstruction of a face from conventional pixel sampling and from KL feature-speci c sampling in the presence of additive white Gaussian noise.

s (k )

From these plots it is clear that the behavior of the error e(s) = y ( r ) - g,L,F,(x) is significantly worse near the endpoints than in the interior. The Lagrange interpolation with equidistributed nodal points is known to be notoriously bad. In his famous example from 1901,Carl Runge shows that the sequence of Lagrange interpolants g,, , p with equidistributed nodal points diverges for otherwise a very nice function g(x) = 1/(1 2 5 r 2 ) in the interval (-1,l) as p + x (for details see, e.g., [62]).

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Oracle 8i Release 3 (8.1.7) also includes a copy of the Apache server. We recommend that you disable this version of the Apache Listener before you attempt to install Oracle 9iAS. The Apache HTTP server that is installed with the database does not include some of the advanced functions that are available with the Oracle 9i application server. Oracle 9iAS takes approximately 500MB of disk space. Inside of the database Portal requires 150MB of storage in the SYSTEM tablespace and 150MB of storage in the USERS tablespace upon installation. You will want to verify that you have sufficient disk space on your fileserver as well as enough free tablespace storage for the various tables, packages, and other database objects. Previous versions of Oracle9iAS Portal relied solely upon PL/SQL in order to run but Oracle 9iAS makes use of Java Services in the Oracle Database. In order to safely load the Java classes and Java stored procedures, you will need to change several initialization parameters. 1. Select the instance of the database that you wish to install Oracle9iAS Portal into and get the password for the SYS account (and the INTERNAL password as well). 2. Locate the init.ora file for the selected instance (in the %oracle_home% path) (%oracle_home%/admin/<instance-name>/pfile/init.ora). 3. Locate and change the following parameters to the values as shown here:

Although we have focused so far on real-valued random variables, we shall often encounter applications that deal with random variables that assume complex values. Accordingly, a complex-valued random variable is defined as one whose real and imaginary parts are real-valued random variables, say,

Resizing is pretty easy; just make sure you re resizing to the correct aspect ratio. Table 10.1 lists a few common sizes for standard and widescreen aspect ratios.

(2.50) Subsequently,by exploiting Parseval s Theorem [ 1161, the MSE can be written as : (2.51)

Photoshop doesn t allow you to make a clipping path until you have saved the path. You need to name the path. In this case, we named the path Salt Shaker, as shown in Figure 17.34.

The above adaptive learning algorithm can easily be generalized by minimizing the following cost function 1 Jpq [w1 ] = | p,q {y1 }| = p,q {y1 }, p p (5.17)

The TunnelGuard Agent provides a status of its findings in the checks and system monitoring information back to the TunnelGuard Daemon, which runs on the VPN Router. The TunnelGuard Agent does not run all of the time on the end user s PC. It does start when the PC is first booted, but remains inactive and initializes only when a User VPN tunnel is initiated. After the tunnel session is complete and the client disconnects from the tunnel, the Agent remains inactive until the tunnel is brought up again.

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