Probabilistic Arithmetic. I. Numerical Methods for Calculating Convolutions and Dependency Bounds* Robert C. Wiiliamson and Tom Downs University o f Queensland, St. Lucia, Australia

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• Probability theory
• Numerical analysis
• Multivariate statistics
• Convolution
• Fourier analysis
• Interval arithmetic
• Copula
• Expected value
• Variance
• Statistics
• Mathematical analysis
• Mathematics

Noise Modelling for Near eld Array Optimization Thushara D. Abhayapala Student Member IEEE, Rodney A. Kennedy Member IEEE and Robert C. Williamson Member IEEE Abstract | In this letter, an exact series representation for

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• Sensors
• Image noise
• Array
• Antenna
• Film speed
• Measurement
• Electronic engineering
• Signal processing
• Digital photography
• Noise
• Array processing

Notes 5 Statistical Machine Learning Template Methods Instructor: Justin Domke

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• Search algorithms
• Cross-validation
• Model selection
• K-nearest neighbor algorithm
• Multivariate statistics
• Perceptron
• Supervised learning
• Statistics
• Machine learning
• Statistical classification

Lower Bounds on the VC-Dimension of Smoothly Parametrized Function Classes Wee Sun Lee Dept. of Systems Engineering, RSISE, Aust. National University, Canberra, ACT 0200, Australia.

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• Algebra
• Computational statistics
• Interpolation
• Radial basis function network
• Differentiable manifold
• Artificial neural network
• Activation function
• Inverse function theorem
• Radial basis function
• Mathematics
• Mathematical analysis
• Neural networks

Generalised Pinsker Inequalities

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• Thermodynamics
• Divergence
• Symbol
• Jensen–Shannon divergence
• Μ operator
• Statistics
• Kullback–Leibler divergence
• Statistical theory


  
  


     
          


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Accelerated Training of Max-Margin Markov Networks with Kernels Xinhua Zhang1 , Ankan Saha2 , S.V.N. Vishwanathan3 1 Department of Computing Science, University of Alberta, Edmonton, Canada

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• Mathematics
• Distribution
• Net
• Lie algebras
• Locally convex topological vector space
• Mathematical analysis
• Functional analysis
• Constructible universe

Feature Article Optimal-Scaling-Factor Assignment for Patch-wise Image Retargeting Yun Liang ■ South China Agricultural University

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• Seam carving
• Segmentation
• Edge detection
• Curve
• Texture synthesis
• Space
• Mathematics
• Image processing
• Geometry
• Structural similarity

FIR Filter Design for Frequency Invariant Beamformers Darren B. Ward, Rodney A. Kennedy, and Robert C. Williamson Abstract | Two methods of implementing FIR
lters for a frequency invariant beamformer are presented. Each

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• Mathematical analysis
• Electrical engineering
• Telecommunications engineering
• Fourier analysis
• Physical optics
• Filter design
• Sampling
• Upsampling
• Beamforming
• Digital signal processing
• Signal processing
• Filter theory

Lower Bounds on Rate of Convergence of Cutting Plane Methods Xinhua Zhang Dept. of Computing Science University of Alberta [removed]

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• Operations research
• Convex optimization
• Support vector machines
• Statistical classification
• Sequential minimal optimization
• Linear programming
• Time complexity
• Duality
• Dynamic programming
• Mathematical optimization
• Theoretical computer science
• Applied mathematics