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Titlebook: Leveraging Applications of Formal Methods, Verification and Validation. Adaptation and Learning; 11th International S Tiziana Margaria,Bern

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Understanding Social Feedback in Biological Collectives with Smoothed Model Checkinggroup behaviours are typically linked to a certain fitness function, which the group robustly performs under different perturbations in, for instance, group structure, group size, noise, or environmental factors. Deriving this fitness function is an important step towards understanding the collectiv
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Efficient Estimation of Agent Networks, they give rise to global dynamics which cannot be analyzed by considering agents in isolation. While the . of CAS via agent (reaction) networks gained momentum, obtaining reliable forecasts is computationally difficult because parameters are often subject to uncertainty. It has been therefore rece
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Measuring Convergence Inertia: Online Learning in Self-adaptive Systems with Context Shiftsion to perform in each context faced during operation. An established solution for doing so is through the use of online learning. The complexity of online learning however increases in the presence of context shifts – which are typical in self-adaptive systems. In this paper, we (i) propose a new m
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Capturing Dependencies Within Machine Learning via a Formal Process Modell requirements even without direct human interaction in a seemingly uncontrollable manner. Nonetheless, the underlying processes can be described in a formal way. We define a comprehensive SD process model for ML that encompasses most tasks and artifacts described in the literature in a consistent w
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On Model-Based Performance Analysis of Collective Adaptive Systemscally in any application. We compare two recently proposed approaches: the first is based on generalised stochastic petri nets derived from the system specification; the second is based on queueing networks derived from suitable behavioural abstractions. We use a case study based on a scenario invol
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Programming Multi-robot Systems with X-KLAIMSuch a distributed software has to perform multiple cooperating tasks in a well-coordinated manner to avoid unsatisfactory emerging behavior. This paper provides an approach for programming MRSs at a high abstraction level using the programming language .. The computation and communication model of
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fferenzierende Positionierung in den Köpfen der Kunden. Lars Binckebanck zeigt, dass von den Instrumenten des Marketing-Mix der persönliche Verkauf den Markenwert im B2B-Geschäft am stärksten beeinflusst, und identifiziert unterschiedliche Verkaufsstile, die mit spezifischen Markenwirkungen einherge
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