activity
20162024
most citedImplicit energy regularization of neural ordinary-differential-equation control

94 citations · 785 across the 34 of their papers we have counts for

collaborators

34 papers

econ.TH2024★ 7 cited

Organizational Selection of Innovation

Lucas Böttcher, Ronald Klingebiel

Budgetary constraints force organizations to pursue only a subset of possible innovation projects. Identifying which subset is most promising is an error-prone exercise, and involv…

cond-mat.dis-nn2024

Statistical Mechanics and Artificial Neural Networks: Principles, Models, and Applications

Lucas Böttcher, Gregory Wheeler

The field of neuroscience and the development of artificial neural networks (ANNs) have mutually influenced each other, drawing from and contributing to many concepts initially dev…

q-bio.QM2024

Control of Medical Digital Twins with Artificial Neural Networks

Lucas Böttcher, Luis L. Fonseca, Reinhard C. Laubenbacher

The objective of personalized medicine is to tailor interventions to an individual patient's unique characteristics. A key technology for this purpose involves medical digital twin…

math.DS2024★ 3 cited

Dynamical processes on metric networks

Lucas Böttcher, Mason A. Porter

The structure of a network has a major effect on dynamical processes on that network. Many studies of the interplay between network structure and dynamics have focused on models of…

cs.LG2023★ 5 cited

Gradient-free training of neural ODEs for system identification and control using ensemble Kalman inversion

Lucas Böttcher

Ensemble Kalman inversion (EKI) is a sequential Monte Carlo method used to solve inverse problems within a Bayesian framework. Unlike backpropagation, EKI is a gradient-free optimi…

physics.soc-ph2023★ 7 cited

Impact of random and targeted disruptions on information diffusion during outbreaks

Hosein Masoomy, Tom Chou, Lucas Böttcher

Outbreaks are complex multi-scale processes that are impacted not only by cellular dynamics and the ability of pathogens to effectively reproduce and spread, but also by population…