Didier Sornette

  1. Universality class of balanced flows with bottlenecks: granular flows, pedestrian fluxes and financial price dynamics.

    Authors: Didier Sornette, Dirk Helbing, Daniel R. Parisi
    Subjects: Statistical Finance
    Abstract

    We propose and document the evidence for an analogy between the dynamics of
    granular counter-flows in the presence of bottlenecks or restrictions and
    financial price formation processes. Using extensive simulations, we find that
    the counter-flows of simulated pedestrians through a door display many stylized
    facts observed in financial markets when the density around the door is
    compared with the logarithm of the price. The stylized properties are present
    already when the agents in the pedestrian model are assumed to display a
    zero-intelligent behavior.

  2. Super-exponential bubbles in lab experiments: evidence for anchoring over-optimistic expectations on price.

    Authors: Didier Sornette, Andreas Hüsler, Cars H. Hommes
    Subjects: Trading and Market Microstructure
    Abstract

    We analyze a controlled price formation experiment in the laboratory that
    shows evidence for bubbles. We calibrate two models that demonstrate with high
    statistical significance that these laboratory bubbles have a tendency to grow
    faster than exponential due to positive feedback. We show that the positive
    feedback operates by traders continuously upgrading their over-optimistic
    expectations of future returns based on past prices rather than on realized
    returns.

  3. Quantifying reflexivity in financial markets: towards a prediction of flash crashes.

    Authors: Didier Sornette, Vladimir Filimonov
    Subjects: Statistical Finance
    Abstract

    We introduce a new measure of activity of financial markets that provides a
    direct access to their level of endogeneity. This measure quantifies how much
    of price changes are due to endogenous feedback processes, as opposed to
    exogenous news. For this, we calibrate the self-excited conditional Poisson
    Hawkes model, which combines in a natural and parsimonious way exogenous
    influences with self-excited dynamics, to the E-mini S&P 500 futures contracts
    traded in the Chicago Mercantile Exchange from 1998 to 2010.

  4. When games meet reality: is Zynga overvalued.

    Authors: Didier Sornette, Peter Cauwels, Zalán Forró
    Subjects: General Finance
    Abstract

    On December 16th, 2011, Zynga, the well-known social game developing company
    went public. This event followed other recent IPOs in the world of social
    networking companies, such as Groupon or Linkedin among others. With a
    valuation close to 7 billion USD at the time when it went public, Zynga became
    one of the biggest web IPOs since Google. This recent enthusiasm for social
    networking companies raises the question whether they are overvalued.

  5. Valuation of Zynga.

    Authors: Didier Sornette, Peter Cauwels, Zalán Forró
    Subjects: General Finance
    Abstract

    On December 16, Zynga, the well-known social game developing company went
    public. This event is following other recent IPOs in the world of social
    networking companies, such as Groupon, Linkedin or Pandora to cite a few. With
    a valuation close to 7 billion USD at the time when it went public, Zynga has
    become the biggest web IPO since Google. This recent enthusiasm for social
    networking companies, and in particular Zynga, brings up the question whether
    or not they are overvalued.

  6. Quis pendit ipsa pretia: facebook valuation and diagnostic of a bubble based on nonlinear demographic dynamics.

    Authors: Didier Sornette, Peter Cauwels
    Subjects: Pricing of Securities
    Abstract

    We present a novel methodology to determine the fundamental value of firms in
    the social-networking sector, motivated by recent realized IPOs and by reports
    that suggest sky-high valuations of firms such as facebook, Groupon, LinkedIn
    Corp., Pandora Media Inc, Twitter, Zynga.

  7. A Stable and Robust Calibration Scheme of the Log-Periodic Power Law Model.

    Authors: Didier Sornette, Vladimir Filimonov
    Subjects: General Finance
    Abstract

    We present a simple transformation of the formulation of the log-periodic
    power law formula of the Johansen-Ledoit-Sornette model of financial bubbles
    that reduces it to a function of only three nonlinear parameters. The
    transformation significantly decreases the complexity of the fitting procedure
    and improves its stability tremendously because the modified cost function is
    now characterized by good smooth properties with in general a single minimum in
    the case where the model is appropriate to the empirical data.

  8. Detection of Crashes and Rebounds in Major Equity Markets.

    Authors: Didier Sornette, Ryan Woodard, Wanfeng Yan, Reda Rebib
    Subjects: General Finance
    Abstract

    Financial markets are well known for their dramatic dynamics and consequences
    that affect much of the world's population. Consequently, much research has
    aimed at understanding, identifying and forecasting crashes and rebounds in
    financial markets. The Johansen-Ledoit-Sornette (JLS) model provides an
    operational framework to understand and diagnose financial bubbles from
    rational expectations and was recently extended to negative bubbles and
    rebounds.

  9. Clarifications to Questions and Criticisms on the Johansen-Ledoit-Sornette Bubble Model.

    Authors: Wei-Xing Zhou, Didier Sornette, Ryan Woodard, Wanfeng Yan
    Subjects: General Finance
    Abstract

    The Johansen-Ledoit-Sornette (JLS) model of rational expectation bubbles with
    finite-time singular crash hazard rates has been developed to describe the
    dynamics of financial bubbles and crashes. It has been applied successfully to
    a large variety of financial bubbles in many different markets. Having been
    developed for more than one decade, the JLS model has been studied, analyzed,
    used and criticized by several researchers. Much of this discussion is helpful
    for advancing the research.

  10. Role of Diversification Risk in Financial Bubbles.

    Authors: Didier Sornette, Ryan Woodard, Wanfeng Yan
    Subjects: General Finance
    Abstract

    We present an extension of the Johansen-Ledoit-Sornette (JLS) model to
    include an additional pricing factor called the "Zipf factor", which describes
    the diversification risk of the stock market portfolio. Keeping all the
    dynamical characteristics of a bubble described in the JLS model, the new model
    provides additional information about the concentration of stock gains over
    time. This allows us to understand better the risk diversification and to
    explain the investors' behavior during the bubble generation.

  11. Strategies used as spectroscopy of financial markets reveal new stylized facts.

    Authors: Wei-Xing Zhou, Didier Sornette, Wei Chen, Guo-Hua Mu
    Subjects: Statistical Finance
    Abstract

    We propose a new set of stylized facts quantifying the structure of financial
    markets. The key idea is to study the combined structure of both investment
    strategies and prices in order to open a qualitatively new level of
    understanding of financial and economic markets. We study the detailed order
    flow on the Shenzhen Stock Exchange of China for the whole year of 2003.

  12. The US stock market leads the Federal funds rate and Treasury bond yields.

    Authors: Wei-Xing Zhou, Didier Sornette, Kun Guo, Si-Wei Cheng
    Subjects: Statistical Finance
    Abstract

    Using a recently introduced method to quantify the time varying lead-lag
    dependencies between pairs of economic time series (the thermal optimal path
    method), we test two fundamental tenets of the theory of fixed income: (i) the
    stock market variations and the yield changes should be anti-correlated; (ii)
    the change in central bank rates, as a proxy of the monetary policy of the
    central bank, should be a predictor of the future stock market direction.

  13. Inferring Fundamental Value and Crash Nonlinearity from Bubble Calibration.

    Authors: Didier Sornette, Ryan Woodard, Wanfeng Yan
    Subjects: General Finance
    Abstract

    Identifying unambiguously the presence of a bubble in an asset price remains
    an unsolved problem in standard econometric and financial economic approaches.
    A large part of the problem is that the fundamental value of an asset is, in
    general, not directly observable and it is poorly constrained to calculate.
    Further, it is not possible to distinguish between an exponentially growing
    fundamental price and an exponentially growing bubble price.

  14. The Financial Bubble Experiment: Advanced Diagnostics and Forecasts of Bubble Terminations, Volume III.

    Authors: Didier Sornette, Ryan Woodard, Maxim Fedorovsky
    Subjects: Statistical Finance
    Abstract

    This is the third installment of the Financial Bubble Experiment. Here we
    provide the digital fingerprint of an electronic document in which we identify
    27 bubbles in 27 different global assets; for 25 of these assets, we present
    windows of dates of the most likely ending time of each bubble. We will provide
    that document of the original analysis on 2 May 2011.

  15. How to grow a bubble: A model of myopic adapting agents.

    Authors: Didier Sornette, Georges Harras
    Subjects: Statistical Finance
    Abstract

    We present a simple agent-based model to study the development of a bubble
    and the consequential crash and investigate how their proximate triggering
    factor might relate to their fundamental mechanism, and vice versa. Our agents
    invest according to their opinion on future price movements, which is based on
    three sources of information, (i) public information, i.e. news, (ii)
    information from their "friendship" network and (iii) private information.

  16. Leverage Bubble.

    Authors: Didier Sornette, Ryan Woodard, Wanfeng Yan
    Subjects: General Finance
    Abstract

    Leverage is strongly related to liquidity in a market and lack of liquidity
    is considered a cause and/or consequence of the recent financial crisis. A
    repurchase agreement is a financial instrument where a security is sold
    simultaneously with an agreement to buy it back at a later date. Repurchase
    agreements (repos) market size is a very important element in calculating the
    overall leverage in a financial market. Therefore, studying the behavior of
    repos market size can help to understand a process that can contribute to the
    birth of a financial crisis.

  17. The Financial Bubble Experiment: Advanced Diagnostics and Forecasts of Bubble Terminations Volume II-Master Document.

    Authors: Wei-Xing Zhou, Didier Sornette, Ryan Woodard, Stefan Reimann, Maxim Fedorovsky, Hilary Woodard
    Subjects: Statistical Finance
    Abstract

    This is the second installment of the Financial Bubble Experiment. Here we
    provide the digital fingerprint of an electronic document in which we identify
    7 bubbles in 7 different global assets; for 4 of these assets, we present
    windows of dates of the most likely ending time of each bubble. We will provide
    that document of the original analysis on 1 November 2010.

  18. Diagnosis and Prediction of Market Rebounds in Financial Markets.

    Authors: Didier Sornette, Ryan Woodard, Wanfeng Yan
    Subjects: General Finance
    Abstract

    We introduce the concept of "negative bubbles" as the mirror image of
    standard financial bubbles, in which positive feedback mechanisms may lead to
    transient accelerating price falls. To model these negative bubbles, we adapt
    the Johansen-Ledoit-Sornette (JLS) model of rational expectation bubbles with a
    hazard rate describing the collective buying pressure of noise traders.

  19. The Lehman Brothers Effect and Bankruptcy Cascades.

    Authors: Didier Sornette, Paweł Sieczka, Janusz A. Hołyst
    Subjects: Risk Management
    Abstract

    Inspired by the bankruptcy of Lehman Brothers and its consequences on the
    global financial system, we develop a simple model in which the Lehman default
    event is quantified as having an almost immediate effect in worsening the
    credit worthiness of all financial institutions in the economic network. In our
    stylized description, all properties of a given firm are captured by its
    effective credit rating, which follows a simple dynamics of co-evolution with
    the credit ratings of the other firms in our economic network.

  20. Diagnosis and Prediction of Tipping Points in Financial Markets: Crashes and Rebounds.

    Authors: Didier Sornette, Ryan Woodard, Wanfeng Yan
    Subjects: General Finance
    Abstract

    By combining (i) the economic theory of rational expectation bubbles, (ii)
    behavioral finance on imitation and herding of investors and traders and (iii)
    the mathematical and statistical physics of bifurcations and phase transitions,
    the log-periodic power law (LPPL) model has been developed as a flexible tool
    to detect bubbles. The LPPL model considers the faster-than-exponential (power
    law with finite-time singularity) increase in asset prices decorated by
    accelerating oscillations as the main diagnostic of bubbles.

  21. Homogeneous Volatility Bridge Estimators.

    Authors: Didier Sornette, Alexander Saichev, Vladimir Filimonov, Fulvio Corsi
    Subjects: Statistical Finance
    Abstract

    We present a theory of homogeneous volatility bridge estimators for log-price
    stochastic processes. The main tool of our theory is the parsimonious encoding
    of the information contained in the open, high and low prices of incomplete
    bridge, corresponding to given log-price stochastic process, and in its close
    value, for a given time interval. The efficiency of the new proposed estimators
    is favorably compared with that of the Garman-Klass and Parkinson estimators.

  22. Diagnostics of Rational Expectation Financial Bubbles with Stochastic Mean-Reverting Termination Times.

    Authors: Didier Sornette, Li Lin
    Subjects: General Finance
    Abstract

    We propose two rational expectation models of transient financial bubbles
    with heterogeneous arbitrageurs and positive feedbacks leading to
    self-reinforcing transient stochastic faster-than-exponential price dynamics.
    As a result of the nonlinear feedbacks, the termination of a bubble is found to
    be characterized by a finite-time singularity in the bubble price formation
    process ending at some potential critical time $\tilde{t}_c$, which follows a
    mean-reversing stationary dynamics.

  23. Bubble Diagnosis and Prediction of the 2005-2007 and 2008-2009 Chinese stock market bubbles.

    Authors: Wei-Xing Zhou, Zhi-Qiang Jiang, Didier Sornette, Ryan Woodard, Ken Bastiaensen, Peter Cauwels
    Subjects: Statistical Finance
    Abstract

    By combining (i) the economic theory of rational expectation bubbles, (ii)
    behavioral finance on imitation and herding of investors and traders and (iii)
    the mathematical and statistical physics of bifurcations and phase transitions,
    the log-periodic power law model has been developed as a flexible tool to
    detect bubbles. The LPPL model considers the faster-than-exponential (power law
    with finite-time singularity) increase in asset prices decorated by
    accelerating oscillations as the main diagnostic of bubbles.

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