User profiles for C. X. Hernández

Carlos Xavier Hernández

- Verified email at fb.com - Cited by 2582

Cisteil X. Pérez Hernández

- Verified email at umich.mx - Cited by 287

Markov state models provide insights into dynamic modulation of protein function

D Shukla, CX Hernández, JK Weber… - Accounts of chemical …, 2015 - ACS Publications
Conspectus Protein function is inextricably linked to protein dynamics. As we move from a
static structural picture to a dynamic ensemble view of protein structure and function, novel …

[PDF][PDF] MDTraj: a modern open library for the analysis of molecular dynamics trajectories

…, MP Harrigan, C Klein, JM Swails, CX Hernández… - Biophysical journal, 2015 - cell.com
As molecular dynamics (MD) simulations continue to evolve into powerful computational
tools for studying complex biomolecular systems, the necessity of flexible and easy-to-use …

[PDF][PDF] MSMBuilder: statistical models for biomolecular dynamics

MP Harrigan, MM Sultan, CX Hernández, BE Husic… - Biophysical journal, 2017 - cell.com
MSMBuilder is a software package for building statistical models of high-dimensional time-series
data. It is designed with a particular focus on the analysis of atomistic simulations of …

Variational encoding of complex dynamics

CX Hernández, HK Wayment-Steele, MM Sultan… - Physical Review E, 2018 - APS
Often the analysis of time-dependent chemical and biophysical systems produces high-dimensional
time-series data for which it can be difficult to interpret which individual features are …

[PDF][PDF] Osprey: Hyperparameter optimization for machine learning

RT McGibbon, CX Hernández, MP Harrigan… - Journal of Open …, 2016 - joss.theoj.org
Osprey is a tool for hyperparameter optimization of machine learning algorithms in Python.
Hyperparameter optimization can often be an onerous process for researchers, due to …

Using deep learning for segmentation and counting within microscopy data

CX Hernández, MM Sultan, VS Pande - arXiv preprint arXiv:1802.10548, 2018 - arxiv.org
Cell counting is a ubiquitous, yet tedious task that would greatly benefit from automation.
From basic biological questions to clinical trials, cell counts provide key quantitative feedback …

[PDF][PDF] MDEntropy: Information-theoretic analyses for molecular dynamics

CX Hernández, VS Pande - Journal of Open Source Software, 2017 - joss.theoj.org
MDEntropy is a Python package for information-theoretic (IT) analysis of data generated from
molecular dynamics simulations. While correlation studies have long been of interest to the …

Quaternion-valued convolutional neural network applied for acute lymphoblastic leukemia diagnosis

MA Granero, CX Hernández, ME Valle - Brazilian conference on intelligent …, 2021 - Springer
The field of neural networks has seen significant advances in recent years with the development
of deep and convolutional neural networks. Although many of the current works address …

[PDF][PDF] MSMExplorer: data visualizations for biomolecular dynamics

CX Hernández, MP Harrigan, MM Sultan… - Journal of Open Source …, 2017 - joss.theoj.org
MSMExplorer is a Python package for visualizing data generated from biomolecular dynamics.
While molecular visualizations have been a large focus of the molecular dynamics (MD) …

Structure‐based network analysis of an evolved G protein‐coupled receptor homodimer interface

SE Nichols, CX Hernández, Y Wang… - Protein …, 2013 - Wiley Online Library
Crystallographic structures and experimental assays of human CXC chemokine receptor
type 4 (CXCR4) provide strong evidence for the capacity to homodimerize, potentially as a …