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Design patterns provide a systematic way to convey solutions to recurring modeling challenges. This paper introduces design patterns for hybrid modeling, an approach that combines modeling based on first principles with data-driven modeling…

人工智能 · 计算机科学 2024-01-02 Maja Rudolph , Stefan Kurz , Barbara Rakitsch

Design patterns are elegant and well-tested solutions to recurrent software development problems. They are the result of software developers dealing with problems that frequently occur, solving them in the same or a slightly adapted way. A…

软件工程 · 计算机科学 2019-03-25 Hannes Thaller , Lukas Linsbauer , Alexander Egyed

Complexity in biology is often described using a multi-map architecture, where the genotype, representing the encoded information, is mapped to the functional level, known as the phenotype, which is then connected to a latent phenotype we…

其他定量生物学 · 定量生物学 2024-02-06 Juan F Poyatos

With increasing linkage within value chains, the IT systems of different companies are also being connected with each other. This enables the integration of services within the movement of Industry 4.0 in order to improve the quality and…

分布式、并行与集群计算 · 计算机科学 2021-08-31 Erik Heiland , Peter Hillmann , Andreas Karcher

Providing meaningful and actionable explanations to end-users is a fundamental prerequisite for implementing explainable intelligent systems in the real world. Explainability is a situated interaction between a user and the AI system rather…

人工智能 · 计算机科学 2021-06-04 Garrick Cabour , Andrés Morales , Élise Ledoux , Samuel Bassetto

Explanations in Machine Learning come in many forms, but a consensus regarding their desired properties is yet to emerge. In this paper we introduce a taxonomy and a set of descriptors that can be used to characterise and systematically…

机器学习 · 计算机科学 2019-12-12 Kacper Sokol , Peter Flach

This short paper gives an introduction to a research project to analyze how digital documents are structured and described. Using a phenomenological approach, this research will reveal common patterns that are used in data, independent from…

数字图书馆 · 计算机科学 2014-08-12 Jakob Voß

Algorithms play a crucial role in many technological systems that control or affect various aspects of our lives. As a result, providing explanations for their decisions to address the needs of users and organisations is increasingly…

软件工程 · 计算机科学 2023-05-29 Trung Dong Huynh , Niko Tsakalakis , Ayah Helal , Sophie Stalla-Bourdillon , Luc Moreau

In this paper, we consider the setting of graph-structured data that evolves as a result of operations carried out by users or applications. We study different reasoning problems, which range from ensuring the satisfaction of a given set of…

人工智能 · 计算机科学 2014-05-30 Shqiponja Ahmetaj , Diego Calvanese , Magdalena Ortiz , Mantas Simkus

Self-organization is ubiquitous in nature and mind. However, machine learning and theories of cognition still barely touch the subject. The hurdle is that general patterns are difficult to define in terms of dynamical equations and…

人工智能 · 计算机科学 2023-02-07 Danilo Vasconcellos Vargas , Tham Yik Foong , Heng Zhang

Today, there are Process-Aware Information Systems (PAIS) with a set of business process models which vary over time to meet the new requirements. In a competitive environment, the key challenge of enterprises is to reduce the cost and time…

软件工程 · 计算机科学 2014-03-27 Hanae Sbai , Mounia Fredj , Laila Kjiri

Recommender systems play a fundamental role in web applications in filtering massive information and matching user interests. While many efforts have been devoted to developing more effective models in various scenarios, the exploration on…

机器学习 · 计算机科学 2020-08-24 Ninghao Liu , Yong Ge , Li Li , Xia Hu , Rui Chen , Soo-Hyun Choi

Self-organization of complex morphological patterns from local interactions is a fascinating phenomenon in many natural and artificial systems. In the artificial world, typical examples of such morphogenetic systems are cellular automata.…

机器学习 · 计算机科学 2021-09-06 Mayalen Etcheverry , Clement Moulin-Frier , Pierre-Yves Oudeyer

The rapid development of AI and LLMs has driven new methods of SDLC, in which a large portion of code, technical, and business documentation is generated automatically. However, since there is no single architectural framework that can…

软件工程 · 计算机科学 2026-04-02 Oleg Grynets , Vasyl Lyashkevych

With the intensified use of intelligent things, the demands on the technological systems are increasing permanently. A possible approach to meet the continuously changing challenges is to shift the system integration from design to run-time…

人工智能 · 计算机科学 2018-08-13 Andreas Niederquell

In-context system identification aims at constructing meta-models to describe classes of systems, differently from traditional approaches that model single systems. This paradigm facilitates the leveraging of knowledge acquired from…

机器学习 · 计算机科学 2023-12-08 Dario Piga , Filippo Pura , Marco Forgione

Pattern plays a vital role in software architecture and it is a general reusable solution to commonly occurring problem. Software architecture of a system is the set of structures needed to reason about the system, which comprise software…

软件工程 · 计算机科学 2013-12-10 A. Meiappane , V. Prasanna Venkatesan , V. Jegatheeswari , B. Kalpana , U. Sarumathy

Different domains foster different architectural styles -- and thus different documentation practices (e.g., state-based models for behavioral control vs. ER-style models for information structures). Agentic AI systems exhibit another…

软件工程 · 计算机科学 2026-03-17 Andreas Rausch , Stefan Wittek

We provide a summary over architectural approaches that can be used to construct dependable learning-enabled autonomous systems, with a focus on automated driving. We consider three technology pillars for architecting dependable autonomy,…

软件工程 · 计算机科学 2019-02-28 Chih-Hong Cheng , Dhiraj Gulati , Rongjie Yan

Current autonomic computing systems are ad hoc solutions that are designed and implemented from the scratch. When designing software, in most cases two or more patterns are to be composed to solve a bigger problem. A composite design…

软件工程 · 计算机科学 2012-09-11 Vishnuvardhan Mannava , T. Ramesh