treehfd is a Python module to compute the Hoeffding functional decomposition of XGBoost models (Chen and Guestrin, 2016) with dependent input variables, using the TreeHFD algorithm. This decomposition ...

Interpretability of Support Vector Machine (SVM) or Neural Networks (NN) models, examples of black-box models, is a field of study that has recently gained attention, especially for the significant ...

Tensor decomposition is a fundamental tool for analyzing multi-dimensional data by learning low-rank factors to represent high-order interactions. While recent works on temporal tensor decomposition ...

Abstract: This article proposes methods for reachability analysis of nonlinear systems, including those in closed loop with nonlinear controllers such as neural networks. The methods combine hybrid ...

Functional scoliosis is a product of imbalanced muscles or posture, often due to uneven leg length. In contrast, structural scoliosis is a product of how the spine has grown. Understanding the ...

Living in a tiny home is not just an alternative housing option; it's a lifestyle choice that champions freedom, simplicity, and sustainability. And when it comes to tiny house designs, we believe the ...

The Nature Index 2025 Research Leaders — previously known as Annual Tables — reveal the leading institutions and countries/territories in the natural and health sciences, according to their output in ...