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more restricted than general Horn clauses, because the literals are not pennitted to contain function symbols (this reduces the complexity of the hypothesis space search) Second, FOIL rules are more expressive than Horn clauses, because the literals appearing in the body of the rule may be negated FOIL has been applied to a variety of problem domains For example, it has been demonstrated to learn a recursive definition of the QUICKSORT algorithm and to learn to discriminate legal from illegal chess positions The FOIL algorithm is summarized in Table 104 Notice the outer loop corresponds to a variant of the SEQUENTIAL-COVERING discussed earlier; algorithm that is, it learns new rules one at a time, removing the positive examples covered by the latest rule before attempting to learn the next rule The inner loop corresponds to a variant of our earlier LEARN-ONE-RULE algorithm, extended to accommodate first-order rules Note also there are a few minor differences between FOIL and these earlier algorithms In particular, FOIL seeks only rules that predict when the target literal is True, whereas our earlier algorithm would seek both rules that predict when it is True and rules that predict when it is False Also, FOIL performs a simple hillclimbing search rather than a beam search (equivalently, it uses a beam of width one) The hypothesis space search performed by FOIL is best understood by viewing it hierarchically Each iteration through FOIL'S outer loop adds a new rule to its disjunctive hypothesis, L e a r n e d ~ u l e sThe effect of each new rule is to gen

Listing 13-18

$10,000 initial (no per-product fees)

#import "MyImagePickerDelegateh" @implementation MyImagePickerDelegate @synthesize selectedImage; - (void) imagePickerControllerDidCancel: (UIImagePickerController *) picker { [pickerparentViewController dismissModalViewControllerAnimated: YES]; [picker release]; } - (void)imagePickerController:(UIImagePickerController *) picker didFinishPickingMediaWithInfo:(NSDictionary *) info { selfselectedImage = (UIImage*)[info objectForKey:UIImagePickerControllerOriginalImage]; [pickerparentViewController dismissModalViewControllerAnimated: YES]; [picker release]; } - (void) dealloc { [selectedImage release]; [super dealloc]; } @end

FOIL(Target-predicate, Predicates, Examples) Pos c those Examples for which the Target-predicate is True Neg c those Examples for which the Target-predicate is False

Player manufacturers, software player developers, disc replicators, large content developers Hardware manufacturers (players, graphics cards) Content developers

Listing 13-19

Learn a NewRule New Rule t the rule that predicts Target-predicate with no preconditions NewRuleNeg t Neg while NewRuleNeg, do Add a new literal to specialize New Rule Candidateliterals t generate candidate new literals for NewRule, based on Predicates Bestliteralt argmax Foil-Gain(L,NewRule)

Who Pays DVD-Audio player manufacturers and software player developers, A/V receiver manufacturers Player manufacturers, software player developers Disc replicators Player manufacturers, software player developers Disc replicators or content developers Player manufacturers, software player developers Audio production houses

#import <UIKit/UIKith> #import "MyImagePickerDelegateh" @interface CameraProjectViewController : UIViewController { IBOutlet MyImagePickerDelegate * imgPickerDelegate; IBOutlet UIImageView * theImageView; }

$004 per disc or per program $25,000 per year (for source code) or $10,000 per year (for object code) $50 per watermarked track 25% of revenue on watermarking equipment

add Bestliteral to preconditions of NewRule NewRuleNeg c subset of NewRuleNeg that satisfies NewRule preconditions

13:

Manufacturers of authoring or mastering systems Player manufacturers, software player developers Disc replicators and fulfillment houses

@property (nonatomic, retain) MyImagePickerDelegate * imgPickerDelegate; @property (nonatomic, retain) UIImageView * theImageView; - (IBAction) takePicture: (id) sender; - (IBAction) selectPicture: (id) sender; @end

L e a r n e d ~ ues c Learned-rules NewRule l Pos t Pos - {members of Pos covered by NewRule) Return Learned-rules

4

Listing 13-20

royalties also may be owed to Discovision Associates, which owns about 1300 optical disc patents The licensor of CSS, CPPM, and CPRM encryption technology is DVD CCA (Copy Control Association)13 Macrovision licenses its analog antirecording technology to hardware makers There are no royalty charges for player manufacturers Macrovision charges a per-disc royalty to content publishers Dolby licenses Dolby Digital decoders on a per-channel basis Philips, on behalf of CCETT and IRT, also charges per player and per disc for patents underlying Dolby Digital MPEG-LA (MPEG Licensing Administrator) represents most MPEG-2 patent holders, with licenses per player and per disc, although there seems to be disagreement on whether content producers owe royalties for discs Nissim claims 25 cents per player for parental management patents, but there is disagreement on whether the patents apply to DVD and if they are valid Hewlett Packard and Philips state that there are no licensing costs for manufacturers who include DVD+RW read capability in their units Implementation of the DVD-RAM specification incurs no royalties so long as no patented technologies are used The various licensing fees add up to over $30 in royalties for a $300 DVD player and about 20 cents per disc Disc royalties are paid by the replicator

TABLE 104 The basic FOIL algorithm The specific method for generating Candidateliterals and the definition of Foil-Gain are given in the text This basic algorithm can be modified slightly to better accommodate noisy data, as described in the text

#import "CameraProjectViewControllerh" @implementation CameraProjectViewController @synthesize imgPickerDelegate; @synthesize theImageView; - (void) viewDidLoad { [super viewDidLoad]; if(!([UIImagePickerController isSourceTypeAvailable: UIImagePickerControllerSourceTypeCamera])) { NSLog(@"Camera not supportedquitting application"); UIAlertView * myAlert = [[UIAlertView alloc] initWithTitle:@"Camera Error" message:@"Camera Not Supported Application will terminate" delegate:nil cancelButtonTitle:nil otherButtonTitles:@"OK", nil]; [myAlert show]; [myAlert release]; //warning - terminate is undocumented api [[UIApplication sharedApplication] terminate]; } } - (IBAction) takePicture: (id) sender { UIImagePickerController * pickCont = [[UIImagePickerController alloc] init]; pickContdelegate = imgPickerDelegate; pickContallowsImageEditing = YES; pickContsourceType = UIImagePickerControllerSourceTypeCamera; [self presentModalViewController:pickCont animated:YES]; NSLog(@"heynow"); } - (IBAction) selectPicture: (id) sender { UIImagePickerController * pickCont = [[UIImagePickerController alloc] init]; pickContdelegate = imgPickerDelegate;