Clink Dena J, Ahmad Abdul Hamid, Klinck Holger
Center for Conservation Bioacoustics, Cornell Laboratory of Ornithology, Cornell University, Ithaca, NY, USA.
Faculty of Sustainable Agriculture, Universiti Malaysia Sabah, Sandakan Campus, Sabah, Malaysia.
R Soc Open Sci. 2020 Apr 15;7(4):200151. doi: 10.1098/rsos.200151. eCollection 2020 Apr.
Evidence for compression, or minimization of code length, has been found across biological systems from genomes to human language and music. Two linguistic laws-Menzerath's Law (which states that longer sequences consist of shorter constituents) and Zipf's Law of abbreviation (a negative relationship between signal length and frequency of use)-are predictions of compression. It has been proposed that compression is a universal in animal communication, but there have been mixed results, particularly in reference to Zipf's Law of abbreviation. Like songbirds, male gibbons () engage in long solo bouts with unique combinations of notes which combine into phrases. We found strong support for Menzerath's Law as the longer a phrase, the shorter the notes. To identify phrase types, we used state-of-the-art affinity propagation clustering, and were able to predict phrase types using support vector machines with a mean accuracy of 74%. Based on unsupervised phrase type classification, we did not find support for Zipf's Law of abbreviation. Our results indicate that adherence to linguistic laws in male gibbon solos depends on the unit of analysis. We conclude that principles of compression are applicable outside of human language, but may act differently across levels of organization in biological systems.
从基因组到人类语言和音乐,在整个生物系统中都发现了压缩或代码长度最小化的证据。两条语言学定律——门泽拉斯定律(该定律指出较长的序列由较短的成分组成)和齐普夫缩写定律(信号长度与使用频率之间的负相关关系)——都是压缩的预测。有人提出压缩是动物交流中的一种普遍现象,但结果不一,尤其是在齐普夫缩写定律方面。与鸣禽一样,雄性长臂猿会进行长时间的独唱,发出独特的音符组合,这些组合形成了乐句。我们发现了对门泽拉斯定律的有力支持,即乐句越长,音符越短。为了识别乐句类型,我们使用了最先进的亲和传播聚类方法,并能够使用支持向量机预测乐句类型,平均准确率为74%。基于无监督的乐句类型分类,我们没有发现对齐普夫缩写定律的支持。我们的结果表明,雄性长臂猿独唱中对语言学定律的遵循取决于分析单位。我们得出结论,压缩原理适用于人类语言之外,但在生物系统的不同组织层次上可能表现不同。