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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 18511875 of 2050 papers

TitleStatusHype
Efficient Bias Mitigation Without Privileged Information0
Efficient Cross-Validation for Semi-Supervised Learning0
Efficient Deep Reinforcement Learning Requires Regulating Overfitting0
Efficient Distributed Estimation of Inverse Covariance Matrices0
Efficient Estimation of the number of neighbours in Probabilistic K Nearest Neighbour Classification0
Efficient Learning of Balanced Signed Graphs via Sparse Linear Programming0
Efficient Model Compression for Bayesian Neural Networks0
Efficient Model Selection for Predictive Pattern Mining Model by Safe Pattern Pruning0
Efficient Model Selection for Time Series Forecasting via LLMs0
Efficient model selection in switching linear dynamic systems by graph clustering0
Efficient Sequential Decision Making with Large Language Models0
Efficient speech detection in environmental audio using acoustic recognition and knowledge distillation0
EL-MLFFs: Ensemble Learning of Machine Leaning Force Fields0
EM Algorithms for Weighted-Data Clustering with Application to Audio-Visual Scene Analysis0
Empirical analysis in limit order book modeling for Nikkei 225 Stocks with Cox-type intensities0
Empirical Comparison between Cross-Validation and Mutation-Validation in Model Selection0
Empirical Quantitative Analysis of COVID-19 Forecasting Models0
Empowering Agricultural Insights: RiceLeafBD - A Novel Dataset and Optimal Model Selection for Rice Leaf Disease Diagnosis through Transfer Learning Technique0
Encoding-dependent generalization bounds for parametrized quantum circuits0
End-to-End Edge AI Service Provisioning Framework in 6G ORAN0
Energy-Aware Dynamic Neural Inference0
Energy-Efficient Respiratory Anomaly Detection in Premature Newborn Infants0
Efficient Distributed DNNs in the Mobile-edge-cloud Continuum0
Enhancing Certifiable Robustness via a Deep Model Ensemble0
Enhancing Offline Model-Based RL via Active Model Selection: A Bayesian Optimization Perspective0
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