Works (7)

Updated: April 11th, 2023 10:13

2021 journal article

Deep Learning Approach to the Detection of Scattering Delay in Radar Images

JOURNAL OF STATISTICAL THEORY AND PRACTICE, 15(1).

By: J. Lagergren, K. Flores, M. Gilman & S. Tsynkov

author keywords: Radar imaging; Dispersive targets; Classification; Convolutional neural network
Sources: Web Of Science, ORCID
Added: January 4, 2021

2020 review

A tutorial review of mathematical techniques for quantifying tumor heterogeneity

[Review of ]. MATHEMATICAL BIOSCIENCES AND ENGINEERING, 17(4), 3660–3709.

By: R. Everett, K. Flores, N. Henscheid, J. Lagergren, K. Larripa, D. Li, J. Nardini, P. Nguyen, E. Pitman, E. Rutter

author keywords: cancer heterogeneity; mathematical oncology; tumor growth; glioblastoma multiforme; virtual populations; nonlinear mixed effects; spatiotemporal data; Bayesian estimation; generative; adversarial networks; non-parametric estimation; variational autoencoders; machine learning
Source: Web Of Science
Added: August 3, 2020

2020 journal article

Biologically-informed neural networks guide mechanistic modeling from sparse experimental data

PLOS COMPUTATIONAL BIOLOGY, 16(12).

By: J. Lagergren, J. Nardini, R. Baker*, M. Simpson* & K. Flores

Source: Web Of Science
Added: January 4, 2021

2020 journal article

Learning Equations from Biological Data with Limited Time Samples

BULLETIN OF MATHEMATICAL BIOLOGY, 82(9).

By: J. Nardini, J. Lagergren, A. Hawkins-Daarud*, L. Curtin*, B. Morris*, E. Rutter*, K. Swanson*, K. Flores

author keywords: Equation learning; Numerical differentiation; Sparse regression; Model selection; Partial differential equations; Parameter estimation; Population dynamics; Glioblastoma multiforme
Source: Web Of Science
Added: September 28, 2020

2020 journal article

Learning partial differential equations for biological transport models from noisy spatio-temporal data

By: J. Lagergren, J. Nardini, G. Michael Lavigne n, E. Rutter & K. Flores

author keywords: numerical differentiation; equation learning; sparse regression; partial differential equations; parameter estimation; biological transport
Source: Web Of Science
Added: March 30, 2020

2018 article

Automated Object Tracing for Biomedical Image Segmentation Using a Deep Convolutional Neural Network

MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2018, PT IV, Vol. 11073, pp. 686–694.

By: E. Rutter, J. Lagergren & K. Flores

Source: Web Of Science
Added: August 12, 2019

2018 journal article

Forecasting and Uncertainty Quantification Using a Hybrid of Mechanistic and Non-mechanistic Models for an Age-Structured Population Model

Bulletin of Mathematical Biology, 80(6), 1578–1595.

By: J. Lagergren, A. Reeder, F. Hamilton n, R. Smith & K. Flores

author keywords: State space reconstruction; Uncertainty quantification; Structured population model; Forecasting
Sources: Web Of Science, Crossref, ORCID
Added: August 6, 2018