activity
20182023
most citedAssuring the Machine Learning Lifecycle: Desiderata, Methods, and Challenges

87 citations · 160 across the 9 of their papers we have counts for

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Showing cs.SEShow all

6 papers · 1 filter

cs.SE2023

Specification, Validation and Verification of Social, Legal, Ethical, Empathetic and Cultural Requirements for Autonomous Agents

Sinem Getir Yaman, Ana Cavalcanti, Radu Calinescu +3

Autonomous agents are increasingly being proposed for use in healthcare, assistive care, education, and other applications governed by complex human-centric norms. To ensure compli…

cs.SE2022

PRESTO: Predicting System-level Disruptions through Parametric Model Checking

Xinwei Fang, Radu Calinescu, Colin Paterson +1

Self-adaptive systems are expected to mitigate disruptions by continually adjusting their configuration and behaviour. This mitigation is often reactive. Typically, environmental o…

cs.SE2021

Quantitative Verification with Adaptive Uncertainty Reduction

Naif Alasmari, Radu Calinescu, Colin Paterson +1

Stochastic models are widely used to verify whether systems satisfy their reliability, performance and other nonfunctional requirements. However, the validity of the verification d…

cs.SE2021★ 1 cited

Towards Better Adaptive Systems by Combining MAPE, Control Theory, and Machine Learning

Danny Weyns, Bradley Schmerl, Masako Kishida +5

Two established approaches to engineer adaptive systems are architecture-based adaptation that uses a Monitor-Analysis-Planning-Executing (MAPE) loop that reasons over architectura…

cs.SE2018

Efficient Parametric Model Checking Using Domain Knowledge

Radu Calinescu, Colin Paterson, Kenneth Johnson

We introduce an efficient parametric model checking (ePMC) method for the analysis of reliability, performance and other quality-of-service (QoS) properties of software systems. eP…

cs.SE2018

Observation-Enhanced QoS Analysis of Component-Based Systems

Colin Paterson, Radu Calinescu

We present a new method for the accurate analysis of the quality-of-service (QoS) properties of component-based systems. Our method takes as input a QoS property of interest and a…