piecewise constant

A causal fused lasso for interpretable heterogeneous treatment effects estimation JMLR 2026 Piecewise Constant and Linear Regression Trees: An Optimal Dynamic Programming Approach ICML 2024 Denoising and change point localisation in piecewise-constant high-dimensional regression coefficients AISTATS 2022 Inferring serial correlation with dynamic backgrounds ICML 2021 Statistically and Computationally Efficient Change Point Localization in Regression Settings JMLR 2021 Adaptive Rates for Total Variation Image Denoising JMLR 2020 Learning to solve TV regularised problems with unrolled algorithms NeurIPS 2020 Ranking Median Regression: Learning to Order through Local Consensus ALT 2018 Cut Pursuit: Fast Algorithms to Learn Piecewise Constant Functions AISTATS 2016 Density Estimation via Discrepancy Based Adaptive Sequential Partition NeurIPS 2016 Near-Optimal Density Estimation in Near-Linear Time Using Variable-Width Histograms NeurIPS 2014 Online allocation and homogeneous partitioning for piecewise constant mean-approximation NeurIPS 2012 Catching Change-points with Lasso NeurIPS 2007 Universal Algorithms for Learning Theory Part I : Piecewise Constant Functions JMLR 2005