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Critical goals of scientific computing are to increase scientific rigor, reproducibility, and transparency while keeping up with ever-increasing computational demands. This work presents an integrated framework well-suited for data…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-13 Paul Nuyujukian

The integration of bioinformatics predictions and experimental validation plays a pivotal role in advancing biological research, from understanding molecular mechanisms to developing therapeutic strategies. Bioinformatics tools and methods…

In the era of big data, transformation of biomedical big data into valuable knowledge has been one of the most important challenges in bioinformatics. Deep learning has advanced rapidly since the early 2000s and now demonstrates…

Machine Learning · Computer Science 2016-06-21 Seonwoo Min , Byunghan Lee , Sungroh Yoon

[Background/Context] AI assistants like GitHub Copilot are transforming software engineering; several studies have highlighted productivity improvements. However, their impact on code quality, particularly in terms of maintainability,…

Software Engineering · Computer Science 2024-08-21 Markus Borg , Dave Hewett , Donald Graham , Noric Couderc , Emma Söderberg , Luke Church , Dave Farley

In research labs, there is often a need to customise software at every step in a given bioinformatics workflow, but traditionally it has been difficult to obtain both a high degree of customisability and good performance.…

Software Engineering · Computer Science 2012-08-23 Gabriel Keeble-Gagnère , Johan Nyström-Persson , Matthew Bellgard , Kenji Mizuguchi

As modern software systems grow in complexity and scale, their ability to autonomously detect, diagnose, and recover from failures becomes increasingly vital. Drawing inspiration from biological healing - where the human body detects…

Software Engineering · Computer Science 2025-04-30 Mohammad Baqar , Rajat Khanda , Saba Naqvi

This document explores the advantages of integrating open source software and practices in managing a scientific lab, emphasizing reproducibility and the avoidance of pitfalls. It details practical applications from website management using…

Computers and Society · Computer Science 2024-05-14 Julien Cohen-Adad

Just like the scientific data they generate, simulation workflows for research should be findable, accessible, interoperable, and reusable (FAIR). However, while significant progress has been made towards FAIR data, the majority of science…

Digital Libraries · Computer Science 2022-05-04 Martin Hunt , Steven Clark , Daniel Mejia , Saaketh Desai , Alejandro Strachan

The reproduction and replication of novel results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the issues closely revolve around the…

Software Engineering · Computer Science 2014-09-17 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

In biomedical research, validation of a new scientific discovery is tied to the reproducibility of its experimental results. However, in genomics, the definition and implementation of reproducibility still remain imprecise. Here, we argue…

In nature ecosystems, animal life-spans are determined by genes and some other biological characteristics. Similarly, the software project life-spans are related to some internal or external characteristics. Analyzing the relations between…

Software Engineering · Computer Science 2017-11-01 Zhifang Liao , Benhong Zhao , Shengzong Liu , Haozhi Jin , Dayu He , Liu Yang , Jinsong Wu , Yan Zhang

The ubiquity of computation in modern scientific research inflicts new challenges for reproducibility. While most journals now require code and data be made available, the standards for organization, annotation, and validation remain lax,…

Other Quantitative Biology · Quantitative Biology 2022-10-07 Griffin Chure

Background, enhancing interoperability of bioinformatics knowledge bases is a high priority requirement to maximize data reusability, and thus increase their utility such as the return on investment for biomedical research. A knowledge base…

Databases · Computer Science 2023-07-06 Tarcisio Mendes de Farias , Julien Wollbrett , Marc Robinson-Rechavi , Frederic Bastian

The key to speeding up applications is often understanding where the elapsed time is spent, and why. This document reviews in depth the full array of performance analysis tools and techniques available on Linux for this task, from the…

Performance · Computer Science 2007-05-23 Michel R. Dagenais , Karim Yaghmour , Charles Levert , Makan Pourzandi

In today's world of big data, computational analysis has become a key driver of biomedical research. Recent exponential growth in the volume of available omics data has reshaped the landscape of contemporary biology, creating demand for a…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-09 Jaqueline J. Brito , Thiago Mosqueiro , Jeremy Rotman , Victor Xue , Douglas J. Chapski , Juan De la Hoz , Paulo Matias , Lana Martin , Alex Zelikovsky , Matteo Pellegrinni , Serghei Mangul

This paper is a brief update on developments in the BioDynaMo project, a new platform for computer simulations for biological research. We will discuss the new capabilities of the simulator, important new concepts simulation methodology as…

Neural and Evolutionary Computing · Computer Science 2018-01-22 Leonard Johard , Lukas Breitwieser , Alberto Di Meglio , Marco Manca , Manuel Mazzara , Max Talanov

The open-source Linux operating system is available through a wide variety of distributions, each containing a collection of installable software packages. It can be important to keep these packages as fresh as possible to benefit from new…

Software Engineering · Computer Science 2020-08-03 Damien Legay , Alexandre Decan , Tom Mens

Software ecosystems have gained a lot of attention in recent times. Industry and developers gather around technologies and collaborate to their advancement; when the boundaries of such an effort go beyond certain amount of projects, we are…

Software Engineering · Computer Science 2023-06-21 Raula Gaikovina Kula , Gregorio Robles

Effective use of parallel and distributed computing in science depends upon multiple interdependent entities and activities that form an ecosystem. Active engagement between application users and technology catalysts is a crucial activity…

Software Engineering · Computer Science 2013-09-10 Ketan Maheshwari , David Kelly , Scott J. Krieder , Justin M. Wozniak , Daniel S. Katz , Mei Zhi-Gang , Mainak Mookherjee

Wearable biosensors can enable continuous human data capture, facilitating development of real-world Human-Robot Interaction (HRI) systems. However, a lack of standardized libraries and implementations adds extraneous complexity to HRI…

Robotics · Computer Science 2021-10-11 Wonse Jo , Robert Wilson , Jaeeun Kim , Steve McGuire , Byung-Cheol Min