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Additive models

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TitleStatusHype
How Your Location Relates to Health: Variable Importance and Interpretable Machine Learning for Environmental and Sociodemographic DataCode0
High-Dimensional Markov-switching Ordinary Differential Processes—0
Automated Demand Forecasting in small to medium-sized enterprises—0
Interpretable Generalized Additive Models for Datasets with Missing ValuesCode0
Meta-learning Loss Functions of Parametric Partial Differential Equations Using Physics-Informed Neural Networks—0
DNAMite: Interpretable Calibrated Survival Analysis with Discretized Additive ModelsCode0
Progression: an extrapolation principle for regression—0
Inherently Interpretable Tree Ensemble Learning—0
Transparent Networks for Multivariate Time SeriesCode0
Generalized Sparse Additive Model with Unknown Link Function—0
A Functional Extension of Semi-Structured NetworksCode0
ProtoNAM: Prototypical Neural Additive Models for Interpretable Deep Tabular LearningCode0
GAMformer: In-Context Learning for Generalized Additive Models—0
Quantifying Visual Properties of GAM Shape Plots: Impact on Perceived Cognitive Load and Interpretability—0
Challenging the Performance-Interpretability Trade-off: An Evaluation of Interpretable Machine Learning ModelsCode0
Speech as a Biomarker for Disease Detection—0
Associations between exposure to OPEs and rheumatoid arthritis risk among adults in NHANES, 2011-2018—0
A novel method to separate circadian from non-circadian masking effects in order to enhance daily circadian timing and amplitude estimation from core body temperature—0
NeurCAM: Interpretable Neural Clustering via Additive ModelsCode0
neuralGAM: Explainable generalized additive neural networks with independent neural network trainingCode0
Combinations of distributional regression algorithms with application in uncertainty estimation of corrected satellite precipitation products—0
Are Logistic Models Really Interpretable?—0
Towards Bayesian Data Selection—0
Tensor Polynomial Additive Model—0
Efficient mid-term forecasting of hourly electricity load using generalized additive modelsCode0
Multi-Level Additive Modeling for Structured Non-IID Federated LearningCode0
Concept-based Explainable Malignancy Scoring on Pulmonary Nodules in CT Images—0
Attention Mechanisms Don't Learn Additive Models: Rethinking Feature Importance for TransformersCode0
Explainable Automatic Grading with Neural Additive Models—0
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form EquationsCode0
Hierarchical Neural Additive Models for Interpretable Demand Forecasts—0
Distilling Reinforcement Learning Policies for Interpretable Robot Locomotion: Gradient Boosting Machines and Symbolic Regression—0
On Training Survival Models with Scoring Rules—0
Neural Additive Image Model: Interpretation through Interpolation—0
FAST: An Optimization Framework for Fast Additive Segmentation in Transparent ML—0
Gaussian Process Neural Additive ModelsCode0
Use of Prior Knowledge to Discover Causal Additive Models with Unobserved Variables and its Application to Time Series Data—0
Boosting Causal Additive Models—0
Identification with possibly invalid IVs—0
Identification of Additive Continuous-time Systems in Open and Closed loop—0
Stochastic Gradient Descent for Nonparametric Regression—0
Enhancing CVaR portfolio optimisation performance with GAM factor models—0
Modeling non-linear Effects with Neural Networks in Relational Event ModelsCode0
FocusLearn: Fully-Interpretable, High-Performance Modular Neural Networks for Time SeriesCode0
Handling Overlapping Asymmetric Datasets -- A Twice Penalized P-Spline Approach—0
How Well Do Feature-Additive Explainers Explain Feature-Additive Predictors?Code0
Context-aware feature attribution through argumentation—0
Influenza Hospitalisations in England during the 2022/23 Season: do different data sources drive divergence in modelled waves? A comparison of surveillance and administrative data—0
Theoretical Evaluation of Asymmetric Shapley Values for Root-Cause Analysis—0
Discrete-Choice Model with Generalized Additive Utility Network—0
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