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Additive models

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Showing 201–250 of 252 papers

TitleStatusHype
Modeling non-linear Effects with Neural Networks in Relational Event ModelsCode0
Ensemble Multi-Quantiles: Adaptively Flexible Distribution Prediction for Uncertainty QuantificationCode0
FocusLearn: Fully-Interpretable, High-Performance Modular Neural Networks for Time SeriesCode0
Grounding learning of modifier dynamics: An application to color namingCode0
Testing Directed Acyclic Graph via Structural, Supervised and Generative Adversarial LearningCode0
ProtoNAM: Prototypical Neural Additive Models for Interpretable Deep Tabular LearningCode0
Hamiltonian Monte Carlo Acceleration Using Surrogate Functions with Random BasesCode0
The Projected Covariance Measure for assumption-lean variable significance testingCode0
Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive ModelsCode0
Hierarchical transfer learning with applications for electricity load forecastingCode0
Multi-Level Additive Modeling for Structured Non-IID Federated LearningCode0
Efficient mid-term forecasting of hourly electricity load using generalized additive modelsCode0
DNAMite: Interpretable Calibrated Survival Analysis with Discretized Additive ModelsCode0
Sparse Partially Linear Additive ModelsCode0
Higher-order Neural Additive Models: An Interpretable Machine Learning Model with Feature InteractionsCode0
The Structurally Complex with Additive Parent Causality (SCARY) DatasetCode0
Deep Learning for Individual HeterogeneityCode0
Additive Gaussian ProcessesCode0
A cautionary tale on fitting decision trees to data from additive models: generalization lower boundsCode0
Curve Your Enthusiasm: Concurvity Regularization in Differentiable Generalized Additive ModelsCode0
How Well Do Feature-Additive Explainers Explain Feature-Additive Predictors?Code0
How Your Location Relates to Health: Variable Importance and Interpretable Machine Learning for Environmental and Sociodemographic DataCode0
Spike-and-Slab LASSO Generalized Additive Models and Scalable Algorithms for High-Dimensional Data AnalysisCode0
Do Not Trust Additive ExplanationsCode0
Attention Mechanisms Don't Learn Additive Models: Rethinking Feature Importance for TransformersCode0
Stability selection for component-wise gradient boosting in multiple dimensionsCode0
An Additive Instance-Wise Approach to Multi-class Model InterpretationCode0
Challenging the Performance-Interpretability Trade-off: An Evaluation of Interpretable Machine Learning ModelsCode0
Individualized and Global Feature Attributions for Gradient Boosted Trees in the Presence of _2 RegularizationCode0
A Functional Extension of Semi-Structured NetworksCode0
Robust Aggregation for Federated LearningCode0
neuralGAM: Explainable generalized additive neural networks with independent neural network trainingCode0
Using generalized additive models to decompose time series and waveforms, and dissect heart-lung interaction physiologyCode0
Axiomatic Interpretability for Multiclass Additive ModelsCode0
Chained Gaussian ProcessesCode0
Interpretable Generalized Additive Models for Datasets with Missing ValuesCode0
NeurCAM: Interpretable Neural Clustering via Additive ModelsCode0
Transparent Networks for Multivariate Time SeriesCode0
A Factored Generalized Additive Model for Clinical Decision Support in the Operating RoomCode0
Can local explanation techniques explain linear additive models?Code0
Additive Approximations in High Dimensional Nonparametric Regression via the SALSACode0
Benchmarking time series classification -- Functional data vs machine learning approachesCode0
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form EquationsCode0
KASAM: Spline Additive Models for Function ApproximationCode0
Adaptive Shrinkage Estimation For Personalized Deep Kernel Regression In Modeling Brain TrajectoriesCode0
SHRIMP: Sparser Random Feature Models via Iterative Magnitude PruningCode0
Improving Neural Additive Models with Bayesian PrinciplesCode0
Structured nonlinear variable selectionCode0
Considerations When Learning Additive Explanations for Black-Box ModelsCode0
Nowcasting the 2022 mpox outbreak in EnglandCode0
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