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Additive models

Papers

Showing 101125 of 252 papers

TitleStatusHype
The Projected Covariance Measure for assumption-lean variable significance testingCode0
On the Safety of Interpretable Machine Learning: A Maximum Deviation Approach0
Short-term prediction of stream turbidity using surrogate data and a meta-model approach0
Higher-order Neural Additive Models: An Interpretable Machine Learning Model with Feature InteractionsCode0
Augmenting Interpretable Models with LLMs during TrainingCode1
Monotonic Neural Additive Models: Pursuing Regulated Machine Learning Models for Credit Scoring0
Generalized Groves of Neural Additive Models: Pursuing transparent and accurate machine learning models in finance0
A review of predictive uncertainty estimation with machine learning0
From Shapley Values to Generalized Additive Models and backCode1
Regression modelling of spatiotemporal extreme U.S. wildfires via partially-interpretable neural networksCode0
Boosting with copula-based components0
ControlBurn: Nonlinear Feature Selection with Sparse Tree EnsemblesCode1
An Additive Instance-Wise Approach to Multi-class Model InterpretationCode0
How trial-to-trial learning shapes mappings in the mental lexicon: Modelling Lexical Decision with Linear Discriminative LearningCode1
Interpretability, Then What? Editing Machine Learning Models to Reflect Human Knowledge and ValuesCode5
Using generalized additive models to decompose time series and waveforms, and dissect heart-lung interaction physiologyCode0
Bayesian NVH metamodels to assess interior cabin noise using measurement databases0
Scalable Interpretability via PolynomialsCode1
Neural Basis Models for InterpretabilityCode1
Deletion and Insertion Tests in Regression ModelsCode1
Neural Additive Models for Nowcasting0
The Franz-Parisi Criterion and Computational Trade-offs in High Dimensional Statistics0
DDAC-SpAM: A Distributed Algorithm for Fitting High-dimensional Sparse Additive Models with Feature Division and Decorrelation0
KASAM: Spline Additive Models for Function ApproximationCode0
A One-Covariate-at-a-Time Method for Nonparametric Additive Models0
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