Statistical Machine Learning Notes 8 Automatic Differentiation and Neural Networks Instructor: Justin Domke

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• Mathematical analysis
• Differential calculus
• Computational neuroscience
• Differentiation rules
• Automatic differentiation
• Computer algebra
• Derivative
• Perceptron
• Backpropagation
• Neural networks
• Calculus
• Mathematics

ERROR PERFORMANCE OF A CHANNEL OF KNOWN IMPULSE RESPONSE Paul D. Teal Robert C. Williamson Rodney A. Kennedy

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• Data
• Phase-shift keying
• Bit error rate
• Quadrature amplitude modulation
• Æ
• Channel
• Modulation
• Data transmission
• Telecommunications engineering
• Information

New Approximation Algorithms for Minimum Enclosing Convex Shapes Ankan Saha∗ S.V. N. Vishwanathan†

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• Convex optimization
• Applied mathematics
• Linear programming
• Approximation algorithm
• Subgradient method
• Combinatorial optimization
• Mathematical optimization
• Operations research
• Theoretical computer science

Classification on Proximity Data with LP–Machines Thore Graepel , Ralf Herbrich , Bernhard Sch¨olkopfy z , Alex Smolay z Peter Bartletty, Klaus–Robert M¨ullerz , Klaus Obermayer , Robert Williamsony y Australian Na

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• Statistical classification
• Linear algebra
• Vectors
• Multivariate statistics
• Signal processing
• Support vector machine
• Vector space
• Kernel principal component analysis
• Positive-definite kernel
• Algebra
• Statistics
• Mathematics

Bidirectional Online Probabilistic Planning Aswin Nadamuni Raghavan and Saket Joshi and Alan Fern and Prasad Tadepalli School of Electrical Engineering and Computer Science Oregon State University, Corvallis, OR[removed]W

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• Markov processes
• Stochastic control
• Heuristics
• Automated planning and scheduling
• University of Cape Town
• Heuristic function
• Markov decision process
• Planner
• Heuristic
• Statistics
• Artificial intelligence
• Dynamic programming

Modeling Personal and Social Network Context for Event Annotation in Images Bageshree Shevade Hari Sundaram

Source URL: users.cecs.anu.edu.au

• Annotation
• Image retrieval
• Statistics
• Knowledge
• Science
• Semantic similarity
• Recommender system
• Text annotation

        

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1 Bilateral Correspondence Model for Words-and-Pictures Association in Multimedia-rich Microblogs ZHIYU WANG, Tsinghua University, Department of Computer Science and Technology PENG CUI, Tsinghua University, Department

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• Topic model
• Image retrieval
• Correspondence
• Multimedia
• Mathematics
• Artificial intelligence
• Statistics
• Statistical natural language processing
• Latent Dirichlet allocation
• Microblogging

Surrogate Regret Bounds for Proper Losses Mark D. Reid Australian National University, Canberra, 0200, Australia M ARK .R EID @ ANU . EDU . AU

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• Functors
• Natural transformation
• Eta

Shrinking the Tube: A New Support Vector Regression Algorithm Bernhard Sch¨olkopfx ? , Peter Bartlett?, Alex Smolax ? , Robert Williamson? x GMD FIRST, Rudower Chaussee 5, 12489 Berlin, Germany ? FEIT/RSISE, Australian

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• Regression analysis
• Support vector machine
• Variance
• Degrees of freedom
• Statistics
• Statistical classification
• Econometrics