COMPLEX PATTERNS IN FINANCIAL TIME SERIES THROUGH HIGUCHI’S FRACTAL DIMENSION

GRACE ELIZABETH RANI, T. G. and JAYALALITHA, G. (2016) COMPLEX PATTERNS IN FINANCIAL TIME SERIES THROUGH HIGUCHI’S FRACTAL DIMENSION. Fractals, 24 (04). p. 1650048. ISSN 0218-348X

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Abstract

COMPLEX PATTERNS IN FINANCIAL TIME SERIES THROUGH HIGUCHI’S FRACTAL DIMENSION T. G. GRACE ELIZABETH RANI Research and Development Center, Bharathiar University, Coimbatore 641046, Tamil Nadu, India G. JAYALALITHA Department of Mathematics, Vel’s University, Pallavaram 600117, Tamil Nadu, India

This paper analyzes the complexity of stock exchanges through fractal theory. Closing price indices of four stock exchanges with different industry sectors are selected. Degree of complexity is assessed through Higuchi’s fractal dimension. Various window sizes are considered in evaluating the fractal dimension. It is inferred that the data considered as a whole represents random walk for all the four indices. Analysis of financial data through windowing procedure exhibits multi-fractality. Attempts to apply moving averages to reduce noise in the data revealed lower estimates of fractal dimension, which was verified using fractional Brownian motion. A change in the normalization factor in Higuchi’s algorithm did improve the results. It is quintessential to focus on rural development to realize a standard and steady growth of economy. Tools must be devised to settle the issues in this regard. Micro level institutions are necessary for the economic growth of a country like India, which would induce a sporadic development in the present global economical scenario.
12 15 2016 12 2016 1650048 10.1142/S0218348X16500481 10.1142/S0218348X16500481 https://www.worldscientific.com/doi/abs/10.1142/S0218348X16500481 https://www.worldscientific.com/doi/pdf/10.1142/S0218348X16500481 The Fractal Geometry of Nature Mandelbrot B. B. 1982 Modeling Financial Time Series Taylor S. Chaos and Order in the Capital Markets: A New View of Cycles Prices and Market Volatility Peters E. E. 1996 2 10.1007/978-1-4757-2763-0 10.1016/j.irfa.2008.11.004 10.1016/j.chaos.2007.07.091 10.1016/j.physa.2011.05.023 10.1016/j.compbiomed.2007.12.004 10.1016/j.jtbi.2009.10.001 10.1007/978-3-642-34197-7_12 Fractal Geometry: Mathematical Foundations and Applications Falconer K. J. 1990 Fractal Geometry in Biological Systems — An Analytical Approach Iannaccone P. M. 1996 10.1016/0167-2789(88)90081-4

Item Type: Article
Subjects: Mathematics > Complex Analysis
Domains: Mathematics
Depositing User: Mr IR Admin
Date Deposited: 25 Aug 2025 04:19
Last Modified: 25 Aug 2025 04:19
URI: https://ir.vistas.ac.in/id/eprint/4767

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