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Kernel Methods for Pattern Analysis

https://doi.org/10.1017/cbo9780511809682
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Outgoing claims: the papers this work cites, builds on, or argues with.

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A sharp concentration inequality with applications
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A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting
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On the Eigenspectrum of the Gram Matrix and Its Relationship to the Operator Eigenspectrum
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Rademacher and Gaussian Complexities: Risk Bounds and Structural Results
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Probability Inequalities for sums of Bounded Random Variables
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Rademacher Processes and Bounding the Risk of Function Learning
inferredcites →https://doi.org/10.1007/978-3-319-21852-6_3openalex-snapshot
On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities
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Probability in Banach Spaces: Isoperimetry and Processes
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New concentration inequalities in product spaces
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A result of Vapnik with applications
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On the method of bounded differences
inferredcites →https://doi.org/10.1109/18.661502openalex-snapshot
The sample complexity of pattern classification with neural networks: the size of the weights is more important than the size of the network
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Structural risk minimization over data-dependent hierarchies
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On the generalization of soft margin algorithms
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Scale-sensitive dimensions, uniform convergence, and learnability
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Boosting the margin: a new explanation for the effectiveness of voting methods
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Statistical Learning Theory
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Weighted sums of certain dependent random variables
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Generalization Performance of Support Vector Machines and Other Pattern Classifiers
inferredcites →https://doi.org/10.7551/mitpress/3897.001.0001openalex-snapshot
An Introduction to Computational Learning Theory

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Appendix A: Probability Theory
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inferred← citeshttps://doi.org/10.1007/11527923_96openalex-snapshot
Fusion of Appearance and Depth Information for Face Recognition
inferred← citeshttps://doi.org/10.1007/11538059_13openalex-snapshot
Neighborhood Preserving Projections (NPP): A Novel Linear Dimension Reduction Method
inferred← citeshttps://doi.org/10.1007/11546849_51openalex-snapshot
Spectral Kernels for Classification
inferred← citeshttps://doi.org/10.1007/11551188_20openalex-snapshot
Disease Classification from Capillary Electrophoresis: Mass Spectrometry
inferred← citeshttps://doi.org/10.1007/11551188_49openalex-snapshot
Accuracy of String Kernels for Protein Sequence Classification
inferred← citeshttps://doi.org/10.1007/11552253_5openalex-snapshot
Kernel K-Means for Categorical Data
inferred← citeshttps://doi.org/10.1007/11552499_12openalex-snapshot
View Independent Video-Based Face Recognition Using Posterior Probability in Kernel Fisher Discriminant Space
inferred← citeshttps://doi.org/10.1007/11553595_1openalex-snapshot
Graph Matching – Challenges and Potential Solutions
inferred← citeshttps://doi.org/10.1007/11553939_159openalex-snapshot
Ranking Functions, Perceptrons, and Associated Probabilities
inferred← citeshttps://doi.org/10.1007/11559887_15openalex-snapshot
Support Vector Machine to Synthesise Kernels
inferred← citeshttps://doi.org/10.1007/11564096_27openalex-snapshot
A Kernel Between Unordered Sets of Data: The Gaussian Mixture Approach
inferred← citeshttps://doi.org/10.1007/11564096_53openalex-snapshot
Approximation Algorithms for Minimizing Empirical Error by Axis-Parallel Hyperplanes
inferred← citeshttps://doi.org/10.1007/11564126_16openalex-snapshot
Support Vector Random Fields for Spatial Classification
inferred← citeshttps://doi.org/10.1007/11569541_47openalex-snapshot
Segmenting Brain Tumors with Conditional Random Fields and Support Vector Machines
inferred← citeshttps://doi.org/10.1007/11578079_104openalex-snapshot
A Comparative Study on Support Vector Machine and Constructive RBF Neural Network for Prediction of Success of Dental Implants
inferred← citeshttps://doi.org/10.1007/11579427_96openalex-snapshot
A Comparative Study on Machine Learning Techniques for Prediction of Success of Dental Implants
inferred← citeshttps://doi.org/10.1007/11582267_74openalex-snapshot
Face Recognition Using Neighborhood Preserving Projections
inferred← citeshttps://doi.org/10.1007/11589990_59openalex-snapshot
Kernel Nonparametric Weighted Feature Extraction for Classification
inferred← citeshttps://doi.org/10.1007/11590316_24openalex-snapshot
Linear Penalization Support Vector Machines for Feature Selection
inferred← citeshttps://doi.org/10.1007/11595014_2openalex-snapshot
Reducing Propositional Theories in Equilibrium Logic to Logic Programs
inferred← citeshttps://doi.org/10.1007/11595014_7openalex-snapshot
Partially Parametric SVM
inferred← citeshttps://doi.org/10.1007/11595755_26openalex-snapshot
Investigating the Impact of Face Categorization on Recognition Performance
inferred← citeshttps://doi.org/10.1007/11671299_57openalex-snapshot
Analysing Part-of-Speech for Portuguese Text Classification
inferred← citeshttps://doi.org/10.1007/11731139_28openalex-snapshot
One-Class Support Vector Machines for Recommendation Tasks
inferred← citeshttps://doi.org/10.1007/11731177_29openalex-snapshot
Soft Rank Clustering
inferred← citeshttps://doi.org/10.1007/11732242_6openalex-snapshot
Human Papillomavirus Risk Type Classification from Protein Sequences Using Support Vector Machines
inferred← citeshttps://doi.org/10.1007/11732990_26openalex-snapshot
Improving Prediction of Zinc Binding Sites by Modeling the Linkage Between Residues Close in Sequence
inferred← citeshttps://doi.org/10.1007/11733492_1openalex-snapshot
Data Mining in Inductive Databases
inferred← citeshttps://doi.org/10.1007/11736790_8openalex-snapshot
The 2005 PASCAL Visual Object Classes Challenge
inferred← citeshttps://doi.org/10.1007/11744047_22openalex-snapshot
Non Linear Temporal Textures Synthesis: A Monte Carlo Approach
inferred← citeshttps://doi.org/10.1007/11750321_43openalex-snapshot
On-Line Regression Competitive with Reproducing Kernel Hilbert Spaces
inferred← citeshttps://doi.org/10.1007/11759966_135openalex-snapshot
Genetic Granular Kernel Methods for Cyclooxygenase-2 Inhibitor Activity Comparison
inferred← citeshttps://doi.org/10.1007/11759966_153openalex-snapshot
An Efficient Similarity-Based Validity Index for Kernel Clustering Algorithm
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