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Software engineering concepts and processes are worthy of formal study; and yet we seldom formalize them. This "research ideas" article explores what a theory of software engineering could and should look like. Software engineering research…

Software Engineering · Computer Science 2025-02-25 Bertrand Meyer

In the field of medicine and healthcare, the utilization of medical expertise, based on medical knowledge combined with patients' health information is a life-critical challenge for patients and health professionals. The within-laying…

Artificial Intelligence · Computer Science 2025-10-13 Mubaris Nadeem , Madjid Fathi

An efficient Learning resource centre can be achieved with the help of a network of collaborating, coordinating and communicating software agents. Agent-oriented techniques represent an exciting new means of analysing, designing and…

Multiagent Systems · Computer Science 2011-02-18 Pooja Jain , Deepak Dahiya

Cloning is a general approach to create new functionality within variants as well as new system variants. It is a fast, flexible, intuitive, and economical approach to evolve systems in the short run. However, in the long run, the…

Software Engineering · Computer Science 2021-04-13 Kamil Rosiak

The paper proposes an analysis on some existent ontologies, in order to point out ways to resolve semantic heterogeneity in information systems. Authors are highlighting the tasks in a Knowledge Acquisiton System and identifying aspects…

Artificial Intelligence · Computer Science 2009-05-29 Alexandru Cicortas , Victoria Stana Iordan , Alexandra Emilia Fortis

Knowledge graph construction consists of two tasks: extracting information from external resources (knowledge population) and inferring missing information through a statistical analysis on the extracted information (knowledge completion).…

Machine Learning · Statistics 2016-09-06 Dongwoo Kim , Lexing Xie , Cheng Soon Ong

Knowledge has been lately recognized as one of the most important assets of organizations. Managing knowledge has grown to be imperative for the success of a company. This paper presents an overview of Knowledge Management and various…

Databases · Computer Science 2008-12-03 Sabu M. Thampi

Representing domain knowledge is crucial for any task. There has been a wide range of techniques developed to represent this knowledge, from older logic based approaches to the more recent deep learning based techniques (i.e. embeddings).…

Artificial Intelligence · Computer Science 2017-10-31 Ramanathan V. Guha

Recent technological advances, especially in the field of machine learning, provide astonishing progress on the road towards artificial general intelligence. However, tasks in current real-world business applications cannot yet be solved by…

Artificial Intelligence · Computer Science 2021-05-10 Dominik Dellermann , Adrian Calma , Nikolaus Lipusch , Thorsten Weber , Sascha Weigel , Philipp Ebel

Evaluating the potential of a prospective candidate is a common task in multiple decision-making processes in different industries. We refer to a prospect as something or someone that could potentially produce positive results in a given…

Artificial Intelligence · Computer Science 2023-03-10 Carlos Raoni Mendes , Emilio Vital Brazil , Vinicius Segura , Renato Cerqueira

We propose a set of compositional design patterns to describe a large variety of systems that combine statistical techniques from machine learning with symbolic techniques from knowledge representation. As in other areas of computer science…

Artificial Intelligence · Computer Science 2019-05-30 Frank van Harmelen , Annette ten Teije

Informed machine learning methods allow the integration of prior knowledge into learning systems. This can increase accuracy and robustness or reduce data needs. However, existing methods often assume hard constraining knowledge, that does…

Machine Learning · Computer Science 2024-10-10 Christian Schlauch , Nadja Klein , Christian Wirth

We present a mechanism design, coupling an online collaboration software and a prediction market, which allows tracking down the very roots of individual incentives, actions and how these behaviors influence collective intelligence in terms…

Computer Science and Game Theory · Computer Science 2014-07-01 Thomas Maillart , Didier Sornette

In this study, we propose to adopt a novel framework, Knowledge-integrated Machine Learning, for advancing Proton Exchange Membrane Water Electrolysis (PEMWE) development. Given the significance of PEMWE in green hydrogen production and the…

Machine Learning · Computer Science 2024-04-08 Xia Chen , Alexander Rex , Janis Woelke , Christoph Eckert , Boris Bensmann , Richard Hanke-Rauschenbach , Philipp Geyer

Knowledge graph (KG) technology is extensively utilized in many areas, and many companies offer applications based on KG. Nonetheless, most KG platforms necessitate expertise and tremendous time and effort from users to construct KG records…

Artificial Intelligence · Computer Science 2024-12-17 Hanrong Zhang , Xinyue Wang , Jiabao Pan , Hongwei Wang

Today, there are millions of professionals worldwide acting as a designer, architect or engineer in the design, realization, and implementation of information systems. At this moment there is no well established and clearly identified body…

Software Engineering · Computer Science 2021-05-20 R. D. T. Janssen , H. A. Proper , H. Bosma , D. Verhoef , S. J. B. A. Hoppenbrouwers

Knowledge-based or Artificial Intelligence techniques are used increasingly as alternatives to more classical techniques to model ENVIRONMENTAL SYSTEMS. Use of Artificial Intelligence (AI) in environmental modelling has increased with…

Artificial Intelligence · Computer Science 2014-09-16 Kamran Latif

Actionable Knowledge Discovery (AKD) is a crucial aspect of data mining that is gaining popularity and being applied in a wide range of domains. This is because AKD can extract valuable insights and information, also known as knowledge,…

Machine Learning · Computer Science 2023-01-24 Sayed Erfan Arefin

Deficit and redundancies in existing automotive product development hinder a systems engineering based development. In this paper we discuss a methodical procedure to eliminate deficits in the current product development and in turn to…

Software Engineering · Computer Science 2020-07-24 Hassan Hage , Vahid Hashemi , Frank Mantwill

With the explosive growth of academic literature, effectively evaluating the knowledge value of literature has become quite essential. However, most of the existing methods focus on modeling the entire citation network, which is…

Information Retrieval · Computer Science 2025-07-16 Zehui Qu , Chengzhi Liu , Hanwen Cui , Xianping Yu