Other algorithms aim to solve the dual form of IKSVM, but suffer from the dual gap between the primal and dual problems in the case of indefinite kernels. In this paper, we directly focus on the non-convex primal form of IKSVM and propose a novel algorithm termed as IKSVM-DC. ...
A fast numerical method is introduced to minimize the proposed model utilizing the difference-of-convex algorithm (DCA) and the primal dual hybrid gradient... Park, F,Lou, Y,Xin, J - IEEE 被引量: 7发表: 2016年 The Boosted Difference of Convex Functions Algorithm for Value-at-Risk Constrai...
Differentiates between various media representations. The Incredible Hulk film in 2008 rebooted the character's cinematic journey. 9 Hulk A character with a dual identity as Dr. Bruce Banner. The Hulk and Bruce Banner share a body but have vastly different personalities. 1 Incredible Hulk Used to...
Primal-dual algorithms for computing weight-constrained shortest paths and weight-constrained minimum spanning trees In the QoS shortest path problem, we want to find a path connecting two given vertices u and v to minimize path cost subject to the constraint that the pat... G Xue - Performance...
Dual numbers are functorial; fmapf transforms both parameters using f. The two components of a dual number Dxdx are respectively known as the primal x and the tangent dx. For a semiring d, the type Duald also admits a semiring structure, where the definition of tangent precisely follows ...
Wolverine's extended lifespan is marked by battles, loss, and a quest for purpose. 8 Hulk Struggles with his dual identity as Dr. Bruce Banner, a genius physicist. Banner's constant battle with the Hulk persona is a fight between intellect and raw power. 7 Wolverine Possesses a nearly ind...
The analytic property is often an integral identity, which, in most cases, expresses a duality relationship between the first-order operators. Then, we choose a discrete form for some first-order operators, which are dubbed as the primary operators (e.g., GRAD, CURL and DIV), and construct...
plus dual space fundamental solution semigroup (Zhang & Dower, arXiv:1306.5060), followed by an analogous development of the new max-plus primal space fundamental solution semigroup in Section 5. Section 6 includes a detailed analysis of the connection betweenthe max-plus primal anddual space fun...
FunctionsandDCProgramming SongcanChen Outline 1.ABriefHistory 2.DCFunctionsandtheirProperty 3.Someexamples 4.DCProgramming 5.CaseStudy 6.Ournextwork 1.ABriefHistory •1964,HoangTuy,(incidentallyinhisconvex optimizationpaper), •1979,J.F.Toland,Dualityformulation ...
Proximal Reinforcement Learning: A New Theory of Sequential Decision Making in Primal-Dual Spaces The Legendre transform elegantly generalizes past algorithms for solving reinforcement learning problems, such as natural gradient methods, which we show relate ... S Mahadevan,B Liu,P Thomas,... - 《...