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cs.LG2009★ 3 cited
A Mirroring Theorem and its Application to a New Method of Unsupervised Hierarchical Pattern Classification
Dasika Ratna Deepthi, K. Eswaran
In this paper, we prove a crucial theorem called Mirroring Theorem which affirms that given a collection of samples with enough information in it such that it can be classified int…
cs.LG2007★ 6 cited
Automatic Pattern Classification by Unsupervised Learning Using Dimensionality Reduction of Data with Mirroring Neural Networks
Dasika Ratna Deepthi, G. R. Aditya Krishna, K. Eswaran
This paper proposes an unsupervised learning technique by using Multi-layer Mirroring Neural Network and Forgy's clustering algorithm. Multi-layer Mirroring Neural Network is a neu…