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Additive models

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TitleStatusHype
The Most Important Features in Generalized Additive Models Might Be Groups of Features—0
An Optimized Franz-Parisi Criterion and its Equivalence with SQ Lower Bounds—0
Learning Joint Interventional Effects from Single-Variable Interventions in Additive Models—0
neuralGAM: An R Package for Fitting Generalized Additive Neural Networks—0
Navigating the Rashomon Effect: How Personalization Can Help Adjust Interpretable Machine Learning Models to Individual Users—0
Recursive Identification of Structured Systems: An Instrumental-Variable Approach Applied to Mechanical Systems—0
Challenges in interpretability of additive models—0
Adaptive Shrinkage Estimation For Personalized Deep Kernel Regression In Modeling Brain TrajectoriesCode0
Identification of additive multivariable continuous-time systems—0
AutoML Algorithms for Online Generalized Additive Model Selection: Application to Electricity Demand Forecasting—0
MT-NAM: An Efficient and Adaptive Model for Epileptic Seizure Detection—0
Gradient-free stochastic optimization for additive models—0
InstaSHAP: Interpretable Additive Models Explain Shapley Values Instantly—0
Forecasting time series with constraintsCode0
Normative Cerebral Perfusion Across the Lifespan—0
LucidAtlas: Learning Uncertainty-Aware, Covariate-Disentangled, Individualized Atlas Representations—0
Causal Additive Models with Unobserved Causal Paths and Backdoor Paths—0
Variable Selection Methods for Multivariate, Functional, and Complex Biomedical Data in the AI Age—0
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
CAT: Interpretable Concept-based Taylor Additive ModelsCode1
Are Logistic Models Really Interpretable?—0
Towards Bayesian Data Selection—0
Tensor Polynomial Additive Model—0
The Intelligible and Effective Graph Neural Additive NetworksCode1
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
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