DANA: Distributed (asynchronous) Numerical and Adaptive modelling framework
Identifieur interne : 001815 ( Main/Exploration ); précédent : 001814; suivant : 001816DANA: Distributed (asynchronous) Numerical and Adaptive modelling framework
Auteurs : Nicolas Rougier [France] ; Jérémy Fix [France]Source :
- Network: Computation in Neural Systems [ 0954-898X ] ; 2012-12-07.
English descriptors
- mix :
Abstract
DANA is a python framework (http://dana.loria.fr) whose computational paradigm is grounded on the notion of a unit that is essentially a set of time dependent values varying under the influence of other units via adaptive weighted connections. The evolution of a unit's value are defined by a set of differential equations expressed in standard mathematical notation which greatly ease their definition. The units are organized into groups that form a model. Each unit can be connected to any other unit (including itself) using a weighted connection. The DANA framework offers a set of core objects needed to design and run such models. The modeler only has to define the equations of a unit as well as the equations governing the training of the connections. The simulation is completely transparent to the modeler and is handled by DANA. This allows DANA to be used for a wide range of numerical and distributed models as long as they fit the proposed framework (e.g. cellular automata, reaction-diffusion system, decentralized neural networks, recurrent neural networks, kernel-based image processing, etc.).
Url:
DOI: 10.3109/0954898X.2012.721573
Affiliations:
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The evolution of a unit's value are defined by a set of differential equations expressed in standard mathematical notation which greatly ease their definition. The units are organized into groups that form a model. Each unit can be connected to any other unit (including itself) using a weighted connection. The DANA framework offers a set of core objects needed to design and run such models. The modeler only has to define the equations of a unit as well as the equations governing the training of the connections. The simulation is completely transparent to the modeler and is handled by DANA. This allows DANA to be used for a wide range of numerical and distributed models as long as they fit the proposed framework (e.g. cellular automata, reaction-diffusion system, decentralized neural networks, recurrent neural networks, kernel-based image processing, etc.).</div></front></TEI><affiliations><list><country><li>France</li></country><region><li>Aquitaine</li><li>Nouvelle-Aquitaine</li></region><settlement><li>Bordeaux</li></settlement><orgName><li>Université de Bordeaux</li></orgName></list><tree><country name="France"><region name="Nouvelle-Aquitaine"><name sortKey="Rougier, Nicolas" sort="Rougier, Nicolas" uniqKey="Rougier N" first="Nicolas" last="Rougier">Nicolas Rougier</name></region><name sortKey="Fix, Jeremy" sort="Fix, Jeremy" uniqKey="Fix J" first="Jérémy" last="Fix">Jérémy Fix</name></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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