2021-07 - 1/1 Blog article (7) cours (5) module (5) performance (3)

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2021-07 - 1/1

Articles à lire - JMLR

2021-07-29

Assurance, ML

• Predicting Drought and Subsidence Risks in France

• Collaborative Insurance Sustainability and Network Structure

• Autocalibration and Tweedie-dominance for Insurance Pricing with Machine Learning

• A new GEE method to account for heteroscedasticity, using asymmetric least-square regressions

JMLR

• Finite-sample Analysis of Interpolating Linear Classifiers in the Overparameterized Regime

• LassoNet: A Neural Network with Feature Sparsity

• Bandit Convex Optimization in Non-stationary Environments

• A General Framework for Adversarial Label Learning

• Non-parametric Quantile Regression via the K-NN Fused Lasso

• Towards a Unified Analysis of Random Fourier Features

• Online stochastic gradient descent on non-convex losses from high-dimensional inference

• Explaining Explanations: Axiomatic Feature Interactions for Deep Networks

• LocalGAN: Modeling Local Distributions for Adversarial Response Generation

• Prediction against a limited adversary

• Sparse Tensor Additive Regression

• RaSE: Random Subspace Ensemble Classification

• Asynchronous Online Testing of Multiple Hypotheses

• FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference

• Single and Multiple Change-Point Detection with Differential Privacy

• Simple and Fast Algorithms for Interactive Machine Learning with Random Counter-examples

• On Multi-Armed Bandit Designs for Dose-Finding Clinical Trials

• Consistent estimation of small masses in feature sampling

• On Multi-Armed Bandit Designs for Dose-Finding Clinical Trials

python

• river: online machine learning

• mvlearn

• pykeen

• POT (Python Optimal Transfer)

• giotto-tda (topological machine learning)

• Pykg2vec

article

Article à lire, assurance

2021-07-21

• Collaborative Insurance Sustainability and Network Structure

• Autocalibration and Tweedie-dominance for Insurance Pricing with Machine Learning

• Estimating Inequality Measures from Quantile Data

• Données Agrégées et Variables Compositionnelles : Note Méthodologique

article

Article à lire - reinforcement learning

2021-07-11

Causal Reinforcement Learning using Observational and Interventional Data

article

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