McClelland James L
Department of Psychology, Stanford University.
Top Cogn Sci. 2010 Oct;2(4):751-70. doi: 10.1111/j.1756-8765.2010.01116.x. Epub 2010 Sep 14.
The study of human intelligence was once dominated by symbolic approaches, but over the last 30 years an alternative approach has arisen. Symbols and processes that operate on them are often seen today as approximate characterizations of the emergent consequences of sub- or nonsymbolic processes, and a wide range of constructs in cognitive science can be understood as emergents. These include representational constructs (units, structures, rules), architectural constructs (central executive, declarative memory), and developmental processes and outcomes (stages, sensitive periods, neurocognitive modules, developmental disorders). The greatest achievements of human cognition may be largely emergent phenomena. It remains a challenge for the future to learn more about how these greatest achievements arise and to emulate them in artificial systems.
对人类智力的研究曾经由符号方法主导,但在过去30年里出现了另一种方法。如今,符号及其上运行的过程常被视为亚符号或非符号过程所产生后果的近似表征,认知科学中的众多概念都可理解为涌现现象。这些包括表征概念(单元、结构、规则)、架构概念(中央执行系统、陈述性记忆)以及发展过程和结果(阶段、敏感期、神经认知模块、发育障碍)。人类认知的最大成就可能很大程度上是涌现现象。未来的挑战仍然是更多地了解这些最大成就如何产生,并在人工系统中加以模仿。