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We consider the problem of learning a realization for a linear time-invariant (LTI) dynamical system from input/output data. Given a single input/output trajectory, we provide finite time analysis for learning the system's Markov…

机器学习 · 计算机科学 2019-02-05 Samet Oymak , Necmiye Ozay

We analyze a data-processing system with $n$ clients producing jobs which are processed in \textit{batches} by $m$ parallel servers; the system throughput critically depends on the batch size and a corresponding sub-additive speedup…

Since the early 90s, the evolution of the Business Process Management (BPM) discipline has been punctuated by successive waves of automation technologies. Some of these technologies enable the automation of individual tasks, while others…

人工智能 · 计算机科学 2026-01-28 Marlon Dumas , Fredrik Milani , David Chapela-Campa

As business processes become increasingly complex, effectively modeling decision points, their likelihood, and resource consumption is crucial for optimizing operations. To address this challenge, this paper introduces a formal extension of…

计算机科学中的逻辑 · 计算机科学 2024-10-31 Emanuele Chini , Pietro Sala , Andrea Simonetti , Omid Zare

Performance analysis for linear time-invariant (LTI) systems has been closely tied to quadratic Lyapunov functions ever since it was shown that LTI system stability is equivalent to the existence of such a Lyapunov function. Some metrics…

系统与控制 · 电气工程与系统科学 2020-09-14 Matthew Abate , Corbin Klett , Samuel Coogan , Eric Feron

Till today we dreamt of imperceptible delay in a network. The computer science research grows today faster than ever offering more and more services (computational representational, graphical, intelligent implication etc) to its user. But…

网络与互联网体系结构 · 计算机科学 2011-10-18 Soumen Kanrar , M Siraj

Business process simulation is a versatile technique for analyzing business processes from a quantitative perspective. A well-known limitation of process simulation is that the accuracy of the simulation results is limited by the…

软件工程 · 计算机科学 2020-04-21 Bedilia Estrada-Torres , Manuel Camargo , Marlon Dumas , Maksym Yerokhin

In biological and engineering systems, structure, function and dynamics are highly coupled. Such interactions can be naturally and compactly captured via tensor based state space dynamic representations. However, such representations are…

最优化与控制 · 数学 2019-12-30 Can Chen , Amit Surana , Anthony Bloch , Indika Rajapakse

We present an approach for flux analysis in process algebra models of biological systems. We perceive flux as the flow of resources in stochastic simulations. We resort to an established correspondence between event structures, a broadly…

计算工程、金融与科学 · 计算机科学 2010-02-23 Ozan Kahramanoğullari

In present paper we suggest a new universal approach to study complex systems by microscopic, mesoscopic and macroscopic methods. We discuss new possibilities of extracting information on nonstationarity, unsteadiness and non-Markovity of…

无序系统与神经网络 · 物理学 2007-05-23 Renat M. Yulmetyev , Anatolii V. Mokshin , Peter Hänggi

In this paper we complete and extend our previous work on stochastic control applied to high frequency market-making with inventory constraints and directional bets. Our new model admits several state variables (e.g. market spread,…

交易与市场微观结构 · 定量金融 2013-04-03 Pietro Fodra , Mauricio Labadie

This work derives a theoretical value for the entropy of a Linear Additive Markov Process (LAMP), an expressive model able to generate sequences with a given autocorrelation structure. While a first-order Markov Chain model generates new…

信息论 · 计算机科学 2023-01-10 Bridget Smart , Matthew Roughan , Lewis Mitchell

We propose to examine the predictability and the complexity characteristics of the Standard&Poor500 dynamics behaviors in a coarse-grained way using the symbolic dynamics method and under the prism of the Information theory through the…

统计金融 · 定量金融 2021-05-11 Geoffrey Ducournau

Explaining and reasoning about processes which underlie observed black-box phenomena enables the discovery of causal mechanisms, derivation of suitable abstract representations and the formulation of more robust predictions. We propose to…

人工智能 · 计算机科学 2017-07-27 Svetlin Penkov , Subramanian Ramamoorthy

When partitioning workflows in realistic scenarios, the knowledge of the processing units is often vague or unknown. A naive approach to addressing this issue is to perform many controlled experiments for different workloads, each…

分布式、并行与集群计算 · 计算机科学 2015-11-03 Freddy C. Chua , Bernardo A. Huberman

Complexity researchers view burstiness--fluctuating levels of activity--as evidence of hidden interactions within the system generating the activity signal. Yet, current burstiness metrics miss evidence of burstiness in some moderately…

物理与社会 · 物理学 2026-04-08 Joshua Z. Stadlan , Michelle Birkett , Jason H. Rife

In an open-loop experiment, an input sequence is applied to an unknown linear time-invariant system (in continuous or discrete time) affected also by an unknown-but-bounded disturbance sequence (with an energy or instantaneous bound); the…

系统与控制 · 电气工程与系统科学 2022-10-19 Andrea Bisoffi , Claudio De Persis , Pietro Tesi

Recent literature has shown how linear time-invariant (LTI) systems can be represented by trajectories features, that is relying on a single input-output (IO) data dictionary to span all possible system trajectories, as long as the input is…

系统与控制 · 电气工程与系统科学 2023-09-18 Marcelo Menezes Morato , Julio Elias Normey-Rico , Olivier Sename

Digital transformation forces companies to rethink their processes to meet current customer needs. Business Process Management (BPM) can provide the means to structure and tackle this change. However, most approaches to BPM face…

软件工程 · 计算机科学 2020-12-02 Marcus Fischer , Adrian Hofmann , Florian Imgrund , Christian Janiesch , Axel Winkelmann

This work delves into presenting a probabilistic method for analyzing linear process data with weakly dependent innovations, focusing on detecting change-points in the mean and estimating its spectral density. We develop a test for…

统计理论 · 数学 2024-10-01 Ramkrishna Jyoti Samanta