activity
20092020
most citedIncluding robustness in multi-criteria optimization for intensity-modulated proton therapy

165 citations · 485 across the 18 of their papers we have counts for

collaborators

19 papers

physics.med-ph2020★ 9 cited

An open-source platform for interactive collision prevention in photon and particle beam therapy treatment planning

F Hueso-González, P Wohlfahrt, D Craft +1

We present an open-source platform to aid medical dosimetrists in preventing collisions between gantry head and patient or couch during photon or particle beam therapy treatment pl…

stat.ML2019

A Drug Recommendation System (Dr.S) for cancer cell lines

Marleen Balvert, Georgios Patoulidis, Andrew Patti +5

Personalizing drug prescriptions in cancer care based on genomic information requires associating genomic markers with treatment effects. This is an unsolved challenge requiring ge…

physics.med-ph2019

Dynamic fluence map sequencing using piecewise linear leaf position functions

Matthew Kelly, Jacobus H. M. van Amerongen, Marleen Balvert +1

Within the setting of intensity modulated radiation therapy (IMRT) and the fully continuous version of IMRT called volumetric modulated radiation therapy (VMAT), we consider the pr…

physics.med-ph2018★ 28 cited

The clinical target distribution: a probabilistic alternative to the clinical target volume

Nadya Shusharina, David Craft, Yen-Lin Chen +2

Definition of the clinical target volume (CTV) is one of the weakest links in the radiation therapy chain. In particular, inability to account for uncertainties is a severe limitat…

stat.ML2018★ 77 cited

Simulation assisted machine learning

Timo M. Deist, Andrew Patti, Zhaoqi Wang +3

Motivation: In a predictive modeling setting, if sufficient details of the system behavior are known, one can build and use a simulation for making predictions. When sufficient sys…

physics.med-ph2016★ 13 cited

Fast approximate delivery of fluence maps: the VMAT case

Marleen Balvert, David Craft

In this article we provide a method to generate the trade-off between delivery time and fluence map matching quality for volumetric modulated arc therapy (VMAT). At the heart of ou…