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No reduction of this dataset is achieved The example above serves to illustrate one of the main weaknesses of this instance-based approach it regularly chooses too many features This is due, in part, to the situation where weights are decremented If more than one feature changes between a PoC and an object of the same class label, then the corresponding feature weights remain unaffected This drawback could be tackled by reducing the weights of the affected features when the change occurs With the modi cation in place and the algorithm run on the dataset, a smaller subset, {a, b, e, f }, is obtained Another alteration may be to decrement each weight proportionally, such as for three irrelevant features whose weights will be reduced by one-third each. As for other tape recording systems, powerful error correcting codes, such as product code using two Reed-Solomon codes, cross-interleaved codes, and a combination of the Reed-Solomon code and the cyclic redundancy check (CRC) code, have been extensively applied to recent digital audio and video systems, including the multitrack PCM taperecording system, DAT (digital audio tape) units, and 8-mm video units [INOU78, TANA80, IMAI90] The cross parity-check code is an attractive new class of tape memory codes It belongs to the convolutional class of codes and has been demonstrated to be a maximum distance separable (MDS) convolutional code with a geometric regularity that gives both error and erasure decoding algorithms [FUJA89] Two-dimensional product codes with reduced redundancy are provided for burst error correction [ROTH98] 111. 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