Economics of Disagreement—Financial Intuition for the Rényi Divergence
@article{Soklakov2018EconomicsOD, title={Economics of Disagreement—Financial Intuition for the R{\'e}nyi Divergence}, author={Andrei N. Soklakov}, journal={Entropy}, year={2018}, volume={22} }
Disagreement is an essential element of science and life in general. The language of probabilities and statistics is often used to describe disagreements quantitatively. In practice, however, we want much more than that. We want disagreements to be resolved. This leaves us with a substantial knowledge gap, which is often perceived as a lack of practical intuition regarding probabilistic and statistical concepts. Here, we propose to address disagreements using the methods of financial economics…
7 Citations
Conditional Rényi Divergences and Horse Betting
- Computer ScienceEntropy
- 2020
A universal strategy for independent and identically distributed races is presented that—without knowing the winning probabilities or the parameter of the utility function—asymptotically maximizes the gambler’s utility function.
On Rényi Information Measures and Their Applications
- Computer Science
- 2020
The contributions of this thesis are new problems related to guessing, task encoding, hypothesis testing, and horse betting are solved; and two new Rényi measures of dependence and a new conditional RényI divergence appearing in these problems are analyzed.
Information Geometry of Risks and Returns
- EconomicsSSRN Electronic Journal
- 2022
We reveal a geometric structure underlying both hedging and investment products. The structure follows from a simple formula expressing investment risks in terms of returns. This informs optimal…
Information Theory for Human and Social Processes
- PsychologyEntropy
- 2021
This paper aims to demonstrate the efforts towards in-situ applicability of EMMARM, which aims to provide real-time information about the physical and social sciences through the medium of tablets and smartphones.
Gambling and Rényi Divergence
- Computer Science, Economics2019 IEEE International Symposium on Information Theory (ISIT)
- 2019
For gambling on horses, a one-parameter family of utility functions is proposed, which contains Kelly’s logarithmic criterion and the expected-return criterion as special cases and the connection to the Rényi divergence is shown.
Gambling and R\'enyi Divergence
- Computer Science
- 2019
For gambling on horses, a one-parameter family of utility functions is proposed, which contains Kelly's logarithmic criterion and the expected-return criterion as special cases, and the connection to the Renyi divergence is shown.
References
SHOWING 1-10 OF 34 REFERENCES
One Trade at a Time -- Unraveling the Equity Premium Puzzle
- Economics
- 2015
Financial markets provide a natural quantitative lab for understanding some of the most advanced human behaviours. Among them is the invention and use of mathematical tools known as financial…
The "fallacy" of maximizing the geometric mean in long sequences of investing or gambling.
- EconomicsProceedings of the National Academy of Sciences of the United States of America
- 1971
The novel criterion of maximizing the expected average compound return, which asymptotically leads to maximizing of geometric mean, is shown to be arbitrary.
Conditional Rényi Divergences and Horse Betting
- Computer ScienceEntropy
- 2020
A universal strategy for independent and identically distributed races is presented that—without knowing the winning probabilities or the parameter of the utility function—asymptotically maximizes the gambler’s utility function.
Equity Risk Premiums (ERP): Determinants, Estimation and Implications – The 2014 Edition
- Economics
- 2014
Equity risk premiums are a central component of every risk and return model in finance and are a key input in estimating costs of equity and capital in both corporate finance and valuation. Given…
Theory of Games and Economic Behavior.
- Economics
- 1944
This is the classic work upon which modern-day game theory is based. What began more than sixty years ago as a modest proposal that a mathematician and an economist write a short paper together…
Model Risk Analysis via Investment Structuring
- Economics
- 2015
"What are the origins of risks?" and "How material are they?" -- these are the two most fundamental questions of any risk analysis. Quantitative Structuring -- a technology for building financial…
The Minimum Description Length Principle
- Computer Science
- 2007
This extensive, step-by-step introduction to the MDL Principle provides a comprehensive reference that is accessible to graduate students and researchers in statistics, pattern classification, machine learning, and data mining, to philosophers interested in the foundations of statistics, and to researchers in other applied sciences that involve model selection.