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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 16011625 of 2050 papers

TitleStatusHype
Model Selection for Generalized Zero-shot Learning0
Reinforcement Learning based Dynamic Model Selection for Short-Term Load Forecasting0
Learning stable and predictive structures in kinetic systems: Benefits of a causal approach0
Model Selection for Nonnegative Matrix Factorization by Support Union Recovery0
On The Stability of Interpretable Models0
Model Selection Techniques -- An Overview0
MS-BACO: A new Model Selection algorithm using Binary Ant Colony Optimization for neural complexity and error reduction0
Variational Bayesian Monte CarloCode1
A Unified Dynamic Approach to Sparse Model Selection0
Find the dimension that counts: Fast dimension estimation and Krylov PCA0
Cost-Sensitive Learning for Predictive Maintenance0
A User-based Visual Analytics Workflow for Exploratory Model Analysis0
Lexical Bias In Essay Level Prediction0
Improving Subseasonal Forecasting in the Western U.S. with Machine LearningCode0
Comparison between Suitable Priors for Additive Bayesian Networks0
Bayesian Structure Learning by Recursive Bootstrap0
Bayesian sparse reconstruction: a brute-force approach to astronomical imaging and machine learningCode0
Simultaneous Localization and Layout Model Selection in Manhattan Worlds0
Tensor Ring Decomposition with Rank Minimization on Latent Space: An Efficient Approach for Tensor Completion0
View-graph Selection Framework for SfM0
Data-driven discovery of PDEs in complex datasetsCode0
A Survey on Theoretical Advances of Community Detection in Networks0
Parameter-wise co-clustering for high-dimensional data0
Multiclass Universum SVMCode0
On an improvement of LASSO by scaling0
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