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with a proper 51 mix or a proper 50 mix Had the footsteps been left in the main 5 channels, which are all full range, the bass effects would have come through properly on all home systems Dolby Digital decoders ignore the LFE channel when downmixing This is because the typical stereo or 4-channel surround system doesn t have a subwoofer Again, this does not mean that the LFE channel represents the subwoofer, only that the extra oomph intended to be supplied in the LFE channel is inappropriate and could muddy the audio Dolby Digital decoders all have built-in bass management, which directs low-frequency signals from all six channels to the subwoofer, if one exists Therefore, the LFE channel should be reserved only for added emphasis to very low frequency effects such as explosions and jets2 As illustrated by the tiptoeing dinosaurs, moving low-frequency audio to the LFE channel does not make the soundtrack better in the home environment This mistaken approach is what has caused complaints about the LFE channel being omitted in downmixing Nothing important in a film soundtrack, including low-frequency audio, should ever be moved out of the main 5 channels Isolating low-frequency audio in the LFE channel does not remove any sort of burden from the center and main speakers since the built-in bass management already does this It s possible to mix all subwoofer sounds in Dolby Digital 50 without an LFE channel at all Some theatrical releases are mixed this way Such a mix will play the same in 51-channel home theaters as in cinemas, since the decoder and receiver automatically route the bass to the speakers that can best reproduce it The 1 channel is present only for an extra kick that the audio engineer might decide should only appear in full 51 audio systems Slipping Synchronization An occasional problem with DVD is lack of proper synchronization between the audio and the video (see 7 for more detail) Players are partly to blame for the problem, but things can be done during production to keep synchronization tight Check the timecodes on the audio to make sure they are correct A handy trick for testing audio sync, especially when no timecodes exist and it has to be aligned by hand, is to bump the audio track forward several frames, check playback, bump it back several frames from the original position, and check playback again If moving it one direction had little or no effect, while.

Figure 7-1

original over the validation set This has the effect that any leaf node added due to coincidental regularities in the training set is likely to be pruned because these same coincidences are unlikely to occur in the validation set Nodes are pruned iteratively, always choosing the node whose removal most increases the decision tree accuracy over the validation set Pruning of nodes continues until further pruning is harmful (ie, decreases accuracy of the tree over the validation set) The impact of reduced-error pruning on the accuracy of the decision tree is illustrated in Figure 37 As in Figure 36, the accuracy of the tree is shown measured over both training examples and test examples The additional line in Figure 37 shows accuracy over the test examples as the tree is pruned When pruning begins, the tree is at its maximum size and lowest accuracy over the test set As pruning proceeds, the number of nodes is reduced and accuracy over the test set increases Here, the available data has been split into three subsets: the training examples, the validation examples used for pruning the tree, and a set of test examples used to provide an unbiased estimate of accuracy over future unseen examples The plot shows accuracy over the training and test sets Accuracy over the validation set used for pruning is not shown Using a separate set of data to guide pruning is an effective approach provided a large amount of data is available The major drawback of this approach is that when data is limited, withholding part of it for the validation set reduces even further the number of examples available for training The following section presents an alternative approach to pruning that has been found useful in many practical situations where data is limited Many additional techniques have been proposed as well, involving partitioning the available data several different times in.

Roger Dressler, Technical Director for Dolby, has remarked that the LFE channel should be renamed to the explosions and special effects channel in order to avoid confusion

7:

moving it in the other direction had a very big effect, chances are that the original position was not optimal3 Make sure the master print was not incorrectly dubbed before being transferred to video If sync steadily worsens, check to see if non-drop timecode is being used on the audio master The difference between 2997 and 30 fps will slowly move the audio out of sync with the video Also make sure the film chain in the telecine machine is run at the proper video speed If sync suddenly changes, suspect a slip during reel change in the telecine process or an edit in the NLE system independent of the audio

-----___~~ 2-- -, --

Figure 7-2