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Summary: The Systems Biology Markup Language (SBML) is an extensible standard format for exchanging biochemical models. One of the extensions for SBML is the SBML Layout and Render package. This allows modelers to describe a biochemical…

Quantitative Methods · Quantitative Biology 2022-11-16 Jin Xu , Jessie Jiang , Herbert M. Sauro

Antimony is a high-level, human-readable text-based language designed for defining and sharing models in the systems biology community. It enables scientists to describe biochemical networks and systems using a simple and intuitive syntax.…

Quantitative Methods · Quantitative Biology 2024-05-27 Lucian Smith , Herbert M Sauro

We have built an open-source software system for the modeling of biomolecular reaction networks, SloppyCell, which is written in Python and makes substantial use of third-party libraries for numerics, visualization, and parallel…

Quantitative Methods · Quantitative Biology 2007-05-23 Christopher R. Myers , Ryan N. Gutenkunst , James. P. Sethna

Interpreting biological networks becomes challenging when molecular components, such as genes or proteins, participate in numerous interactions, resulting in densely connected regions and overlapping interactions that obscure functional…

Molecular Networks · Quantitative Biology 2025-02-18 Adel Heydarabadipour , Herbert M Sauro

scikit-image is an image processing library that implements algorithms and utilities for use in research, education and industry applications. It is released under the liberal "Modified BSD" open source license, provides a well-documented…

In this technical report, we describe a new version of SimpleSBML which provides an easier to use interface to python-libSBML allowing users of Python to more easily construct, edit, and inspect SBML based models. The most commonly used…

Molecular Networks · Quantitative Biology 2021-08-20 Herbert M Sauro

In this paper, a set of Python methods is described that can be used to compute the frequency response of an arbitrary biochemical network given any input and output. Models can be provided in standard SBML or Antimony format. The code…

Molecular Networks · Quantitative Biology 2024-07-30 Herbert M Sauro

This paper presents libRoadRunner, an extensible, high-performance, cross-platform, open-source software library for the simulation and analysis of models \ expressed using Systems Biology Markup Language (SBML). SBML is the most widely…

Subcellular Processes · Quantitative Biology 2015-03-04 Endre T. Somogyi , Jean-Marie Bouteiller , James A. Glazier , Matthias König , Kyle Medley , Maciej H. Swat , Herbert M. Sauro

Mahotas is a computer vision library for Python. It contains traditional image processing functionality such as filtering and morphological operations as well as more modern computer vision functions for feature computation, including…

Computer Vision and Pattern Recognition · Computer Science 2013-08-13 Luis Pedro Coelho

$\textbf{scqubits}$ is an open-source Python package for simulating and analyzing superconducting circuits. It provides convenient routines to obtain energy spectra of common superconducting qubits, such as the transmon, fluxonium, flux,…

Quantum Physics · Physics 2021-11-24 Peter Groszkowski , Jens Koch

Scikit-learn is a Python module integrating a wide range of state-of-the-art machine learning algorithms for medium-scale supervised and unsupervised problems. This package focuses on bringing machine learning to non-specialists using a…

We describe Sockeye (version 1.12), an open-source sequence-to-sequence toolkit for Neural Machine Translation (NMT). Sockeye is a production-ready framework for training and applying models as well as an experimental platform for…

Computation and Language · Computer Science 2018-06-04 Felix Hieber , Tobias Domhan , Michael Denkowski , David Vilar , Artem Sokolov , Ann Clifton , Matt Post

Automatic group emotion recognition plays an important role in understanding complex human-human interaction. This paper introduces, Emolysis, a Python-based, standalone open-source group emotion analysis toolkit for use in different social…

Human-Computer Interaction · Computer Science 2024-08-07 Shreya Ghosh , Zhixi Cai , Parul Gupta , Garima Sharma , Abhinav Dhall , Munawar Hayat , Tom Gedeon

We describe a web-based tool, MakeSBML (https://sys-bio.github.io/makesbml/), that provides an installation-free application for creating, editing, and searching the Biomodels repository for SBML-based models. MakeSBML is a client-based web…

Molecular Networks · Quantitative Biology 2023-09-08 Bartholomew E. Jardine , Lucian P. Smith , Herbert M. Sauro

Motivation: An essential step in developing computational tools for the inference, optimization, and simulation of biochemical reaction networks is gauging tool performance against earlier efforts using an appropriate set of benchmarks.…

Molecular Networks · Quantitative Biology 2022-09-14 Michael A. Kochen , H. Steven Wiley , Song Feng , Herbert M. Sauro

We present SDialog, an MIT-licensed open-source Python toolkit that unifies dialog generation, evaluation and mechanistic interpretability into a single end-to-end framework for building and analyzing LLM-based conversational agents. Built…

We present SDialog, an MIT-licensed open-source Python toolkit that unifies dialog generation, evaluation and mechanistic interpretability into a single end-to-end framework for building and analyzing LLM-based conversational agents. Built…

Motivation: Computational models in biology can increase our understanding of biological systems, be used to answer research questions, and make predictions. Accessibility and reusability of computational models is limited and often…

Summary: Uchimata is a toolkit for visualization of 3D structures of genomes. It consists of two packages: a Javascript library facilitating the rendering of 3D models of genomes, and a Python widget for visualization in Jupyter Notebooks.…

Genomics · Quantitative Biology 2025-12-11 David Kouřil , Trevor Manz , Tereza Clarence , Nils Gehlenborg

Scientific workflows automate the analysis of large-scale scientific data, fostering the reuse of data processing operators as well as the reproducibility and traceability of analysis results. In exploratory research, however, workflows are…

Other Computer Science · Computer Science 2023-09-26 Sebastian Pohl , Nourhan Elfaramawy , Kedi Cao , Birte Kehr , Matthias Weidlich
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