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Multiple-criteria decision analysis
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Related lectures (32)
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Binary Classification by Regression: Decision Functions and Cost Functions
Explores binary classification by regression, decision functions, and various cost functions.
Support Vector Machines: Parameters, Solutions, and Boundaries
Explores SVM parameters, solutions, and decision boundaries, including the uniqueness of solutions and the impact of kernel width.
Linear Models: Classification Basics
Explores linear models for classification, logistic regression, SVM, k-NN, and curse of dimensionality.
Investment Choice: Multi-Criteria Approaches
Explores investment choice using multi-criteria approaches and discusses challenges in criteria selection and scoring methods.
Optimization and Simulation
Covers the general framework of optimization and simulation, including deterministic control and the optimization problem.
Linear Models for Classification: Multi-Class Extensions
Covers linear models for multi-class classification, focusing on logistic regression and evaluation metrics.
Optimisation Strategies: Energy Systems Modelling and Optimization
Explores solving strategies for energy system optimization problems and different types of optimization approaches.
Linear Classification Models: From Binary to Multiclass
Explores the extension of linear classifiers to handle multiclass problems and compares their performance on various datasets.
Support Vector Machines: Basics and Applications
Covers the basics of support vector machines, logistic regression, decision boundaries, and the k-Nearest Neighbors algorithm.
Optimal Decision Making: Exercises and Applications
Covers exercises on optimal decision making, including minimizing costs and optimizing transportation networks.