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It was interesting to find that the four classifiers: PCA-LDA, SVM, PCA-SVM, and ICA-SVM had equivalent performance under the two types of cross validations for this trinary data.
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In this regard we are communicating the trinary arithmetic and logic unit (TALU) in modified trinary number (MTN) system, which is suitable for the optical computation and other applications in multivalued logic system.
To do so, the team first translated written words or other data into a standard binary code of 0s and 1s, and then converted this to a trinary code of 0s, 1s, and 2s a step needed to help prevent the introduction of errors.
Hence, the trinary census transform is more robust to errors than the original one.
The entire TCC census transform includes the uses of the trinary census and cross-square pattern.
For instance it is proved that the trinary CHB topology is the best topology in the case of asymmetric condition.
The proposed all-optical circuits use polarized light to present the trinary digits of the MSD numbers.
To use the switching property of the SOA MZI structure, two bits per digit binary encoding for each of the trinary MSD digits are used.
Furthermore, two-bit per digit binary encoding scheme is employed to represent the trinary values of the negabinary modified signed-digits.
The proposed method with the trinary cross color (TCC) census transform reduces the sensitivity in smooth regions and that with the two-pass cost aggregation (TPCA) obtains the stable cost.
Under noisy environment, the original binary census transform yields very different encoded bits as shown in Fig. 3b, while the trinary census transform produces more consistent encoded bits with only one error as shown in Fig. 3c.
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