Machine learning in mental health: A systematic review of the HCI literature to support the development of effective and implementable ML systems

A Thieme, D Belgrave, G Doherty - ACM Transactions on Computer …, 2020 - dl.acm.org
High prevalence of mental illness and the need for effective mental health care, combined
with recent advances in AI, has led to an increase in explorations of how the field of machine …

Neurophysiological and computational principles of cortical rhythms in cognition

XJ Wang - Physiological reviews, 2010 - journals.physiology.org
Synchronous rhythms represent a core mechanism for sculpting temporal coordination of
neural activity in the brain-wide network. This review focuses on oscillations in the cerebral …

The cell-type specific cortical microcircuit: relating structure and activity in a full-scale spiking network model

TC Potjans, M Diesmann - Cerebral cortex, 2014 - academic.oup.com
In the past decade, the cell-type specific connectivity and activity of local cortical networks
have been characterized experimentally to some detail. In parallel, modeling has been …

[CARTE][B] Transient chaos: complex dynamics on finite time scales

YC Lai, T Tél - 2011 - books.google.com
The aim of this Book is to give an overview, based on the results of nearly three decades of
intensive research, of transient chaos. One belief that motivates us to write this book is that …

Portraits of communication in neuronal networks

G Hahn, A Ponce-Alvarez, G Deco, A Aertsen… - Nature Reviews …, 2019 - nature.com
The brain is organized as a network of highly specialized networks of spiking neurons. To
exploit such a modular architecture for computation, the brain has to be able to regulate the …

Chloride regulation: a dynamic equilibrium crucial for synaptic inhibition

N Doyon, L Vinay, SA Prescott, Y De Koninck - Neuron, 2016 - cell.com
Fast synaptic inhibition relies on tight regulation of intracellular Cl−. Chloride dysregulation
is implicated in several neurological and psychiatric disorders. Beyond mere disinhibition …

Spiking activity propagation in neuronal networks: reconciling different perspectives on neural coding

A Kumar, S Rotter, A Aertsen - Nature reviews neuroscience, 2010 - nature.com
The brain is a highly modular structure. To exploit modularity, it is necessary that spiking
activity can propagate from one module to another while preserving the information it …

Gating multiple signals through detailed balance of excitation and inhibition in spiking networks

TP Vogels, LF Abbott - Nature neuroscience, 2009 - nature.com
Recent theoretical work has provided a basic understanding of signal propagation in
networks of spiking neurons, but mechanisms for gating and controlling these signals have …

UP-DOWN cortical dynamics reflect state transitions in a bistable network

D Jercog, A Roxin, P Bartho, A Luczak, A Compte… - Elife, 2017 - elifesciences.org
In the idling brain, neuronal circuits transition between periods of sustained firing (UP state)
and quiescence (DOWN state), a pattern the mechanisms of which remain unclear. Here we …

Inhibitory plasticity: balance, control, and codependence

G Hennequin, EJ Agnes… - Annual review of …, 2017 - annualreviews.org
Inhibitory neurons, although relatively few in number, exert powerful control over brain
circuits. They stabilize network activity in the face of strong feedback excitation and actively …