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 />
FF No. : 654<br />
EC42203 :: PATTERN RECOGNITION<br />
Credits: 01<br />
Teaching Scheme: - Tutorial 1 Hrs/Week<br />
Prerequisites:<br />
Objectives: To familiarize the student with<br />
• Pattern recognition Techniques<br />
• Bayesian decision theory<br />
• Non parametric Techniques<br />
• Different clustering Techniques.<br />
• Mapping with PEO : 1,2,3,6,7,8,9<br />
List <strong>of</strong> Contents<br />
1. Concept <strong>of</strong> pattern recognition and Machine perception.<br />
2. Analysis <strong>of</strong> Bayesian Decision theory continuous features<br />
3. Analysis <strong>of</strong> Bayesian Decision theory discrete features<br />
4. Analysis <strong>of</strong> Maximum-Likelihood estimation<br />
5. Study <strong>of</strong> different Classification methods.<br />
6. Analysis <strong>of</strong> Neighbour method-1<br />
7. Analysis <strong>of</strong> Neighbour method- 2<br />
8. Analysis <strong>of</strong> Linear discriminant function<br />
9. Analysis <strong>of</strong> Support vector machines<br />
10. Analysis <strong>of</strong> Algorithms for clustering-1<br />
11. Analysis <strong>of</strong> Algorithms for clustering -2<br />
12. Analysis <strong>of</strong> cluster validation<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 />
2. 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 />
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