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Additive models

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TitleStatusHype
Extracting Expert's Goals by What-if Interpretable Modeling—0
Spike-and-Slab LASSO Generalized Additive Models and Scalable Algorithms for High-Dimensional Data AnalysisCode0
Partial Order in Chaos: Consensus on Feature Attributions in the Rashomon SetCode0
A cautionary tale on fitting decision trees to data from additive models: generalization lower boundsCode0
Accelerated Componentwise Gradient Boosting using Efficient Data Representation and Momentum-based Optimization—0
Additive Poisson Process: Learning Intensity of Higher-Order Interaction in Poisson Processes—0
Huber Additive Models for Non-stationary Time Series Analysis—0
Functional additive models on manifolds of planar shapes and forms—0
Predicting Census Survey Response Rates With Parsimonious Additive Models and Structured InteractionsCode0
Nighttime Light Intensity and Child Health Outcomes in Bangladesh—0
Smoothed Bernstein Online Aggregation for Day-Ahead Electricity Demand Forecasting—0
Model compression as constrained optimization, with application to neural nets. Part V: combining compressionsCode0
Discovery of Causal Additive Models in the Presence of Unobserved Variables—0
Testing Directed Acyclic Graph via Structural, Supervised and Generative Adversarial LearningCode0
Group selection and shrinkage: Structured sparsity for semiparametric additive models—0
Fast Training Method for Stochastic Compositional Optimization Problems—0
Detecting of multi-modality in probabilistic regression models—0
Interpretable Machine Learning: Fundamental Principles and 10 Grand Challenges—0
Approximation and Learning with Deep Convolutional Models: a Kernel PerspectiveCode0
Flexible, Non-parametric Modeling Using Regularized Neural NetworksCode0
Explainable Recommendation Systems by Generalized Additive Models with Manifest and Latent Interactions—0
Generalized Boosting—0
Multi-task Additive Models for Robust Estimation and Automatic Structure Discovery—0
Deep Learning for Individual HeterogeneityCode0
Learning Joint Intensity in a Multivariate Poisson Process on Statistical Manifolds—0
How many images do I need? Understanding how sample size per class affects deep learning model performance metrics for balanced designs in autonomous wildlife monitoring—0
Injury risk increases minimally over a large range of changes in activity level in children—0
Adaptive Methods for Short-Term Electricity Load Forecasting During COVID-19 Lockdown in France—0
Closed-Form Expressions for Global and Local Interpretation of Tsetlin Machines with Applications to Explaining High-Dimensional Data—0
Additive Poisson Process: Learning Intensity of Higher-Order Interaction in Stochastic Processes—0
Simulating Tariff Impact in Electrical Energy Consumption Profiles with Conditional Variational Autoencoders—0
A Bayesian Approach for Predicting Food and Beverage Sales in Staff Canteens and Restaurants—0
Interpretable Learning-to-Rank with Generalized Additive Models—0
Comparing Lexical Usage in Political Discourse across Diachronic Corpora—0
Estimation and Uniform Inference in Sparse High-Dimensional Additive Models—0
Online Hierarchical Forecasting for Power Consumption Data—0
Sparse Shrunk Additive Models—0
Multidimensional Shape Constraints—0
Robust Aggregation for Federated LearningCode0
Understanding complex predictive models with Ghost VariablesCode0
Reluctant generalized additive modeling—0
Benchmarking time series classification -- Functional data vs machine learning approachesCode0
Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive ModelsCode0
bamlss: A Lego Toolbox for Flexible Bayesian Regression (and Beyond)—0
Grounding learning of modifier dynamics: An application to color namingCode0
The Partial Response Network: a neural network nomogram—0
A Factored Generalized Additive Model for Clinical Decision Support in the Operating RoomCode0
Analyzing privacy-aware mobility behavior using the evolution of spatio-temporal entropy—0
Fallopian tube anatomy predicts pregnancy and pregnancy outcomes after tubal reversal surgery—0
Do Not Trust Additive ExplanationsCode0
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