- C plays a major role in controlling overfitting.
{"Image DocumentName": "- C plays a major role in controlling overfitting.", "Image ImageDescription": "Soft Margin: The C Problem. - C plays a major role in controlling overfitting. -Larger C \uf0e0 less training samples that are not in ideal position (which means less training error that affects positively the Classification Performance (CP) ) But smaller margin (affects negatively the (CP) ).C large enough may lead us to overffiting (too much complicated classifier that fits only the training set) -Finding the Right value for C is one of the major problems of SVM: -Smaller C \uf0e0 more training samples that are not in ideal position (which means more training error that affects negatively the Classification Performance (CP)) But larger Margin (good for (CP)). C small enough may lead to underffiting (na\u00efve classifier)", "Image XResolution": "37", "Image YResolution": "37", "Image ResolutionUnit": "Pixels/Centimeter", "Image Software": "SlidePlayer", "Image YCbCrPositioning": "Centered"}