Models and mechanisms in network neuroscience

C Zednik - Philosophical Psychology, 2019 - Taylor & Francis
This paper considers the way mathematical and computational models are used in network
neuroscience to deliver mechanistic explanations. Two case studies are considered: Recent …

On the nature of explanations offered by network science: A perspective from and for practicing neuroscientists

MA Bertolero, DS Bassett - Topics in Cognitive Science, 2020 - Wiley Online Library
Network neuroscience represents the brain as a collection of regions and inter‐regional
connections. Given its ability to formalize systems‐level models, network neuroscience has …

Integrative modeling and the role of neural constraints

DA Weiskopf - Philosophy of Science, 2016 - cambridge.org
Neuroscience constrains psychology, but stating these constraints with precision is not
simple. Here I consider whether mechanistic analysis provides a useful way to integrate …

[图书][B] Neuroscience and connectionist theory

MA Gluck, DE Rumelhart - 2013 - books.google.com
Written for cognitive scientists, psychologists, computer scientists, engineers, and
neuroscientists, this book provides an accessible overview of how computational network …

On the nature and use of models in network neuroscience

DS Bassett, P Zurn, JI Gold - Nature Reviews Neuroscience, 2018 - nature.com
Network theory provides an intuitively appealing framework for studying relationships
among interconnected brain mechanisms and their relevance to behaviour. As the space of …

Empiricists are from Venus, modelers are from Mars: Reconciling experimental and computational approaches in cognitive neuroscience

RA Cowell, TJ Bussey, LM Saksida - Neuroscience & Biobehavioral …, 2012 - Elsevier
We describe how computational models can be useful to cognitive and behavioral
neuroscience, and discuss some guidelines for deciding whether a model is useful. We …

Explanation and description in computational neuroscience

DM Kaplan - Synthese, 2011 - Springer
The central aim of this paper is to shed light on the nature of explanation in computational
neuroscience. I argue that computational models in this domain possess explanatory force …

The explanatory power of network models

CF Craver - Philosophy of Science, 2016 - cambridge.org
Network analysis is increasingly used to discover and represent the organization of complex
systems. Focusing on examples from neuroscience in particular, I argue that whether …

A pluralist framework for the philosophy of social neuroscience

SD Barberis, M Itatí Branca… - Neuroscience and Social …, 2017 - Springer
The philosophy of neuroscience has been a dynamic field of research in the philosophy of
science since the turn of the century. As a result of this activity, a new mechanistic …

[PDF][PDF] Psychological function in computational models of neural networks

RC O'Reilly, Y Munakata - Michela Gallagher, Randy J. Nelson, IBW …, 2002 - academia.edu
The overarching goal of cognitive neuroscience is to understand how the brain gives rise to
thought. Toward this goal, researchers employ various methods to measure neural variables …