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Model Selection

Given a set of candidate models, the goal of Model Selection is to select the model that best approximates the observed data and captures its underlying regularities. Model Selection criteria are defined such that they strike a balance between the goodness of fit, and the generalizability or complexity of the models.

Source: Kernel-based Information Criterion

Papers

Showing 14511500 of 2050 papers

TitleStatusHype
Modeling Transient Changes in Circadian Rhythms0
Modelling brain lesion volume in patches with CNN-based Poisson Regression0
Modelling tourism demand to Spain with machine learning techniques. The impact of forecast horizon on model selection0
Model Order Selection Based on Information Theoretic Criteria: Design of the Penalty0
Model-Parallel Model Selection for Deep Learning Systems0
Model Selection, Adaptation, and Combination for Transfer Learning in Wind and Photovoltaic Power Forecasts0
Model Selection and Overfitting in Genetic Programming: Empirical Study [Extended Version]0
Model selection and velocity estimation using novel priors for motion patterns0
Model selection by minimum description length: Lower-bound sample sizes for the Fisher information approximation0
Model Selection CNN-based VVC QualityEnhancement0
Model selection consistency from the perspective of generalization ability and VC theory with an application to Lasso0
Model Selection for Anomaly Detection0
Model Selection for Average Reward RL with Application to Utility Maximization in Repeated Games0
Model selection for behavioral learning data and applications to contextual bandits0
Model Selection for Cross-Lingual Transfer using a Learned Scoring Function0
Model selection for deep audio source separation via clustering analysis0
Model Selection for Degree-corrected Block Models0
Model Selection for Gaussian-gated Gaussian Mixture of Experts Using Dendrograms of Mixing Measures0
Model Selection for Gaussian Process Regression by Approximation Set Coding0
Model Selection for Generalized Zero-shot Learning0
Model Selection for Generic Contextual Bandits0
Model Selection for High-Dimensional Regression under the Generalized Irrepresentability Condition0
Model selection for high-dimensional linear regression with dependent observations0
Model Selection for Nonnegative Matrix Factorization by Support Union Recovery0
Model Selection for Off-policy Evaluation: New Algorithms and Experimental Protocol0
Model Selection for Production System via Automated Online Experiments0
Model Selection for Signal Processing: a Minimum Error Approach and a General Performance Analysis0
Model Selection for Simulator-based Statistical Models: A Kernel Approach0
Model Selection for Topic Models via Spectral Decomposition0
Model Selection for Type-Supervised Learning with Application to POS Tagging0
Model Selection in Batch Policy Optimization0
Model Selection in Contextual Stochastic Bandit Problems0
Model Selection in High-Dimensional Misspecified Models0
Model Selection in High-Dimensional Block-Sparse Linear Regression0
Model Selection in Reinforcement Learning with General Function Approximations0
Model Selection in Time Series Analysis: Using Information Criteria as an Alternative to Hypothesis Testing0
Model Selection of Anomaly Detectors in the Absence of Labeled Validation Data0
Model selection of polynomial kernel regression0
Model Selection's Disparate Impact in Real-World Deep Learning Applications0
Model Selection Techniques -- An Overview0
Model Selection Through Model Sorting0
Model Selection via MCRB Optimization0
Model selection with Gini indices under auto-calibration0
Model Selection With Graphical Neighbour Information0
Model Selection for Generic Reinforcement Learning0
Model Selection with Nonlinear Embedding for Unsupervised Domain Adaptation0
Model-specific Data Subsampling with Influence Functions0
Model Validation and Selection in Metabolic Flux Analysis and Flux Balance Analysis0
MODfinity: Unsupervised Domain Adaptation with Multimodal Information Flow Intertwining0
MOFA: Modular Factorial Design for Hyperparameter Optimization0
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