Radial-Amplitude Modulation Method for Discrete Multidimensional Time Series Analysis
Abstract
This technical note describes a mathematical framework for mapping discrete symbolic sequences into continuous trajectories within a spherical manifold. The study focuses on the implementation of a radial modulation coefficient r(t) to stabilize stochastic fluctuations in high-density data streams. The proposed method provides a robust geometric approach for data indexing and noise suppression in distributed systems.
Fields of Study & Subjects
Time Series Analysis and Forecasting
Topological and Geometric Data Analysis
Mathematical Analysis and Transform Methods
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 8 February 2026