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Compression as a universal principle of animal behavior

机译:压缩作为动物行为的普遍原则

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摘要

A key aim in biology and psychology is to identify fundamental principles underpinning the behavior of animals, including humans. Analyses of human language and the behavior of a range of non-human animal species have provided evidence for a common pattern underlying diverse behavioral phenomena: Words follow Zipf’s law of brevity (the tendency of more frequently used words to be shorter), and conformity to this general pattern has been seen in the behavior of a number of other animals. It has been argued that the presence of this law is a sign of efficient coding in the information theoretic sense. However, no strong direct connection has been demonstrated between the law and compression, the information theoretic principle of minimizing the expected length of a code. Here, we show that minimizing the expected code length implies that the length of a word cannot increase as its frequency increases. Furthermore, we show that the mean code length or duration is significantly small in human language, and also in the behavior of other species in all cases where agreement with the law of brevity has been found. We argue that compression is a general principle of animal behavior that reflects selection for efficiency of coding.
机译:生物学和心理学的主要目标是确定支撑动物(包括人类)行为的基本原理。对人类语言和一系列非人类动物行为的分析已为各种行为现象背后的常见模式提供了证据:单词遵循Zipf的简短定律(更常用的单词趋于较短的趋势),并且符合在其他许多动物的行为中也可以看到这种一般模式。有人认为,在信息论的意义上,该定律的存在是有效编码的标志。但是,在定律和压缩(信息理论原理中,将代码的预期长度最小化)之间没有显示出直接的直接联系。在这里,我们表明最小化期望的代码长度意味着单词的长度不能随着其频率的增加而增加。此外,我们发现,在人类语言中,以及在已发现与简明定律一致的所有情况下,平均密码长度或持续时间都非常小,在其他物种的行为中也是如此。我们认为压缩是动物行为的一般原理,反映了对编码效率的选择。

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