RATE-DISTORTION THEORY AND THE VOLATILITY OF ASSET PRICES

被引:0
|
作者
ONEILL, WD
机构
来源
INFORMATION SCIENCES-APPLICATIONS | 1995年 / 3卷 / 01期
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A market with many traders clears at a single price. The intuition that such a market can be modeled as a multiple access channel with many source inputs and a single output is confirmed and supported by single stock trading data. If all stocks in an exchange with a price index are so traded, then the Capital Asset Pricing Model (CAPM) of the index should find the index a prediction of future returns to holding a portfolio of the indexed stocks. This inference is shown to be true by applying Shannon's rate distortion theorem to the CAPM, and thereby ending the decade-old controversy that the CAPM cannot explain stock and bond price volatility. Data from the NYSE are found to be compatible with the CAPM rate distortion function. In contrast to communication system channels, market channels cannot operate at channel capacity, but rather at a mutual information rate demanded by trader profit taking. This rate compared to the trader information source rate distortion function determines the minimum price distortion that can be expected of markets.
引用
收藏
页码:55 / 74
页数:20
相关论文
共 50 条
  • [2] RATE-DISTORTION THEORY AND APPLICATION
    DAVISSON, LD
    [J]. PROCEEDINGS OF THE INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS, 1972, 60 (07): : 800 - &
  • [3] On the Physics of Rate-Distortion Theory
    Merhav, Neri
    [J]. 2010 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, 2010, : 71 - 75
  • [4] Rate-Distortion Theory for Secrecy Systems
    Schieler, Curt
    Cuff, Paul
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2014, 60 (12) : 7584 - 7605
  • [5] Rate-Distortion Theory for Secrecy Systems
    Schieler, Curt
    Cuff, Paul
    [J]. 2013 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS (ISIT), 2013, : 2219 - 2223
  • [6] Rate-distortion theory and human perception
    Sims, Chris R.
    [J]. COGNITION, 2016, 152 : 181 - 198
  • [7] Multiterminal Rate-Distortion Theory Revisited
    Berger, Toby
    [J]. 2008 46TH ANNUAL ALLERTON CONFERENCE ON COMMUNICATION, CONTROL, AND COMPUTING, VOLS 1-3, 2008, : 1535 - 1537
  • [8] A Rate-Distortion Theory for Permutation Spaces
    Wang, Da
    Mazumdar, Arya
    Wornell, Gregory W.
    [J]. 2013 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS (ISIT), 2013, : 2562 - +
  • [9] A counterexample in rate-distortion theory for correlated sources
    Ahlswede, R
    Cai, N
    [J]. APPLIED MATHEMATICS LETTERS, 1999, 12 (07) : 1 - 3
  • [10] Rate-distortion theory for the Shannon cipher system
    Yamamoto, H
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1997, 43 (03) : 827 - 835