SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1926–1950 of 2050 papers

TitleStatusHype
QUIC & DIRTY: A Quadratic Approximation Approach for Dirty Statistical Models—0
Convex Techniques for Model Selection—0
A Nonparametric Bayesian Approach to Uncovering Rat Hippocampal Population Codes During Spatial Navigation—0
Clustering evolving data using kernel-based methods—0
How to Scale Up Kernel Methods to Be As Good As Deep Neural Nets—0
Greedy metrics in orthogonal greedy learning—0
Sparse Modeling for Image and Vision Processing—0
Bayesian Evidence and Model Selection—0
Median Selection Subset Aggregation for Parallel Inference—0
Model Selection for Topic Models via Spectral Decomposition—0
Bayesian Robust Tensor Factorization for Incomplete Multiway Data—0
Graphical LASSO Based Model Selection for Time Series—0
Learning manifold to regularize nonnegative matrix factorization—0
Unsupervised learning of regression mixture models with unknown number of components—0
Optimization Methods for Sparse Pseudo-Likelihood Graphical Model Selection—0
"Look Ma, No Hands!" A Parameter-Free Topic Model—0
Kernel-based Information Criterion—0
Robust Graphical Modeling with t-Distributions—0
Volumes of logistic regression models with applications to model selection—0
Sparse Partially Linear Additive ModelsCode0
Nonparametric Hierarchical Clustering of Functional Data—0
Automatic Dimension Selection for a Non-negative Factorization Approach to Clustering Multiple Random Graphs—0
Techniques for clustering interaction data as a collection of graphs—0
Reliable ABC model choice via random forests—0
Simultaneous Model Selection and Optimization through Parameter-free Stochastic Learning—0
Show:102550
← PrevPage 78 of 82Next →

No leaderboard results yet.