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Complexity-entropy analysis at different levels of organisation in written language
Ernesto Estevez-Rams1,2, Ania Mesa-Rodriguez1,3, Daniel Estevez-Moya1
1Facultad de Fisica, Universidad de La Habana, La Habana, Cuba.
Plos One
|May 9, 2019
Summary
This study introduces entropic measures to quantify the balance between predictability and surprise in written text, revealing insights into linguistic innovation and context preservation across various organizational levels.
Area of Science:
- Computational Linguistics
- Information Theory
- Bioinformatics
Background:
- Written language presents a complex system constrained by rules, context, and redundancy.
- Unpredictability is a crucial characteristic of natural language, enabling effective communication.
Purpose of the Study:
- To introduce and demonstrate the application of entropic measures for analyzing written text.
- To quantify the balance between predictability and surprise within textual data.
- To explore the generalizability of this analytical approach to other complex systems.
Main Methods:
- Utilizing entropic measures to assess the interplay of predictability and surprise.
- Analyzing textual data at different hierarchical levels of organization.
- Applying the methodology to written language and biological sequences (DNA).
Main Results:
- Demonstrated that entropic measures can effectively quantify innovation and context preservation in documents.
- Showcased the ability to analyze this balance across multiple organizational levels within a text.
- Established the potential applicability of the method to other complex message systems like DNA.
Conclusions:
- Entropic measures provide a robust framework for understanding the dynamics of complex communication systems.
- The balance between predictability and surprise is a key feature measurable in language and potentially other information-rich structures.
- This approach offers a novel perspective for analyzing information content and structure in diverse fields.
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