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Parallel Fast Simulated Annealing Algorithm for Linear ...

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Scope of our research<br />

• We have developed an universal unsupervised data dimensionality reduction<br />

technique, in some aspects similar to Principal Components Analysis (it’s<br />

linear) and Multidimensional Scaling (it’s distance-preserving). What is more,<br />

we try to reduce data sample length at the same time<br />

• Establishing exact <strong>for</strong>m of the trans<strong>for</strong>mation matrix is treated as a<br />

continuous optimization problem and solved by <strong>Parallel</strong> <strong>Fast</strong> <strong>Simulated</strong><br />

<strong>Annealing</strong>.<br />

• The algorithm is supposed to be used in conjunction with various procedures<br />

of data mining e.g. outlier detection, cluster analysis, and classification.<br />

4

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