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This paper introduces the concept of using a performance measure to select band groups when using a single classifier. Typically, band groups are selected using a proximity measure to determine the similarity or dissimilarity of hyperspectral bands. The problem with that approach is the similarity or dissimilarity of the hyperspectral bands may not be important for some problems. The novelty of using...
Kernel methods for classification is a well-studied area in which data are implicitly mapped from a lower-dimensional space to a higher-dimensional space to improve classification accuracy. However, for most kernel methods, one must still choose a kernel to use for the problem. Since there is, in general, no way of knowing which kernel is the best, multiple kernel learning (MKL) is a technique used...
Previously, we introduced a novel method to estimate adult skeletal age-at-death using the Sugeno fuzzy integral (FI). Specifically, we took a multi-hypothesis testing approach to make the classical FI yield a fuzzy set (FS)-valued result, which is not guaranteed to be normal or convex, based on interval-valued sources of information (aging methods). We showed quantitative results for summarizing...
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