Statistical mechanics of deep learning

Y Bahri, J Kadmon, J Pennington… - Annual Review of …, 2020 - annualreviews.org
The recent striking success of deep neural networks in machine learning raises profound
questions about the theoretical principles underlying their success. For example, what can …

[图书][B] An introduction to genetic algorithms

M Mitchell - 1998 - books.google.com
Genetic algorithms have been used in science and engineering as adaptive algorithms for
solving practical problems and as computational models of natural evolutionary systems …

Gene expression programming: a new adaptive algorithm for solving problems

C Ferreira - arXiv preprint cs/0102027, 2001 - arxiv.org
Gene expression programming, a genotype/phenotype genetic algorithm (linear and
ramified), is presented here for the first time as a new technique for the creation of computer …

Agent‐based computational models and generative social science

JM Epstein - Complexity, 1999 - Wiley Online Library
This article argues that the agent‐based computational model permits a distinctive approach
to social science for which the term “generative” is suitable. In defending this terminology …

[图书][B] Critical phenomena in natural sciences: chaos, fractals, selforganization and disorder: concepts and tools

D Sornette - 2006 - books.google.com
Concepts, methods and techniques of statistical physics in the study of correlated, as well as
uncorrelated, phenomena are being applied ever increasingly in the natural sciences …

[图书][B] Why stock markets crash: critical events in complex financial systems

D Sornette - 2009 - degruyter.com
The scientific study of complex systems has transformed a wide range of disciplines in
recent years, enabling researchers in both the natural and social sciences to model and …

Between order and chaos

JP Crutchfield - Nature Physics, 2012 - nature.com
What is a pattern? How do we come to recognize patterns never seen before? Quantifying
the notion of pattern and formalizing the process of pattern discovery go right to the heart of …

An embodied cognitive science?

A Clark - Trends in cognitive sciences, 1999 - cell.com
The last ten years have seen an increasing interest, within cognitive science, in issues
concerning the physical body, the local environment, and the complex interplay between …

[图书][B] Being there

A Clark - 1997 - Citeseer
If you had to build an intelligent agent, where would you begin? What strikes you as the
special something that separates the unthinking world of rocks, waterfalls, and volcanos …

[引用][C] Sync: The emerging science of spontaneous order

S Strogatz - 2004 - Penguin UK