Portrait of Miroslav Stodic

Miroslav Stodic

Serbia

Building a new paradigm for time-series analysis using quantum field theory.

Biography

After concluding theoretical physics studies in the United States and taking some graduate courses on space science and engineering in Europe, I decided to fully devote myself to clearing own path in the interdisciplinary science research. Of special interest to me were always research directions that remain largely under-explored in both academic and applied modern science. Cornerstone of my work, however, is putting time-series analysis on a new, more physics-type foundation that goes beyond the mathematical (non-)linear, state-space, and Machine Learning methods. This new approach is based on my insights of how to redefine time-series as massless/massive quantum field oscillations with the particular focus on the following three areas: (i) relativistic quantum field symmetries in the time-series context, in particular (semi-complete) gauge invariance, Poincaré symmetry, technical naturalness with the custodial chiral symmetry ("stochastic preference"), and conformal/scale anomaly; (ii) Feynman diagrams with fermionic loops and path integral formulation; (iii) Pauli-Villars-type regularization and discovery of a new renormalization group approach that differs from Wilson's and continuum approaches. This research work could loosely be related to the positive operator-valued measurement (POVM) paradigm in the quantum information theory and computing.

In other research interests I have material for potential patent application in practical realizations of quantum cryptography through Heisenberg's uncertainty principle ("ice-cube" protocol) rather than quantum entanglement (e.g. BB84, B92). Redefinition of financial time-series as quantum fields can also throw a new light on still open questions in physics (e.g. fine-tuning and hierarchy problems, strong CP problem, etc.) through understanding and redeployment of standard concepts of the financial markets that are largely absent or overlooked in the modern physics.

Award

  1. 2024

    O'Shaughnessy Grant

    Building a new paradigm for time-series analysis using quantum field theory.

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