Closing the Gap Between Short and Long XORs for Model Counting Shengjia Zhao Sorathan Chaturapruek Computer Science Department Computer Science Department

Source URL: ai2-website.s3.amazonaws.com

• Computational complexity theory
• Convex optimization
• Probability
• Mathematics
• Coding theory
• Error detection and correction
• Low-density parity-check code
• PP
• Bayesian network
• Linear programming

Topmoumoute online natural gradient algorithm Nicolas Le Roux University of Montreal Pierre-Antoine Manzagol

Source URL: nicolas.le-roux.name

• Mathematics
• Numerical analysis
• Algebra
• Computational statistics
• Stochastic optimization
• Linear filters
• Numerical linear algebra
• Convex optimization
• Stochastic gradient descent
• Gradient descent
• Artificial neural network
• Mathematical optimization

Convex Optimization with Sparsity-Inducing Norms

Source URL: lear.inrialpes.fr

Weighted SGD for ?𝓅 Regression with Randomized Preconditioning

Source URL: www.stat.berkeley.edu

• Operations research
• Econometrics
• Convex optimization
• Numerical linear algebra
• Estimation theory
• Preconditioner
• Support vector machine
• Linear regression
• Gradient descent
• Regression analysis
• Stochastic gradient descent
• Linear programming

Convex Optimization Lieven Vandenberghe Electrical Engineering Department, UC Los Angeles Tutorial lectures, 18th Machine Learning Summer School September 13-14, 2011

Source URL: mlss11.bordeaux.inria.fr

Convex Optimization Overview Stephen Boyd Steven Diamond Jaehyun Park

Source URL: stanford.edu

BUILDING ENSEMBLES OF SURROGATES BY OPTIMAL CONVEX COMBINATION Martina Friese, Thomas Bartz-Beielstein SPOTSeven Lab, TH K¨ oln, Gummersbach, Germany ,

Source URL: bioma.ijs.si

• Statistics
• Numerical analysis
• Regression analysis
• Design of experiments
• Operations research
• Mathematics
• Linear algebra
• Surrogate model
• Mathematical optimization
• Ensemble learning
• Kriging
• Economic model

APPROXIMATIONS OF CONVEX BODIES BY POLYTOPES AND BY PROJECTIONS OF SPECTRAHEDRA Alexander Barvinok April 2012 Abstract. We prove that for any compact set B ⊂ Rd and for any ǫ > 0 there is a

Source URL: www.math.lsa.umich.edu

• Algebra
• Mathematics
• Linear algebra
• Mathematical analysis
• Convex analysis
• Mathematical optimization
• Real algebraic geometry
• Matrices
• Semidefinite programming
• Convex cone
• Matrix
• Convex function

Planning Locally Optimal, Curvature-Constrained Trajectories in 3D using Sequential Convex Optimization Yan Duan, Sachin Patil, John Schulman, Ken Goldberg, Pieter Abbeel Abstract— 3D curvature-constrained motion plann

Source URL: goldberg.berkeley.edu

• Mathematical optimization
• Mathematical analysis
• Engineering
• Operations research
• Mechanics
• Aerodynamics
• Aerospace engineering
• Ballistics
• Trajectory optimization
• Motion planning
• Kinematics
• Collision detection

Statistical machine learning and convex optimization Francis Bach INRIA - Ecole Normale Sup´erieure, Paris, France ÉCOLE NORMALE

Source URL: learning.mpi-sws.org