O_ocw_intsys_21_22_01 - Intelligent Systems

Diagrama de temas

• Seleccionar tópico Intelligent Systems

  Intelligent Systems

  Colapsar todo Expandir todo

  

  • Seleccionar actividad INTELLIGENT SYSTEMS Course Description In this c...

    INTELLIGENT SYSTEMS

    Course Description

    In this course we focus on search and optimization techniques for solving AI problems and knowledge representation dealing with uncertain.
    We study general high-level procedures (metaheuristics) that are among the most effective solution strategies for solving combinatorial optimization problems in practice. They are designed to solve large-scale optimization problems that cannot be solved in reasonable processing time by the classic combinatorial optimization methods.
    On the other hand, we present the ability of fuzzy rule-based systems to deal with unknown or incompletely specified environments and their applications in real world problems.

  • Seleccionar actividad Authors: Elisa Guerrero Vazquez  (elisa.guerrer...

    Authors:

    • Elisa Guerrero Vazquez  (elisa.guerrero@uca.es)
    • Andrés Yáñez Escolano
    • María de la Paz Guerrero Lebrero
    • Guillermo Bárcena González

    Computer Sciences Department (University of Cadiz)

  • Seleccionar actividad Keywords Metaheuristics, Simulated Annealing, Tab...

    Keywords

    Metaheuristics, Simulated Annealing, Tabu Search, Constraint Satisfaction Problems, Genetic Algorithms, Particle Swarm Optimization, Fuzzy Systems, Mandani Inference

  • Seleccionar actividad Syllabus    Advanced techniques in Search and Opt...

    Syllabus

       Advanced techniques in Search and Optimization

             1.   Constraint Satisfaction Problems

             2.  Metaheuristics based on trajectories

             3.   Metaheuristics based on populations

        Uncertainty

             4.  Fuzzy Systems

    Learning results

    1. Know the basics of Intelligent Systems through the description and identification of optimization and search problems.
    2. Define constraint satisfaction problems, and study techniques and metaheuristics for their resolution.
    3. Know and apply the main metaheuristics based on trajectories, such as simulated annealing and taboo search.
    4. Know and apply the main population-based metaheuristics, such as genetic algorithms and particle clusters.
    5. Know different approaches for managing uncertainty such as Fuzzy systems.

• Seleccionar tópico 1. Constraint Satisfaction Problems (CSP)

  1. Constraint Satisfaction Problems (CSP)

   1. Constraint Satisfaction Problems

  • Seleccionar actividad Materials

    Materials

  • Seleccionar actividad 1 - Constraint Satisfaction Problems

    

    1 - Constraint Satisfaction Problems Archivo
  • Seleccionar actividad Video: Applications of Graph Colouring

    

    Video: Applications of Graph Colouring URL
  • Seleccionar actividad Activities and Excercises

    Activities and Excercises

  • Seleccionar actividad Activity 1.1: Backtracking and the Graph Colouring Problem

    

    Activity 1.1: Backtracking and the Graph Colouring Problem Archivo
  • Seleccionar actividad Activity 1.2: General Purpose Heuristics

    

    Activity 1.2: General Purpose Heuristics Archivo
  • Seleccionar actividad Activity 1.3: Heuristics Implementation

    

    Activity 1.3: Heuristics Implementation Archivo
  • Seleccionar actividad Adjacency Matrix

    

    Adjacency Matrix Archivo
  • Seleccionar actividad Activity 1.4. Local Search: Tasks and workers

    

    Activity 1.4. Local Search: Tasks and workers Archivo
  • Seleccionar actividad Self-Assessment

    Self-Assessment

  • Seleccionar actividad Backtracking Rubric

    

    Backtracking Rubric Archivo
  • Seleccionar actividad Answers-Graph Colouring Problem

    

    Answers-Graph Colouring Problem Archivo
  • Seleccionar actividad Self-Assessment Quiz

    

    Self-Assessment Quiz Archivo
  • Seleccionar actividad References (copia)

    References

  • Seleccionar actividad Intelligent Systems - Schalkoff (UCA-Library)

    

    Intelligent Systems - Schalkoff (UCA-Library) URL
  • Seleccionar actividad Artificial Intelligence - Russell & Norvig (UCA-Library)

    

    Artificial Intelligence - Russell & Norvig (UCA-Library) URL
  • Seleccionar actividad Website: Artificial Intelligence: A Modern Approach

    

    Website: Artificial Intelligence: A Modern Approach URL
• Seleccionar tópico 2. Trajectory-based Metaheuristics

  2. Trajectory-based Metaheuristics

  2. Trajectory-based Metaheuristics

  • Seleccionar actividad Materials (copia)

    Materials

  • Seleccionar actividad 2- Trajectory-based Metaheuristics

    

    2- Trajectory-based Metaheuristics Archivo
  • Seleccionar actividad Activities and Excercises (copia)

    Activities and Excercises

  • Seleccionar actividad Activity 2.1: Annealing and Tasks & Workers

    

    Activity 2.1: Annealing and Tasks & Workers Archivo
  • Seleccionar actividad Activity 2.2: Tabu search & SAT

    

    Activity 2.2: Tabu search & SAT Archivo
  • Seleccionar actividad Activity 2.3. Comparative study

    

    Activity 2.3. Comparative study Archivo
  • Seleccionar actividad Self-Assessment

    Self-Assessment

  • Seleccionar actividad Self-Assessment Quiz

    

    Self-Assessment Quiz Archivo
  • Seleccionar actividad Solved-Exercise: SAT&Tabu

    

    Solved-Exercise: SAT&Tabu Archivo
  • Seleccionar actividad References (copia) (copia)

    References

  • Seleccionar actividad Artificial Intelligence - Russell & Norvig (UCA-Library)

    

    Artificial Intelligence - Russell & Norvig (UCA-Library) URL
  • Seleccionar actividad Intelligent Systems - Schalkoff (UCA-Library)

    

    Intelligent Systems - Schalkoff (UCA-Library) URL
• Seleccionar tópico 3. Population-based Metaheuristics

  3. Population-based Metaheuristics

   3. Population-based Metaheuristics

  • Seleccionar actividad Materials (copia)

    Materials

  • Seleccionar actividad Unit 3. Population-based Metaheuristics

    

    Unit 3. Population-based Metaheuristics Archivo
  • Seleccionar actividad Activities and Excercises (copia)

    Activities and Excercises

  • Seleccionar actividad Activity 3.1: Before Listening

    

    Activity 3.1: Before Listening Archivo
  • Seleccionar actividad Genetic Algorithms explained in 4 minutes

    

    Genetic Algorithms explained in 4 minutes Archivo
  • Seleccionar actividad Activity 3.2. Genetic Operators

    

    Activity 3.2. Genetic Operators Archivo
  • Seleccionar actividad Activity 3.3: CrossoverMethods

    

    Activity 3.3: CrossoverMethods Archivo
  • Seleccionar actividad Activity 3.4: PSO

    

    Activity 3.4: PSO Archivo
  • Seleccionar actividad Self-Assessment

    Self-Assessment

  • Seleccionar actividad U3_GAQuizz

    

    U3_GAQuizz Archivo
  • Seleccionar actividad References (copia)

    References

  • Seleccionar actividad How to solve it. Modern Heuristics - Michalewicz, Z. & Fogel D. (UCA-Library)

    

    How to solve it. Modern Heuristics - Michalewicz, Z. & Fogel D. (UCA-Library) URL
  • Seleccionar actividad Metaheuristics. From design to implementation. El-Ghazali Talbi. (Wiley 2009)

    

    Metaheuristics. From design to implementation. El-Ghazali Talbi. (Wiley 2009) URL
  • Seleccionar actividad Swarm Intelligence

    

    Swarm Intelligence URL
• Seleccionar tópico 4. Uncertainty

  4. Uncertainty

  Fuzzy Systems

  • Seleccionar actividad Materials (copia)

    Materials

  • Seleccionar actividad Fuzzy Systems

    

    Fuzzy Systems Archivo
  • Seleccionar actividad Fuzzy Systems - An introduction

    

    Fuzzy Systems - An introduction URL
  • Seleccionar actividad Activities and Excercises (copia)

    Activities and Excercises

  • Seleccionar actividad Activity 4.1: Fuzzy Operators & Tipping in a restaurant

    

    Activity 4.1: Fuzzy Operators & Tipping in a restaurant Archivo
  • Seleccionar actividad Activity 4.2: FISinMatlab

    

    Activity 4.2: FISinMatlab Archivo
  • Seleccionar actividad Self-Assessment

    Self-Assessment

  • Seleccionar actividad Temperature Control - Solution

    

    Temperature Control - Solution Archivo
  • Seleccionar actividad References (copia)

    References

  • Seleccionar actividad Fuzzy Sets - Zadeh, L.A. (Google Scholar)

    

    Fuzzy Sets - Zadeh, L.A. (Google Scholar) URL
  • Seleccionar actividad How to solve it. Modern Heuristics - Michalewicz, Z. & Fogel D. (UCA-Library)

    

    How to solve it. Modern Heuristics - Michalewicz, Z. & Fogel D. (UCA-Library) URL
• Seleccionar tópico Tema 5

  Tema 5
• Seleccionar tópico Tema 6

  Tema 6
• Seleccionar tópico Tema 7

  Tema 7
• Seleccionar tópico Tema 8

  Tema 8
• Seleccionar tópico Tema 9

  Tema 9
• Seleccionar tópico Tema 10

  Tema 10