Works (7)

Updated: January 2nd, 2024 09:03

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 n, K. Flores n, M. Gilman n & S. Tsynkov nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
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), 3660โ€“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
MeSH headings : Bayes Theorem; Humans; Machine Learning; Models, Theoretical; Neoplasms; Precision Medicine
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).

co-author countries: Australia ๐Ÿ‡ฆ๐Ÿ‡บ United Kingdom of Great Britain and Northern Ireland ๐Ÿ‡ฌ๐Ÿ‡ง United States of America ๐Ÿ‡บ๐Ÿ‡ธ
MeSH headings : Computer Simulation; Machine Learning; Neural Networks, Computer; Nonlinear Dynamics
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 n, J. Lagergren n, A. Hawkins-Daarudโ€‰*, L. Curtinโ€‰*, B. Morris*, E. Rutter*, K. Swanson*, K. Flores n

co-author countries: United Kingdom of Great Britain and Northern Ireland ๐Ÿ‡ฌ๐Ÿ‡ง United States of America ๐Ÿ‡บ๐Ÿ‡ธ
author keywords: Equation learning; Numerical differentiation; Sparse regression; Model selection; Partial differential equations; Parameter estimation; Population dynamics; Glioblastoma multiforme
MeSH headings : Computational Biology / methods; Glioblastoma; Humans; Learning; Mathematical Concepts; Models, Biological; Nonlinear Dynamics
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 n, J. Nardini n, G. Michael Lavigne n, E. Rutter n & K. Flores n

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
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. 686โ€“694.

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

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
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), 1578โ€“1595.

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

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
author keywords: State space reconstruction; Uncertainty quantification; Structured population model; Forecasting
MeSH headings : Animals; Bayes Theorem; Coleoptera / pathogenicity; Coleoptera / physiology; Forecasting / methods; Mathematical Concepts; Models, Biological; Multivariate Analysis; Population Dynamics / statistics & numerical data; Uncertainty
Sources: Web Of Science, Crossref, ORCID
Added: August 6, 2018

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