Vishwakarma Institute of Technology B.E. (Electronics)
Vishwakarma Institute of Technology B.E. (Electronics)
Vishwakarma Institute of Technology B.E. (Electronics)
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Bansilal Ramnath Agarwal Charitable Trust’s<br />
<strong>Vishwakarma</strong> <strong>Institute</strong> <strong>of</strong> <strong>Technology</strong>, Pune – 411 037<br />
Department <strong>of</strong> <strong>Electronics</strong> Engineering<br />
A) Linear discriminant function and decision surface, Perceptron, Support vector<br />
machines<br />
B) Multicategory generalization<br />
Unit V<br />
Unsupervised learning and clustering<br />
(9 Hrs)<br />
A) Criterion functions for clustering, Algorithms for clustering: K-means,<br />
Hierarchical and other methods, Cluster validation, component analysis.<br />
B) Low dimensional representation and multidimensional scaling<br />
Text Books<br />
1. Pattern Classification, R.O.Duda, P.E.Hart and D.G.Stork, John Wiley, 2001<br />
2. Pattern Recognition, S.Theodoridis and K.Koutroumbas, 4th Ed., Academic Press,<br />
2009<br />
Reference Books<br />
1. Pattern Recognition and Machine Learning, C.M.Bishop, Springer, 2006<br />
Structure & Syllabus <strong>of</strong> B.E (<strong>Electronics</strong> ) Program – Pattern ‘C11’, Rev01, dt. 2/4/2011<br />
47
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