Regressão Simbólica (Q1.2024)

Graduate course, Universidade Federal do ABC, Bachelor of Science & Technology, 2024

Plano de Ensino

Aviso

TODAS AS REGRAS DA DISCIPLINA E AVALIAÇÕES ESTÃO NO PLANO DE ENSINO! LEIA ATENTAMENTE!

Lecture slides

LectureLecture numberSource Code
Symbolic Regression for the Sciences pdf01 
Basic Concepts and Generating our Data pdf02 and 03Notebook Colab
Regression Analysis pdf04 and 05Notebook Colab
Nonlinear Regression pdf06Notebook Colab
Symbolic Regression pdf07 and 08Notebook Colab
Evolutionary Algorithms and Genetic Programming pdf09, 10, and 11 
Non-evolutionary Symbolic Regression pdf12 and 13 
SRBench and other tools pdf14 and 15 
Likelihood of non-Gaussian distributions pdf16 
Nonlinear optimization methods pdf17 and 18Notebook
Model validation pdf19 
Model Selection pdf20 
Simplifying Expressions: Equality Saturation pdf21 
Using prior knowledge pdf22 
Interpretation and Explanation of SR models pdf23 
Profile Likelihood and Conformal Prediction pdf24 and 25