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In this survey, we discuss the challenges of executing scientific workflows as well as existing Machine Learning (ML) techniques to alleviate those challenges. We provide the context and motivation for applying ML to each step of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-28 Azita Nouri , Philip E. Davis , Pradeep Subedi , Manish Parashar

Wikis provide a new way of collaboration and knowledge sharing. Wikis are software that allows users to work collectively on a web-based knowledge base. Wikis are characterised by a sense of anarchism, collaboration, connectivity, organic…

Digital Libraries · Computer Science 2008-02-07 Sander Spek

Nowadays, many scientific workflows from different domains, such as Remote Sensing, Astronomy, and Bioinformatics, are executed on large computing infrastructures managed by resource managers. Scientific workflow management systems (SWMS)…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-28 Fabian Lehmann , Jonathan Bader , Lauritz Thamsen , Ulf Leser

Traditional search methods primarily depend on string matches, while semantic search targets concept-based matches by recognizing underlying intents and contextual meanings of search terms. Semantic search is particularly beneficial for…

Computation and Language · Computer Science 2024-10-02 Phillip Schneider , Florian Matthes

Data science workflows are human-centered processes involving on-demand programming and analysis. While programmable and interactive interfaces such as widgets embedded within computational notebooks are suitable for these workflows, they…

Human-Computer Interaction · Computer Science 2023-03-27 Frederick Choi , Sajjadur Rahman , Hannah Kim , Dan Zhang

We present a user-friendly, but powerful interface for the data mining of scientific repositories. We present the tool in use with actual astronomy data and show how it may be used to achieve many different types of powerful semantic…

Instrumentation and Methods for Astrophysics · Physics 2015-02-24 Brian Thomas , Edward Shaya

The number of researchers, articles, journals, conferences, funding opportunities, and other such scholarly resources continues to grow every year and at an increasing rate. Many services have emerged to support scholars in navigating…

Digital Libraries · Computer Science 2009-05-12 Marko A. Rodriguez , David W. Allen , Joshua Shinavier , Gary Ebersole

Scientific workflow has become essential in software engineering because it provides a structured approach to designing, executing, and analyzing scientific experiments. Software developers and researchers have developed hundreds of…

Software Engineering · Computer Science 2023-09-15 Khairul Alam , Banani Roy , Alexander Serebrenik

The semantic Web initiates new, high level access schemes to online content and applications. One area of superior need for a redefined content exploration is given by on-line educational applications and their concepts of interactivity in…

Information Retrieval · Computer Science 2007-05-23 Michael Engelhardt , Thomas C. Schmidt

Scientific Workflow Systems (SWSs) are advanced software frameworks that drive modern research by orchestrating complex computational tasks and managing extensive data pipelines. These systems offer a range of essential features, including…

Software Engineering · Computer Science 2025-06-26 Khairul Alam , Banani Roy , Chanchal K. Roy , Kartik Mittal

This paper describes several results of Wimmics, a research lab which names stands for: web-instrumented man-machine interactions, communities, and semantics. The approaches introduced here rely on graph-oriented knowledge representation,…

Current research in biology heavily depends on the availability and efficient use of information. In order to build new knowledge, various sources of biological data must often be combined. Semantic Web technologies, which provide a common…

Quantitative Methods · Quantitative Biology 2009-02-19 Claude Pasquier

We present a system that constructs and maintains an up-to-date co-occurrence network of medical concepts based on continuously mining the latest biomedical literature. Users can explore this network visually via a concise online interface…

Information Retrieval · Computer Science 2015-03-20 Alexei Yavlinsky

Semantic processing is a fundamental research domain in computational linguistics. In the era of powerful pre-trained language models and large language models, the advancement of research in this domain appears to be decelerating. However,…

Computation and Language · Computer Science 2023-10-31 Rui Mao , Kai He , Xulang Zhang , Guanyi Chen , Jinjie Ni , Zonglin Yang , Erik Cambria

Exascale computers will offer transformative capabilities to combine data-driven and learning-based approaches with traditional simulation applications to accelerate scientific discovery and insight. These software combinations and…

Scientific workflows process extensive data sets over clusters of independent nodes, which requires a complex stack of infrastructure components, especially a resource manager (RM) for task-to-node assignment, a distributed file system…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-12 Fabian Lehmann , Jonathan Bader , Friedrich Tschirpke , Ninon De Mecquenem , Ansgar Lößer , Soeren Becker , Katarzyna Ewa Lewińska , Lauritz Thamsen , Ulf Leser

Scientific workflows have become essential for orchestrating complex computational processes across distributed resources, managing large datasets, and ensuring reproducibility in modern research. The Workflows Community Summit 2025, held…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-06 Irene Bonati , Silvina Caino-Lores , Tainã Coleman , Sagar Dolas , Sandro Fiore , Venkatesh Kannan , Marco Verdicchio , Sean R. Wilkinson , Rafael Ferreira da Silva

In order to achieve near-time insights, scientific workflows tend to be organized in a flexible and dynamic way. Data-driven triggering of tasks has been explored as a way to support workflows that evolve based on the data. However, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-23 Zhe Wang , Pradeep Subedi , Shaohua Duan , Yubo Qin , Philip Davis , Anthony Simonet , Ivan Rodero , Manish Parashar

Scientific innovation relies on detailed workflows, which include critical steps such as analyzing literature, generating ideas, validating these ideas, interpreting results, and inspiring follow-up research. However, scientific…

Computation and Language · Computer Science 2024-06-11 Xingjian Zhang , Yutong Xie , Jin Huang , Jinge Ma , Zhaoying Pan , Qijia Liu , Ziyang Xiong , Tolga Ergen , Dongsub Shim , Honglak Lee , Qiaozhu Mei

This article shows why the diffusion and peer-reviewing of research results would be more efficient, precise and relevant if all or at least some parts of the descriptions and peer-reviews of research results took the form of a fine-grained…

Digital Libraries · Computer Science 2013-05-31 Philippe A. Martin