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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 9761000 of 2050 papers

TitleStatusHype
Interpretable Machine Learning for Self-Service High-Risk Decision-Making0
Interpretable Models for Understanding Immersive Simulations0
Designing Interpretable ML System to Enhance Trust in Healthcare: A Systematic Review to Proposed Responsible Clinician-AI-Collaboration Framework0
Designing Ecosystems of Intelligence from First Principles0
A Nested Weighted Tchebycheff Multi-Objective Bayesian Optimization Approach for Flexibility of Unknown Utopia Estimation in Expensive Black-box Design Problems0
MF-CLIP: Leveraging CLIP as Surrogate Models for No-box Adversarial Attacks0
Cox process representation and inference for stochastic reaction-diffusion processes0
Adaptive model selection in photonic reservoir computing by reinforcement learning0
Inverse Moment Methods for Sufficient Forecasting using High-Dimensional Predictors0
Model Selection for Inverse Reinforcement Learning via Structural Risk Minimization0
CRIX an index for cryptocurrencies0
Design and Scheduling of an AI-based Queueing System0
Design and Prototyping Distributed CNN Inference Acceleration in Edge Computing0
Is F_1 Score Suboptimal for Cybersecurity Models? Introducing C_score, a Cost-Aware Alternative for Model Assessment0
Ising Model Selection Using _1-Regularized Linear Regression: A Statistical Mechanics Analysis0
Is it worth it? Budget-related evaluation metrics for model selection0
Is K-fold cross validation the best model selection method for Machine Learning?0
Bayesian Adaptive Matrix Factorization With Automatic Model Selection0
Automated Model Selection for Time-Series Anomaly Detection0
IW-GAE: Importance Weighted Group Accuracy Estimation for Improved Calibration and Model Selection in Unsupervised Domain Adaptation0
Joint Continuous and Discrete Model Selection via Submodularity0
Automated Model Selection with Bayesian Quadrature0
JULIA: Joint Multi-linear and Nonlinear Identification for Tensor Completion0
Kauffman's adjacent possible in word order evolution0
Detecting seasonal episodic-like spatiotemporal memory patterns using animal movement modelling0
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