V3 Ã2, 6 ECTS - Fachgruppe Informatik an der RWTH Aachen
V3 Ã2, 6 ECTS - Fachgruppe Informatik an der RWTH Aachen
V3 Ã2, 6 ECTS - Fachgruppe Informatik an der RWTH Aachen
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Lehrstuhl für <strong>Informatik</strong> 6<br />
Prof. Dr. Herm<strong>an</strong>n Ney<br />
Lecture: Pattern Recognition <strong>an</strong>d Neural Networks<br />
• Introduction to<br />
– statistical pattern recognition<br />
– artificial neural networks <strong>an</strong>d their relation to statistical classifiers<br />
• Main topics:<br />
– training <strong>an</strong>d learning<br />
– model-free approaches<br />
– artificial neural networks <strong>an</strong>d discriminative training<br />
– error integrals: properties <strong>an</strong>d estimation<br />
– mixture densities <strong>an</strong>d cluster <strong>an</strong>alysis<br />
– expectation maximization algorithm <strong>an</strong>d hidden Markov models<br />
– feature extraction <strong>an</strong>d linear tr<strong>an</strong>sformations<br />
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