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It is worth noting that the learning process of the growing algorithms is much faster (as computation time) compared with the xed-type learning algorithm from Section 11.3. There are two reasons for this. The rst one is that, here, instead of the whole data set containing all M data, a much smaller subset of only m < M data is used for the learning at each epoch. This subset consists of the data points that belong to the current, worst subarea p . The second reason for the faster performance is that at each learning epoch, only two neurons are used, instead of the whole set of N neurons, as in the case of the algorithm Fixed. We compared all three learning algorithms, namely Fixed, Grow1, and Grow2, in the same example of a large data set, consisting of M 49152 three-dimensional data. This data set was actually the RGB pixels matrix from an image (image 4 from Figure 11.6) with resolution 256 192 pixels. For a predetermined granulation quality of AVmin 12, number of iterations T 350, and learning rate R0 0:11, the CPU time (using the same compiler) was as follows: 119 sec for Grow1, 177 sec for Grow2, and 257 sec for Fixed. At the end of the learning, the number of all generated neurons was as follows: N 109 for Grow1 and N 169 for Grow2. The algorithm Fixed was run with a predetermined number of N 109 neurons. Figure 11.4 shows the convergence of the AVmin for both algorithms. It becomes clear that Grow2 is the fastest among the three vb.net upc-a reader VB . NET UPC-A Barcode Reader SDK - Decode & Scan UPC-A ...
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RasterEdge . NET Image SDK contains a barcode reading plug-in library which can efficiently add UPC-A barcode scanning & detecting ability into your VB . Figure 7.1 The phone list application. This application will give you a feel for how to write applications that can add and delete database records, sort a database, and perform database searches. It can also very easily be expanded into a full-fledged contacts or address book application by adding the appropriate properties to the database records. And you can customize the user interface to suit different needs. The complete source code for the phone list application can be found on the companion CD in the directory \Samples\dbase. The application that is built by the project files is called DBASE.EXE. Niemann, Y F, 496 Nienhuis, A E, 361 Niens, U, 581 Nier, J, 486, 492 Nier, J A, 494 Nisbett, R, 166 Nisbett, R E, 33, 44, 45, 48, 258, 266, 289, 293, 308, 355, 363 Nishida, S, 37 Noller, P, 451 Norasakkunkit, V, 344 Norcross, J C, 128 Nord, M, 432 Norman, R M G, 363 Norman, W T, 61, 65, 86 Norris, P, 161, 166, 174, 181 Northrop, F C S, 604 N then, M M, 78, 101 Novick, O, 77, 93, 101 Nowak, A, 198, 199, 201, 202, 203, 384, 390, 403, 404, 405, 406, 407, 408, 409, 410 Noyes, R, 209 Nozick, R, 547 Nurius, P, 180, 186 Nuss, C K, 331 Oakes, P J. vb.net upc-a reader VB . NET UPC-A barcode Generator - ASP.NET Barcode Reader
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