عنوان

The local information dynamics of distributed computation in complex systems

شابک

128391154X

شابک

3642329519

شابک

3642329527

شابک

9781283911542

شابک

9783642329517

شابک

9783642329524

شماره

b567563

عنوان اصلي

The local information dynamics of distributed computation in complex systems

نام عام مواد

[Book]

نام نخستين پديدآور

Joseph T. Lizier.

محل نشرو پخش و غیره

Berlin ; New York

نام ناشر، پخش کننده و غيره

Springer

تاریخ نشرو بخش و غیره

©2013.

عنوان فروست

Springer theses.

متن يادداشت

Computation in Complex Systems --; Information Storage --; Information Transfer --; Information Modification --; Information Dynamics in Networks and Phase Transitions --; Coherent Information Structure in Complex Computation --; Information Transfer in Biological and Bio-Inspired Systems --; Conclusion.

متن يادداشت

The nature of distributed computation in complex systems has often been described in terms of memory, communication and processing. This thesis presents a complete information-theoretic framework to quantify these operations on information (i.e. information storage, transfer and modification), and in particular their dynamics in space and time. The framework is applied to cellular automata, and delivers important insights into the fundamental nature of distributed computation and the dynamics of complex systems (e.g. that gliders are dominant information transfer agents). Applications to several important network models, including random Boolean networks, suggest that the capability for information storage and coherent transfer are maximized near the critical regime in certain order-chaos phase transitions. Further applications to study and design information structure in the contexts of computational neuroscience and guided self-organization underline the practical utility of the techniques presented here.

موضوع مستند نشده

Coding theory.

موضوع مستند نشده

Computational complexity.

موضوع مستند نشده

Electronic data processing -- Distributed processing.

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Joseph T. Lizier.

مستند نام اشخاص تاييد نشده

Joseph T Lizier

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y