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The heart-thumping, seat-shaking excitement of action movies relies heavily on deep, powerful low-frequency audio effects DVD provides audio quality that is actually better than what comes on film for theaters it is up to the home theater owner (subject to the spousal approval factor and the neighbor tolerance factor) how close he or she wants to get to a theater sound system All the 1 sound encoding formats on DVD provide special channels for low-frequency effects (LFE) Despite becoming a standard feature, the LFE channel is misunderstood by people producing DVDs and by people listening to them Part of the problem is that the LFE channel is overused by audio engineers It possible and quite normal for all the bass in a movie to be mixed in the five main channels, since they are all full frequency The LFE channel should be reserved for extraordinary bass effects, the type that only work well in a full discrete surround system with at least one subwoofer Again, however, the same bass effects could be mixed in a 50 configuration with no loss or compromise The reason is that modern receivers, particularly those with Dolby Digital and DTS decoders and a separate subwoofer output, have integrated bass management Depending on the speaker configuration, the receiver automatically filters and routes bass below a certain frequency to the speakers that can reproduce it For example, if an audio system has five small bookshelf speakers and a subwoofer, the receiver should send all the bass below 80 Hz or so to the subwoofer In an audio system with a few large speakers, some smaller speakers, and subwoofer or two, the receiver will route low-frequency audio from all channels to the large speakers and the subwoofers It does not matter what channel the bass comes from; all low frequencies from the main channels and the LFE channel will be sent to every speaker that can handle them This is the key to understanding why certain complaints about bass and LFE are groundless A 50 mix does not compromise the audio or cheat owners of high-end audio systems, since all the necessary bass is still in the mix Omitting the LFE channel when downmixing to two channels is not a terrible thing, since nothing important is in the LFE channel only extra oomph effects that few two-channel systems can do justice to This does assume that the engineer creating the audio mix understands the purpose of the LFE channel and does not blindly move all low frequencies into it See 12 for more about bass allocation and LFE mixing.

( a ) Derive a gradient descent rule that minimizes the same criterion as BACKPROP-

The NSFetchRequest class is how you query a persistent object store for its data It uses an NSEntityDescription to know which entity to fetch Listing 17-8 creates an NSFetchRequest and an NSEntityDescription, and assigns the description to the request The NSManagedObjectContext then executes the request Listing 17-8 NSFetchRequest example

.

AGATION; is, the sum of squared errors between the hypothesis and target that values of the training data (b) Derive a second gradient descent rule that minimizes the same criterion as TANGENTPROP Consider only the single transformation s ( a , x ) = x + a 125 EBNN extracts training derivatives from explanations by examining the weights and activations of the neural networks that make up the explanation Consider the simple example in which the explanation is formed by a single sigmoid unit with n inputs Derive a procedure for extracting the derivative where xi is a particular training instance input to the unit, f ( x ) is the sigmoid unit output, and xi denotes the jth input to the sigmoid unit You may wish to use the notation x! to refer to the jth component of xi Hint: The derivation is similar to the derivation of the BACKPROPAGATION rule training 126 Consider again the search trace of FOCL shown in Figure 128 Suppose that the hypothesis selected at the first level in the search is changed to

NSFetchRequest * myRequest = [[NSFetchRequest alloc] init]; NSEntityDescription * entDesc = [NSEntityDescription entityForName:@"Orange" inManagedObjectContext:myContext]; [myRequest setEntity:entDesc]; NSError * error; NSArray * fetchResults = [selfmanagedObjectContext executeFetchRequest:myRequest error:&error]; if(fetchResults == nil) { NSLog(@"an error occurred"); [error release]; }