Strahler number of natural language sentences in comparison with random trees

Author:

Tanaka-Ishii Kumiko,Tanaka Akira

Abstract

Abstract The Strahler number was originally proposed to characterize the complexity of river bifurcation and has found various applications. This article proposes a computation of the Strahler number’s upper and lower limits for natural language sentence tree structures. Through empirical measurements across grammatically annotated data, the Strahler number of natural language sentences is shown to be almost 3 or 4, similar to the case of river bifurcation as reported by Strahler (1957 Eos Trans. Am. Geophys. Union 38 913–20). Based on the theory behind this number, we show that there is a kind of lower limit on the amount of memory required to process sentences. We consider the Strahler number to provide reasoning that explains reports showing that the number of required memory areas to process sentences is 3–4 for parsing (Schuler et al 2010 Comput. Linguist. 36 1–30), and reports indicating a psychological ‘magical number’ of 3–5 (Cowan 2001 Behav. Brain Sci. 24 87–114). An analytical and empirical analysis shows that the Strahler number is not constant but grows logarithmically. Therefore, the Strahler number of sentences is derived from the range of sentence lengths. Furthermore, the Strahler number is not different for random trees, which could suggest that its origin is not specific to natural language.

Publisher

IOP Publishing

Subject

Statistics, Probability and Uncertainty,Statistics and Probability,Statistical and Nonlinear Physics

Reference63 articles.

1. On the origin of long-range correlations in texts;Altmann;Proc. Natl Acad. Sci.,2012

2. Beyond word frequency: bursts, lulls and scaling in the temporal distributions of words;Altmann;PLoS One,2009

3. New Strahler numbers for rooted plane trees;Auber,2004

4. Horton’s laws and the fractal nature of streams;Beer;Water Resour. Res.,1993

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