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Principal manifolds and graphs in practice: from molecular biology to dynamical systems.
Clinical Orthopaedics and Related Research, no. 3 (2012): 219-232
We present several applications of non-linear data modeling, using principal manifolds and principal graphs constructed using the metaphor of elasticity (elastic principal graph approach). These approaches are generalizations of the Kohonen's self-organizing maps, a class of artificial neural networks. On several examples we show advantag...More
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