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An Improved Training Algorithm for Support Vector Machines

by Edgar Osuna, Robert Freund, Federico Girosi , 1997
"... We investigate the problem of training a Support Vector Machine (SVM) [1, 2, 7] on a very large date base (e.g. 50,000 data points) in the case in which the number of support vectors is also very large (e.g. 40,000). Training a SVM is equivalent to solving a linearly constrained quadratic programmin ..."
Abstract - Cited by 339 (1 self) - Add to MetaCart
takes advantage of the fact that the expected number of support vectors is small (! 3; 000). Therefore, the existing algorithms cannot deal with more than a few thousand support vectors. In this paper we present a decomposition algorithm that is guaranteed to solve the QP problem and that does not make

POLYNOMIALS WITH ROOTS IN Qp FOR ALL p

by Jack Sonn , 2006
"... Abstract. Let f(x) be a monic polynomial in Z[x] with no rational roots but with roots in Qp for all p, or equivalently, with roots mod n for all n. It is known that f(x) cannot be irreducible but can be a product of two or more irreducible polynomials, and that if f(x) is a product of m> 1 irred ..."
Abstract - Cited by 7 (2 self) - Add to MetaCart
Abstract. Let f(x) be a monic polynomial in Z[x] with no rational roots but with roots in Qp for all p, or equivalently, with roots mod n for all n. It is known that f(x) cannot be irreducible but can be a product of two or more irreducible polynomials, and that if f(x) is a product of m> 1

41. THE QUANAM QUADDS-QP2

by Sigmund Silber, Eberhard Grube, Peter Fitzgerald, Sigmund Silber, Eberhard Grube, Peter Fitzgerald
"... The concept of delivering — or eluting — a drug from a stent over a period of time to treat the problem of in-stent restenosis following stent implantion is an attractive strategy. Local drug delivery for cardiovascular disease, prior to the advent of stents, was restricted to catheter-based deliver ..."
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compounds directly at the site of injury or disease and providing prolonged delivery, but it also allows for the delivery of hydrophobic compounds which cannot be easily delivered via conventional methods. The stent platform The QuaDDS-QP2 stent is based on the uncoated QueST stent platform (formerly Quanam

Submitted to QP-90 Compositional Modeling of Physical Systems

by Brian Falkenhainer, Kenneth D Forbus
"... Automating analysis of physical systems requires techniques for managing complexity and finding an appropriate model for an analysis. Compositional modeling is astrategy fororganizing multi-grain, multi-perspective models of physical phenomena which addresses these problems. In this paper, we identi ..."
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the appropriate ontology and the structural nesting of systems. Second, we provide a generalized modeling language which enables the compositional modeling approach to be applied to either quantitative or qualitative models. We show that model composition cannot a priori determine that a quantitative model

Towards a fixed point QP solver for predictive control

by Juan L. Jerez, George A. Constantinides, Eric C. Kerrigan - In Proc. IEEE Conf. on Decision and Control (Submitted , 2012
"... Abstract — There is a need for high speed, low cost and low energy solutions for convex quadratic programming to enable model predictive control (MPC) to be implemented in a wider set of applications than is currently possible. For most quadratic programming (QP) solvers the computational bottleneck ..."
Abstract - Cited by 7 (4 self) - Add to MetaCart
Abstract — There is a need for high speed, low cost and low energy solutions for convex quadratic programming to enable model predictive control (MPC) to be implemented in a wider set of applications than is currently possible. For most quadratic programming (QP) solvers the computational

ADAPTIVE FRAME AND QP SELECTION FOR TEMPORALLY SUPER-RESOLVED FULL-EXPOSURE-TIME VIDEO

by Mihoko Shimano O, Gene Cheung, Imari Sato
"... In order to allow sufficient amount of light into the image sen-sor, videos captured in poor lighting conditions typically have low frame rate and frame exposure time equals to inter-frame period— commonly called full exposure time (FET). FET low-frame-rate videos are common in situations where ligh ..."
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lighting cannot be improved a priori due to practical (e.g., large physical distance between camera and captured objects) or economical (e.g., long duration of night-time surveillance) reasons. Previous computer vision work has shown that content at a desired higher frame rate can be recovered (to some

Anonymous Hierarchical Identity-Based Encryption (Without Random Oracles). In: Dwork

by Xavier Boyen , Brent Waters - CRYPTO 2006. LNCS, , 2006
"... Abstract We present an identity-based cryptosystem that features fully anonymous ciphertexts and hierarchical key delegation. We give a proof of security in the standard model, based on the mild Decision Linear complexity assumption in bilinear groups. The system is efficient and practical, with sm ..."
Abstract - Cited by 119 (10 self) - Add to MetaCart
to be fundamental to designing (H)IBE systems without random oracles, we aim to design a system where the necessary extra information will be hidden to a computationally bounded adversary. Thus, even though we cannot prevent the ciphertext from containing information about the recipient, we can design our system

Quadratic Programming for Multi-Target Tracking

by Raghav Aras, Alain Dutech, Franois Charpillet - In MSDM Workshop, AAMAS 2009 , 2009
"... We consider the problem of tracking multiple, partially observed targets using multiple sensors arranged in a given configuration. We model the problem as a special case of a (finite horizon) DEC-POMDP. We present a quadratic program whose globally optimal solution yields an optimal tracking joint p ..."
Abstract - Cited by 1 (0 self) - Add to MetaCart
policy, one that maximizes the expected targets detected over the given horizon. However, a globally optimal solution to the QP cannot always be found since the QP is nonconvex. To remedy this, we present two linearizations of the QP to equivalent 0-1 mixed integer linear programs (MIPs) whose optimal

Author manuscript, published in "AAMAS Worshop: Multi-agent Sequential Decision-Making in Uncertain Domains (2009) 4-10" Quadratic Programming for Multi-Target Tracking

by Raghav Aras, Alain Dutech, Franois Charpillet , 2010
"... We consider the problem of tracking multiple, partially observed targets using multiple sensors arranged in a given configuration. We model the problem as a special case of a (finite horizon) DEC-POMDP. We present a quadratic program whose globally optimal solution yields an optimal tracking joint p ..."
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policy, one that maximizes the expected targets detected over the given horizon. However, a globally optimal solution to the QP cannot always be found since the QP is nonconvex. To remedy this, we present two linearizations of the QP to equivalent 0-1 mixed integer linear programs (MIPs) whose optimal

OF ARTICLE IN PRESS 1 Determining Q of near-surface materials from Rayleigh waves

by Jianghai Xiaa, Richard D. Millera, Choon B. Parka, Gang Tianb , 2001
"... 9 High-frequency (z 2 Hz) Rayleigh wave phase velocities can be inverted to shear (S)-wave velocities for a layered earth 10 model up to 30 m below the ground surface in many settings. Given S-wave velocity (VS), compressional (P)-wave velocity 11 (VP), and Rayleigh wave phase velocities, it is feas ..."
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attenuation coefficients from QP cannot be 14 ignored when Vs/VP reaches 0.45, which is not uncommon in near-surface settings. It is possible to invert QP from Rayleigh 15 wave attenuation coefficients in some geological setting, a concept that differs from the common perception that Rayleigh wave 16
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