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We propose a new method to design adaptation algorithms that guarantee a certain prescribed level of performance and are applicable to systems with nonconvex parameterization. The main idea behind the method is, given the desired…

最优化与控制 · 数学 2007-05-23 I. Y. Tyukin , D. V. Prokhorov , Cees van Leeuwen

It has been assumed that arbitrage profits are not possible in efficient markets, because future prices are not predictable. Here we show that predictability alone is not a sufficient measure of market efficiency. We instead propose to…

统计力学 · 物理学 2009-11-10 R. Rothenstein , K. Pawelzik

We characterize different cell states, related to cancer and ageing phenotypes, by a measure of entropy of network ensembles, integrating gene expression values and protein interaction networks. The entropy measure estimates the parameter…

分子网络 · 定量生物学 2013-05-24 G. Menichetti , G. Bianconi , E. Giampieri , G. Castellani , D. Remondini

It can be observed that the purchasing decision of an individual consumer in an electronic marketplace is determined by a set of factors, such as personal characteristics of the consumer, product pricing, minimum price-quantity combination…

计算机科学与博弈论 · 计算机科学 2024-06-27 Dipankar Das

The performance of prediction models is often based on "abstract metrics" that estimate the model's ability to limit residual errors between the observed and predicted values. However, meaningful evaluation and selection of prediction…

机器学习 · 计算机科学 2019-05-13 Saima Aman , Yogesh Simmhan , Viktor K. Prasanna

Product ranking is the core problem for revenue-maximizing online retailers. To design proper product ranking algorithms, various consumer choice models are proposed to characterize the consumers' behaviors when they are provided with a…

机器学习 · 计算机科学 2023-01-03 Renzhe Xu , Xingxuan Zhang , Bo Li , Yafeng Zhang , Xiaolong Chen , Peng Cui

Maximizing the precision in estimating parameters in a quantum system subject to instrumentation constraints is cast as a convex optimization problem. We account for prior knowledge about the parameter range by developing a worst-case and…

量子物理 · 物理学 2008-04-01 Robert L. Kosut

Flexibility provision from active distribution grids requires efficient and robust methods of optimization and control suitable to online operation. In this paper we introduce conditions for the safe operation of feedback optimization based…

系统与控制 · 电气工程与系统科学 2025-07-24 Florian Klein-Helmkamp , Tina Möllemann , Irina Zettl , Steffen Kortmann , Andreas Ulbig

This paper addresses the problem of formally verifying desirable properties of neural networks, i.e., obtaining provable guarantees that neural networks satisfy specifications relating their inputs and outputs (robustness to bounded norm…

机器学习 · 计算机科学 2018-08-06 Krishnamurthy , Dvijotham , Robert Stanforth , Sven Gowal , Timothy Mann , Pushmeet Kohli

This paper presents the overall design of a multi-agent framework for tuning the performance of an application executing in a distributed environment. The multi-agent framework provides services like resource brokering, analyzing…

分布式、并行与集群计算 · 计算机科学 2010-05-13 Sarbani Roy , Saikat Halder , Nandini Mukherjee

We propose a computational framework to quantify (measure) and to optimize the reliability of complex systems. The approach uses a graph representation of the system that is subject to random failures of its components (nodes and edges).…

最优化与控制 · 数学 2021-06-25 Joshua L. Pulsipher , Victor M. Zavala

Secure orchestration is an important concern in the internet of service. Next to providing the required functionality the composite services must also provide a reasonable level of security in order to protect sensitive data. Thus, the…

密码学与安全 · 计算机科学 2012-12-18 Gabriele Costa , Fabio Martinelli , Artsiom Yautsiukhin

We propose an approach to compute inner and outer-approximations of the sets of values satisfying constraints expressed as arbitrarily quantified formulas. Such formulas arise for instance when specifying important problems in control such…

系统与控制 · 电气工程与系统科学 2023-09-22 Eric Goubault , Sylvie Putot

Safe and economic operation of networked systems is often challenging. Optimization-based schemes are frequently considered, since they achieve near-optimality while ensuring safety via the explicit consideration of constraints. In…

最优化与控制 · 数学 2024-01-30 Alexander Engelmann , Maisa B. Bandeira , Timm Faulwasser

This study addresses the interpretable estimation of price bounds in the context of price optimization. In recent years, price-optimization methods have become indispensable for maximizing revenue and profits. However, effective application…

计算机科学与博弈论 · 计算机科学 2024-10-01 Shunnosuke Ikeda , Naoki Nishimura , Shunji Umetani

We initiate a formal study of reproducibility in optimization. We define a quantitative measure of reproducibility of optimization procedures in the face of noisy or error-prone operations such as inexact or stochastic gradient computations…

最优化与控制 · 数学 2022-12-06 Kwangjun Ahn , Prateek Jain , Ziwei Ji , Satyen Kale , Praneeth Netrapalli , Gil I. Shamir

This paper addresses the large-scale acquisition of end-to-end network performance. We made two distinct contributions: ordinal rating of network performance and inference by matrix completion. The former reduces measurement costs and…

网络与互联网体系结构 · 计算机科学 2012-11-05 Wei Du , Yongjun Liao , and Pierre Geurts , Guy Leduc

A workflow specification defines a set of steps and the order in which those steps must be executed. Security requirements may impose constraints on which groups of users are permitted to perform subsets of those steps. A workflow…

密码学与安全 · 计算机科学 2013-01-10 Jason Crampton , Gregory Gutin , Anders Yeo

This work shows the existence of optimal control laws for persistent monitoring of mobile targets in a one-dimensional mission space and derives explicit solutions. The underlying performance metric consists of minimizing the total…

最优化与控制 · 数学 2022-10-05 Jonas Hall , Sean B. Andersson , Christos G. Cassandras

We study the \emph{bounded-delay model} for Qualify-of-Service buffer management. Time is discrete. There is a buffer. Unit-length jobs (also called \emph{packets}) arrive at the buffer over time. Each packet has an integer release time, an…

数据结构与算法 · 计算机科学 2011-08-02 Fei Li