Network analysis of a corpus of undeciphered Indus civilization inscriptions indicates syntactic organization
Sitabhra Sinha, Md Izhar Ashraf, Raj Kumar Pan, Bryan Kenneth Wells

TL;DR
This study applies complex network analysis to Indus inscriptions, revealing patterns suggestive of an underlying grammatical structure despite the lack of decipherment.
Contribution
It introduces a novel application of network analysis to undeciphered inscriptions, providing evidence for syntactic organization in the Indus script.
Findings
Detection of recursive structures in sign sequences
Evidence of potential grammatical rules
Patterns indicative of syntactic organization
Abstract
Archaeological excavations in the sites of the Indus Valley civilization (2500-1900 BCE) in Pakistan and northwestern India have unearthed a large number of artifacts with inscriptions made up of hundreds of distinct signs. To date there is no generally accepted decipherment of these sign sequences and there have been suggestions that the signs could be non-linguistic. Here we apply complex network analysis techniques to a database of available Indus inscriptions, with the aim of detecting patterns indicative of syntactic organization. Our results show the presence of patterns, e.g., recursive structures in the segmentation trees of the sequences, that suggest the existence of a grammar underlying these inscriptions.
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