Full metadata
Title
Does Human Speech Follow Benford's Law
Description
Researchers have observed that the frequencies of leading digits in many man-made and naturally occurring datasets follow a logarithmic curve, with digits that start with the number 1 accounting for 30% of all numbers in the dataset and digits that start with the number 9 accounting for 5% of all numbers in the dataset. This phenomenon, known as Benford's Law, is highly repeatable and appears in lists of numbers from electricity bills, stock prices, tax returns, house prices, death rates, lengths of rivers, and naturally occurring images. This paper will demonstrate that human speech spectra also follow Benford's Law. This observation is used to motivate a new set of features that can be efficiently extracted from speech and demonstrate that these features can be used to classify between human speech and synthetic speech.
Date Created
2022
Contributors
- Hsu, Leo (Author)
- Berisha, Visar (Thesis advisor)
- Spanias, Andreas (Committee member)
- Papandreou-Suppappola, Antonia (Committee member)
- Arizona State University (Publisher)
Topical Subject
Resource Type
Extent
30 pages
Language
eng
Copyright Statement
In Copyright
Primary Member of
Peer-reviewed
No
Open Access
No
Handle
https://hdl.handle.net/2286/R.2.N.168796
Level of coding
minimal
Cataloging Standards
Note
Partial requirement for: M.S., Arizona State University, 2022
Field of study: Electrical Engineering
System Created
- 2022-08-22 07:20:18
System Modified
- 2022-08-22 07:20:38
- 2 years 3 months ago
Additional Formats