Modeling & stochastic simulation
A core approach is to model and simulate complex systems using stochastic descriptions. Stochastic chemical kinetics, agent-based models and Kinetic Monte Carlo are specialities.
Computational Systems Biology
A prominent application area in the lab is computational systems biology. Systems biology is an interdiciplinary field where mathematical modling, simulation and advanced analytics are combined with cell biology to model and understand for example gene regulation on a system level. This is challenging from a simulation point of view since models often need to take into account molecular interactions and movement on a subcellular scale as well as cell-cell interactions between millions of cells. We develop both multiscale models to simulate such systems, and new smart methods and software that bridge simulation and artificial intelligence to disentangle the complex interactions that lead to qualitatively .
News
Our spin-off Scaleout just got funding from Vinnova to develop a platform for Federated machine learning! Excited to get the opportunity to bridge the gap between research and production with the great @scaleoutsystem team!
I'm really excited to announce that my company https://t.co/N9jsNC06m6 has been awarded a public grant from Vinnova, Sweden Μs Innovation Agency, to develop a platform for federated machine learning using smart contracts and blockchain technology.
More details to come! ππΈπͺπ
2 open positions in my lab: PhD student and Lecturer; focus on AI/machine learning on large-scale data #pharmbio https://t.co/RokZKm3c3A
Itβs so important to be honest about the fact in academia, rejection β from grants to papers to jobs β is just part of the process. Like anyone in academia, I have dealt with my fair share of rejections. 1/7 https://t.co/qhszL8gtFM
Our latest work on using human-in-the loop ML to explore high-dimensional parameter spaces for stochastic biochemical models is now out https://t.co/XzBj1Xakj7 Stay tuned for more smart tools like this in next-generation #StochSS @FredrikWrede @UCSBengineering @UU_University
Join us in the @strategiskaSSF project HASTE! https://t.co/cd74JmffPA @UU_University