Parzen windows for multi-class classification
From MaRDI portal
Publication:958247
DOI10.1016/j.jco.2008.07.001zbMath1178.68454OpenAlexW2097455965MaRDI QIDQ958247
Ding-Xuan Zhou, Quan-Wu Xiao, Dao-Hong Xiang, Zhi-Wei Pan
Publication date: 3 December 2008
Published in: Journal of Complexity (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1016/j.jco.2008.07.001
approximationreproducing kernel Hilbert spacemulti-class classificationexcess misclassification errorparzen windows
Learning and adaptive systems in artificial intelligence (68T05) Pattern recognition, speech recognition (68T10)
Related Items (4)
ERM learning algorithm for multi-class classification ⋮ Approximation on variable exponent spaces by linear integral operators ⋮ Semi-supervised learning with the help of Parzen windows ⋮ Optimal convergence rates of high order Parzen windows with unbounded sampling
Uses Software
Cites Work
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Model selection for regularized least-squares algorithm in learning theory
- Learning and approximation by Gaussians on Riemannian manifolds
- High order Parzen windows and randomized sampling
- Optimal rates of convergence for nonparametric estimators
- The covering number in learning theory
- Statistical behavior and consistency of classification methods based on convex risk minimization.
- Optimum bounds for the distributions of martingales in Banach spaces
- Regularization networks and support vector machines
- Learning theory estimates via integral operators and their approximations
- On early stopping in gradient descent learning
- Shannon sampling and function reconstruction from point values
- A Nonparametric Estimate of a Multivariate Density Function
- Multicategory Support Vector Machines
- Convexity, Classification, and Risk Bounds
This page was built for publication: Parzen windows for multi-class classification