ABSTRACT: During the last few decades, we have witnessed the advent of Personal Computers, the Internet, and Social Networks. In turn, these technological innovations have been incorporated into areas ...

Ruth's Gills Pie (standing for RUle-based GillesPie algorithm) is a machine learning and simulation framework in Python for interactions between particles and a polymer based on user-defined rules. - ...

Abstract: Reservoir computing is a type of a recurrent neural network, mapping the input into higher-dimensional space using fixed and nonlinear dynamical systems, called reservoirs. In the literature ...

The Gillespie algorithm provides statistically exact methods for simulating stochastic dynamics modeled as interacting sequences of discrete events including systems of biochemical reactions or ...

This work introduces the differentiable Gillespie algorithm, DGA, which is a differentiable variant of the celebrated (and exact) Gillespie algorithm commonly used to perform stochastic simulations ...

Abstract: Predicting stochastic spreading processes across large-scale multi-layered networks remains a significant computational challenge due to the intricate interplay between network structure and ...

Not revised: This Reviewed Preprint includes the authors’ original preprint (without revision), an eLife assessment, and public reviews. This work introduces the differentiable Gillespie algorithm, ...

What are Machine learning algorithms in Python? Which guide should I choose?"- This guide explains explicitly the operation of Machine Learning methods and how to implement them in Python. Whether you ...

ABSTRACT: Algorithmic technology in the gig economy is widely used and adopted by digital platform companies as a new form of managing employees. However, this approach has changed the form of ...