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- W1506367047 abstract "Kernel methods offer a flexible toolbox for pattern analysis and machine learning. A general class of kernel functions which incorporates known pattern invariances are invariant distance substitution (IDS) kernels. Instances such as tangent distance or dynamic time-warping kernels have demonstrated the real world applicability. This motivates the demand for investigating the elementary properties of the general IDS-kernels. In this paper we formally state and demonstrate their invariance properties, in particular the adjustability of the invariance in two conceptionally different ways. We characterize the definiteness of the kernels. We apply the kernels in different classification methods, which demonstrates various benefits of invariance." @default.
- W1506367047 created "2016-06-24" @default.
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- W1506367047 date "2008-01-01" @default.
- W1506367047 modified "2023-09-24" @default.
- W1506367047 title "Classification with Invariant Distance Substitution Kernels" @default.
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- W1506367047 doi "https://doi.org/10.1007/978-3-540-78246-9_5" @default.
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