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DVD-RAM is the best suited of the writable DVD formats for use in computers because of its hardware-based defect management, zoned CLV format for rapid access, and high number of rewrites DVD-RAM is also intended for consumer audio and video recording A major difference between DVD-RAM and all other physical DVD formats is that embossed headers are used to identify the physical sectors The address used by the drive to read or write sectors is the physical address, not the logical sector number Because of this difference, along with low reflectivity, tracking changes for land and groove recording, modified access control for zoned CLV, defect management, and a different starting location of the data area, DVD-RAM discs cannot be read by DVD drives and players built before 1998, as well as many built since then Defect management is handled automatically by the drive Two replacement methods are used Slipping replacement is used first, where a defective physical sector is replaced by the first nondefective following physical sector The primary defect list (PDL) records information about defective sectors found during manufacturing, as well as those found during later formatting The PDL can only be changed by re-formatting The number of sectors in a group to be listed in the PDL shall not exceed the number of sectors in the spare area in that group Linear replacement is the second defect-management method, where a defective physical sector causes the containing ECC block (16 sectors) to be replaced by a block of sectors from a spare area Defective sector blocks are listed in the secondary defect list (SDL) recorded on the disc DVD-RAM defines two types of spare areas from which to allocate replacement sectors The primary spare area (PSA), consisting of 12,800 sectors, is preassigned during formatting The supplementary spare area (SSA) is also assigned during formatting but can be expanded later The supplementary spare area can range from 0 to 97,792 sectors Once the primary spare area is used up, the supplementary spare area is used and enlarged as needed Slipping replacement is quick because defective sectors are replaced by nearby sectors Linear replacement is slower because it requires a head seek operation to get to the spare area to write or read the replacement block However, linear replacement is the only way to handle defects during recording without formatting the media Each time a data sector is overwritten, the recording start position is randomly shifted by 0 to 15 channel bits, and the lengths of the guard fields are changed by 0 to 7 bytes to accommodate This random placement of the data keeps the recording surface from being stressed when the same data is written multiple times.

where p is a constant provided by the user to determine the relative importance of fitting training values versus fitting training derivatives Notice the first term in this definition of E is the original squared error of the network versus training values, and the second term is the squared error in the network versus training derivatives Simard et al (1992) give the gradient descent rule for minimizing this extended error function E It can be derived in a fashion analogous to the derivation given in 4 for the simpler BACKPROPAGATION rule

(Figure 17-4)

.

8 Create a new entity called Crate, a new entity called Apple, and one called Orange Also,

Simard et al (1992) present results comparing the generalization accuracy of TANGENTPROPand purely inductive BACKPROPAGATION problem of recognizing for the handwritten characters More specifically, the task in this case is to label images containing a single digit between 0 and 9 In one experiment, both TANGENTPROP BACKPROPAGATIONtrained using training sets of varying size, then and were evaluated based on their performance over a separate test set of 160 examples The prior knowledge given to TANGENTPROP the fact that the classification was of the digit is invariant of vertical and horizontal translation of the image (ie, that the derivative of the target function was 0 with respect to these transformations) The results, shown in Table 124, demonstrate the ability of TANGENTPROP using this prior knowledge to generalize more accurately than purely inductive BACKPROPAGATION