06 2020 档案

Big picture of machine learning
摘要：high level introduction to machine learning 阅读全文
posted @ 2020-06-30 20:54 科研民工 阅读(114) 评论(0) 推荐(0)
Construction methods in high dimensional probaility
摘要：Construction of epsilon-net, packing, ... $\alpha$ 阅读全文
posted @ 2020-06-30 00:13 科研民工 阅读(163) 评论(0) 推荐(0)
Epsilon-net in high dimensional probability
摘要：Will fill up this soon. 阅读全文
posted @ 2020-06-30 00:10 科研民工 阅读(74) 评论(0) 推荐(0)
Methods for establishing concentration of measure inequalities
摘要：entropy method,... 阅读全文
posted @ 2020-06-30 00:09 科研民工 阅读(69) 评论(0) 推荐(0)
Properties commonly used in high dimensional probability
摘要：iid, stationarity, separability, continuous modularity, ... 阅读全文
posted @ 2020-06-30 00:07 科研民工 阅读(61) 评论(0) 推荐(0)
Commonly used bounds of expected supremum of empirical processes
摘要：maximal inequality, Sudakov inequality, Slepian-Fernique inequality, Super-Sudokaov inequality, Fernique inequality, majorizing measure theorem, gener 阅读全文
posted @ 2020-06-30 00:05 科研民工 阅读(77) 评论(0) 推荐(0)
Commonly used concentration of measure inequalities
摘要：Markov inequality, Hoeffdin inequality, Chernoff inequality, Talagrand inequality, 阅读全文
posted @ 2020-06-30 00:00 科研民工 阅读(83) 评论(0) 推荐(0)
Big picture of high dimensional probability
摘要：basic problems 阅读全文
posted @ 2020-06-29 23:58 科研民工 阅读(113) 评论(0) 推荐(0)
Big picture of mathematical optimization
摘要：Basic concepts, optimality conditions, different types of optimization, algorithm design techniques 阅读全文
posted @ 2020-06-29 20:47 科研民工 阅读(133) 评论(0) 推荐(0)
Optimality conditions in convex optimization
摘要：first order necessary optimality condition, second order necessary optimality condition, second order sufficient optimality conditions 阅读全文
posted @ 2020-06-29 20:44 科研民工 阅读(155) 评论(0) 推荐(0)
Optimization Materials
摘要：Conjugate function of norm 阅读全文
posted @ 2020-06-29 11:39 科研民工 阅读(104) 评论(0) 推荐(0)
Nonconvex optimization
摘要：\mathbb{R} 阅读全文
posted @ 2020-06-29 09:38 科研民工 阅读(168) 评论(0) 推荐(0)
Convexity or concavity of commonly used functions
摘要：linear function, quadratic function, logarithm function, determinant function, 阅读全文
posted @ 2020-06-29 09:36 科研民工 阅读(126) 评论(0) 推荐(0)
Dual function of commonly used functions
摘要：constant function, linear function, quadratic function, logarithm function, dual function, determinant function, eigenvalue function, sine function, c 阅读全文
posted @ 2020-06-29 09:34 科研民工 阅读(104) 评论(0) 推荐(0)
Proximator of commonly used functions
摘要：indicator function, linear function, quadratic function, norm function, log function, exponential function, the composite of multiple functions, suppo 阅读全文
posted @ 2020-06-29 09:31 科研民工 阅读(114) 评论(0) 推荐(0)
Projection onto commonly used set
摘要：ball, hyperplane, affine set, simplex, second order cone, cubic, intersection of multiple sets,, 阅读全文
posted @ 2020-06-29 09:30 科研民工 阅读(104) 评论(0) 推荐(0)
Commonly used convergence analysis techniques
摘要：convergence types, convergence characterization, convergence analysis techniques, convergence speed 阅读全文
posted @ 2020-06-29 09:28 科研民工 阅读(94) 评论(0) 推荐(0)
Commonly used properties
摘要：convexity, Lipschitz continuity, positive semidefinite,,,, 阅读全文
posted @ 2020-06-29 09:27 科研民工 阅读(67) 评论(0) 推荐(0)
Commonly used algorithms
摘要：gradient descent, Newton's method, trust region, proximal algorithm, admm, interior point method 阅读全文
posted @ 2020-06-29 09:25 科研民工 阅读(98) 评论(0) 推荐(0)
Commonly used algorithm design techniques
摘要：alternating minimization, interior point, line search, trust region, optimality conditions inspired 阅读全文
posted @ 2020-06-29 09:24 科研民工 阅读(116) 评论(0) 推荐(0)
Commonly used objects in convex optimization
摘要：Convex set, conjugate functions, proximator, support function, cone, convex cone, convex hull, second order cone, balls, hyperplanes, affine set, 阅读全文
posted @ 2020-06-29 09:23 科研民工 阅读(127) 评论(0) 推荐(0)