By Rutkowski L. (Ed), Zadeh L. A. (Ed)
This ebook constitutes the refereed complaints of the seventh overseas convention on man made Intelligence and gentle Computing, ICAISC 2004, held in Zakopane, Poland in June 2004.The 172 revised contributed papers provided including 17 invited papers have been conscientiously reviewed and chosen from 250 submissions. The papers are prepared in topical sections on neural networks, fuzzy structures, evolutionary algorithms, tough units, smooth computing in class, photograph processing, robotics, multiagent platforms, difficulties in AI, clever keep an eye on, modeling and procedure id, clinical purposes, mechanical functions, and functions in a number of fields.
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Additional info for Artificial Intelligence and Soft Computing -- Icaisc 2004
This example and equation (13) is a incredible fact to be seriously taken into account. We manage with our method to be able to compute problems with multiple entries using multivectors (or hypercomplex numbers) by using only one machine instead of using the amount of real valued machines, here and stand for n inputs of m-D real vectors for N classes. Other important comment is that the authors  with the complex valued SVM they can handle only for complex multiple entries a limited number of classes, in contras our method can use multiple hypercomplex entries and practically it has no limit in classes number.
Users use Word, Excel, IE6 and Outlook, which can be allocated on the server or on the client, and Matlab is allocated on the client. Results are reported in Table 2. It is straightforward that if all the applications are free (the Data-Entry group), the thin philosophy gives better results. Note anyway that, over 2000 users, the genetic optimization found a minimum cost system by partitioning users in two server farms (last row of the first group). This contradicts the #3 rule of professional guidelines.
The big advantage of SCA is its ability to reconstruct of original sources even if the number of observations (sensors) is smaller than number of sources under certain weak conditions . We can state the subset selection sub-problem as follows: Find an optimal subset of columns from the matrix A which we denote by such that or equivalently where represents some residual error vector which norm should below some threshold. The problem consists often not only in estimating the sparse vector but also correct or optimal sparsity profile that is the sparsity index that is detection the number of sources.
Artificial Intelligence and Soft Computing -- Icaisc 2004 by Rutkowski L. (Ed), Zadeh L. A. (Ed)