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Machine Learning

Unsupervised Learning: Pattern recognision, dimension reduction, cluster analysis

• "Distance metrics": Euclidean, p-metric (Hölder metric), neigborhood functions in grids, cosine distance, ...
• Voronoi Diagram
• k-means cluster analysis
• Hierarchical cluster
• Self Organizing Maps (Kohonen Maps)

Supervised Learning: Regression, prediction

• Linear regression
• Discriminant analysis
• kNN (k-Nearest-Neighbors)
• Perceptron
• Multilayer perceptron (Neural Network ... next lecture)

Genetic Algorithms

• Holland, John H. “Genetic Algorithms.” Scientific American 267, no. 1 (1992): 66–73. https://www.jstor.org/stable/24939139.
• Dewdney, A. K. “Exploring the Field of Genetic Algorithms. COMPUTER RECREATIONS.” Scientific American 253, no. 5 (1985): 21–33. https://www.jstor.org/stable/24967834.