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as an object that is Stable, Liftable, and an OpenVessel The domain theory also defines each of these three attributes in terms of more primitive attributes, tenninating in the primitive, operational attributes that describe the instances Note the domain theory is not perfectly consistent with the training examples For example, the domain theory fails to classify the second and third training examples as positive examples Nevertheless, the domain theory forms a useful approximation to the target concept KBANN uses the domain theory and training examples together to learn the target concept more accurately than it could from either alone In the first stage of the KBANN algorithm (steps 1-3 in the algorithm), an initial network is constructed that is consistent with the domain theory For example, the network constructed from the Cup domain theory is shown in Figure 122 In general the network is constructed by creating a sigmoid threshold unit for each Horn clause in the domain theory KBANN follows the convention that a sigmoid output value greater than 05 is interpreted as True and a value below 05 as False Each unit is therefore constructed so that its output will be greater than 05 just in those cases where the corresponding Horn clause applies For each antecedent to the Horn clause, an input is created to the corresponding sigmoid unit The weights of the sigmoid unit are then set so that it computes the logical AND of its inputs In particular, for each input corresponding to a non-negated antecedent,

The addPhoto method (Listing 16-15) allows new photos to be inserted As it is a simple example, the method merely gets the photo from your resources group The addPhoto method first creates a SQL string with parameters The method then replaces the question marks by binding them to the appropriate value For instance, the name column is text, so addPhoto binds it to a C string The UIImage is binary, so it is bound to a blob After binding, addPhoto then inserts the record by calling the sqlite3_step method This method is called only once, as no data is returned from the insert statement Notice, for brevity, an examination of the return code is omitted, as is other error handling from Listing 16-6 forward Updating Records

aReference rates for single-speed drives The transfer rate for double-speed drives is 300 KB/s for CDROM and 2705 KB/s for DVD-ROM, and so on

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1 Return to the Xcode project 2 Drag womanpng from the book s Resources folder to the Resources group in Xcode 3 Add a new NSInteger called currentID to MyDBProjectViewControllerm Change the

Capacity A CD-ROM holds about 650 megabytes This can be pushed to about 730 megabytes by squeezing the tracks tighter together A singlelayer DVD holds 44 gigabytes, which is seven times what a CD-ROM holds A dual-layer DVD holds 80 gigabytes, 125 times more than a CD-ROM A double-sided, single-layer DVD holds 88 gigabytes, 14 times more than a CD-ROM A double-sided, dual-layer DVD holds 159 gigabytes, which is 25 times what a CD-ROM holds (See page 133 for an explanation of the improvements from CD to DVD that account for the increased capacity) Speed The CD-ROM specification requires a minimum transfer rate of 150 KB/s (150 210 bytes per second) Memory buffers and multispeed CDROM drives can raise the transfer rate much higher, above that of a singlespeed (1X) DVD-ROM drive Multispeed drives spin the disc at higher multiples of the standard velocity to increase the rate at which data are read off the CD However, producers of CD-ROM based software often must deal with the installed base of single-speed or double-speed CD-ROM drives The DVD-ROM specification requires a minimum transfer rate of 1108 million bits per second (1353 kilobytes per second), which is nine times faster than a single-speed CD-ROM drive at 123 million bits per second or roughly equivalent to a 9X CD-ROM drive As with CD-ROM drives, the manufacturers will continually increase the speed of DVD-ROM drives to improve performance Double-speed and faster DVD-ROM drives came out

changeImage method to update this new variable with the current photo s id from the database (Listing 16-17)

FIGURE 122 A neural network equivalent to the domain theory This network, created in the first stage of the KBANN algorithm, produces output classifications identical to those of the given domain theory clauses Dark lines indicate connections with weight W and correspond to antecedents of clauses from the domain theory Light lines indicate connections with weights of approximately zero

8

4 Add a new method called changeAPhotoImage to PhotosDAO (Listing 6-18) 5 Add a new IBAction called changePhotosImage to MyDBProjectViewController

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7 Connect the changePhotosImage action to the Change button 8 Save and exit Interface Builder Click Build And Go to run the application in the iPhone