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Kernel trick
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#	Item
1	Support Vector Machine The Kernel Trick Ling Zhu Fall 2013 Add to Reading List Source URL: www.pstat.ucsb.edu - Date: 2014-11-07 15:19:02
2	Microsoft PowerPoint - KernelPrimer Add to Reading List Source URL: www.jaist.ac.jp Language: English - Date: 2006-07-06 05:50:12 Linear algebra Statistical classification Hilbert space Operator theory Kernel trick Kernel Support vector machine Vector space Positive-definite kernel Algebra Mathematics Statistics
3	Compact Random Feature Maps Raffay Hamid eBay Research Laboratory Add to Reading List Source URL: www.raffayhamid.com Language: English - Date: 2014-05-12 17:50:54 Multivariate statistics Hilbert space Kernel trick Positive-definite kernel Linear map Projection Normal distribution Principal component analysis Random variable Statistics Mathematical analysis Mathematics
4	Kernel methods in machine learning Add to Reading List Source URL: arxiv.org Language: English - Date: 2008-07-14 12:36:36 Operator theory Hilbert space Linear algebra Signal processing Positive-definite kernel Reproducing kernel Hilbert space Kernel trick Fourier analysis Kernel principal component analysis Mathematics Mathematical analysis Algebra
5	PDF Document Add to Reading List Source URL: www.stat.purdue.edu Language: English - Date: 2008-09-11 13:00:50 Stochastic optimization Statistical classification Perceptron Support vector machine Stochastic gradient descent Stability Stochastic approximation Gradient descent Kernel trick Machine learning Statistics Numerical analysis
6	Novel Distance-Based SVM Kernels for Infinite Ensemble Learning Hsuan-Tien Lin and Ling Li , Learning Systems Group, California Institute of Technology, USA Add to Reading List Source URL: www.work.caltech.edu Language: English - Date: 2005-11-06 04:48:00 Statistical classification Support vector machine AdaBoost Perceptron Margin classifier Kernel trick Boosting Decision stump Least squares support vector machine Machine learning Statistics Ensemble learning
7	Journal of Machine Learning Research1490 Submitted 8/09; Revised 1/10; Published 4/10 Training and Testing Low-degree Polynomial Data Mappings via Linear SVM Add to Reading List Source URL: www.csie.ntu.edu.tw Language: English - Date: 2010-08-15 03:30:50 Statistical classification Abstract algebra Linear algebra Support vector machines Polynomial Kernel trick Vector space Least squares support vector machine Algebra Statistics Mathematics
8	CCCG 2004, Montreal, Quebec, August 9–11, 2004 Meshless Surface Reconstruction by Kernel Clustering Joachim Giesen Add to Reading List Source URL: www.cccg.ca Language: English - Date: 2004-08-23 15:27:23 Mathematical optimization Operations research Linear algebra Differential geometry Surfaces Vector space Support vector machine Kernel trick Sphere Mathematics Algebra Mathematical analysis
9	A Course in Machine Learning Hal Daumé III 9 \| K ERNEL M ETHODS Add to Reading List Source URL: ciml.info Language: English - Date: 2014-09-24 16:08:31 Vectors Kernel trick Perceptron Function Vector space Support vector machine Positive-definite kernel Golden ratio base Pullback Algebra Mathematics Operator theory
10	arXiv:1202.0515v3 [stat.ML] 21 AugHigh-Dimensional Feature Selection by Feature-Wise Kernelized Lasso Makoto Yamada1 , Wittawat Jitkrittum2 , Leonid Sigal3 , Eric P. Xing4 , and Masashi Sugiyama2 1 Yahoo! Labs, 70 Add to Reading List Source URL: labs.yahoo.com Language: English - Date: 2014-02-26 18:29:12 Non-parametric statistics Dimension reduction Feature selection Model selection Kernel trick Lasso Kernel density estimation Supervised learning Least squares Statistics Regression analysis Machine learning

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