Opinto-opas 2003-2004

8001652 INTRODUCTION TO PATTERN RECOGNITION, INTRODUCTION TO PATTERN RECOGNITION, 2 ov

Lecturer info
JUSSI TOHKA

Lectures and exercises:
Lectures 28h, Exercises 14h.

Weekly teaching / period

A1

A2

S1

S2

Summer

Lectures (h):

2+

2

-

-

-

Exercises (h):

1+

1

-

-

-

Content of the course
The goal is to introduce basic methods and principles of pattern recognition. Basics of multivariate probability and statistics. Bayesian decision theory. Parameter estimation from training data. Non-parametric techniques for pattern classification. Algorithms for unsupervised classification.

Requirements
Final examination and active participation in exercises.

Literature
Duda, Hart & Stork, "Pattern Classification", 2nd edition, Wiley, 2001.

Information on prerequisites
8000253 or corresponding knowledge. 73050 is useful although the required background on statistics is reviewed during the course.

Prerequisites

Number

Name

OV

P/S

8000253

Introduction to Signal Processing II

3

Obl.

73030

Engineering Mathematics 1

5

Recomm.

73035

Engineering Mathematics 2

5

Recomm.

73050

Statistics

3

Recomm.

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