Conformal and Probabilistic Prediction with Applications

Chapter 1 Learning with Intelligent Teacher

Chapter 2 Criteria of Efficiency for Conformal Prediction

Chapter 3 Universal Probability-Free Conformal Prediction

Chapter 4 Conformal Predictors for Compound Activity Prediction

Chapter 5 Conformal Prediction of Disruptions from Scratch: Application to an ITER Scenario

Chapter 6 Evaluation of a Variance-Based Nonconformity Measure for Regression Forests

Chapter 7 Binary Relevance Multi-label Conformal Predictor

Chapter 8 A Metric to Improve the Robustness of Conformal Predictors in the Presence of Error Bars

Chapter 9 Decision Trees for Instance Transfer

Chapter 11 Variable Fidelity Regression Using Low Fidelity Function Blackbox and Sparsification

Chapter 12 Effective Design for Sobol Indices Estimation Based on Polynomial Chaos Expansions

Chapter 13 Joint Prediction of Chronic Conditions Onset: Comparing Multivariate Probits with Multiclass Support Vector Machines

Chapter 14 Method of Learning Malware Behavior Scripts by Sequential Pattern Mining

Chapter 15 Extended Regression on Manifolds Estimation