Models estimated using ALAAMEE for the Deezer networks, with liking jazz as the outcome variable. حسب Alex Stivala (8356257)

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Overview of the SBML models used in this study. The collection of models was retrieved from Biomodels [43] and a previously reported collection of SBML benchmark models [11]. The n... حسب Paul van Lent (16876977)

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Jaxkineticmodel allows for hybridizing kinetic models with neural networks. حسب Paul van Lent (16876977)

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Analysis of convergence properties for a collection of SBML models. حسب Paul van Lent (16876977)

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Survey Dataset and Python Code for Preprocessing, Statistical Tests حسب Mohammed Nurudeen (11071551)

"…Supporting figures and tables are available in the repository</p><p dir="ltr">Data processing was implemented in Python 3.11 and attached are all the python scripts used for preprocessing , and statistical Analysis and also the questionnaire used for the study.…"

Python file of the computational framework. حسب Benoit Haut (9753029)

Fitting a feast/famine cycle to a glycolysis model. حسب Paul van Lent (16876977)

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Python code for a rule-based NLP model for mapping circular economy indicators to SDGs حسب Zahir Barahmand (18008947)

"…The package includes:</p><ul><li>The complete Python codebase implementing the classification algorithm</li><li>A detailed manual outlining model features, requirements, and usage instructions</li><li>Sample input CSV files and corresponding processed output files to demonstrate functionality</li><li>Keyword dictionaries for all 17 SDGs, distinguishing strong and weak matches</li></ul><p dir="ltr">These materials enable full reproducibility of the study, facilitate adaptation for related research, and offer transparency in the methodological framework.…"

Supporting data for "Interpreting complex ecological patterns and processes across differentscales using Artificial Intelligence" حسب Yifei Gu (9507104)

"…</p><p dir="ltr">Secondly, at the population level, deep learning (DL) models were benchmarked to inform the best practices in quantifying distribution patterns of intertidal mussels over large spatial scales. …"

Cost functions implemented in Neuroptimus. حسب Máté Mohácsi (20469514)

"…To address these issues, we developed a generic platform (called Neuroptimus) that allows users to set up neural parameter optimization tasks via a graphical interface, and to solve these tasks using a wide selection of state-of-the-art parameter search methods implemented by five different Python packages. Neuroptimus also offers several features to support more advanced usage, including the ability to run most algorithms in parallel, which allows it to take advantage of high-performance computing architectures. …"

Reaction Alignment of the Tricarboxylic Acid (TCA) Cycle Network. حسب Adel Heydarabadipour (22290905)

Performance Benchmark: SBMLNetwork vs. SBMLDiagrams Auto-layout. حسب Adel Heydarabadipour (22290905)

"…<p>Log–log plot of median wall-clock time for SBMLNetwork’s C++-based auto-layout engine (blue circles, solid fit) and SBMLDiagrams’ implementation of the pure-Python NetworkX spring_layout algorithm (red squares, dashed fit), applied to synthetic SBML models containing 20–2,000 species, with a fixed 4:1 species-to-reaction ratio. …"

Design and implementation of DelaySSA. The input data for DelaySSA are reaction information, initial states, parameters and delays. Combining these into the simulation function, th... حسب Ziyan Jin (21021976)

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BSTPP: a python package for Bayesian spatiotemporal point processes حسب Isaac Manring (20705955)

"…However, they are sometimes neglected due to the difficulty of implementing them. There is a lack of packages with the ability to perform inference for these models, particularly in python. …"

Finites differences python code to solve CH equation with a source term and Comsol routine to solve Brusselator equation in radial domains. حسب Giulio Facchini (9031490)

Configurations used in ALAAMs for undirected networks. حسب Alex Stivala (8356257)

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Type II error rate from estimation of simulated outcomes using the EE algorithm. حسب Alex Stivala (8356257)

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Comparison of MPNet and ALAAMEE software for ALAAM estimation. حسب Alex Stivala (8356257)

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Configurations used in ALAAMs for directed networks. حسب Alex Stivala (8356257)

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Type I error rate from estimation of simulated outcomes using the EE algorithm. حسب Alex Stivala (8356257)

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