, Finally, the domain of application of the multi-scale lead-lag inference method introduced here is not limited to traders
Uncovering causality from multivariate Hawkes integrated cumulants, Journal of Machine Learning Research, vol.18, issue.192, pp.1-28, 2018. ,
The leverage effect puzzle: Disentangling sources of bias at high frequency, Journal of Financial Economics, vol.109, issue.1, pp.224-249, 2013. ,
Comment on"Turbulent cascades in foreign exchange markets, 1996. ,
URL : https://hal.archives-ouvertes.fr/hal-00126631
tick: a Python library for statistical learning, with a particular emphasis on time-dependent modeling, 2017. ,
Non-parametric kernel estimation for symmetric hawkes processes, The European Physical Journal B, vol.85, issue.5, p.157, 2012. ,
URL : https://hal.archives-ouvertes.fr/hal-01313844
Hawkes processes in finance, Market Microstructure and Liquidity, vol.1, issue.01, p.1550005, 2015. ,
URL : https://hal.archives-ouvertes.fr/hal-01313838
Mean-field inference of Hawkes point processes, Journal of Physics A: Mathematical and Theoretical, vol.49, issue.17, p.174006, 2016. ,
URL : https://hal.archives-ouvertes.fr/hal-01313837
Granger causality and transfer entropy are equivalent for gaussian variables, Physical review letters, vol.103, issue.23, p.238701, 2009. ,
Asymmetric volatility and risk in equity markets. The review of financial studies, vol.13, pp.1-42, 2000. ,
Controlling the false discovery rate: a practical and powerful approach to multiple testing, Journal of the royal statistical society. Series B (Methodological), pp.289-300, 1995. ,
Proceedings of the 1976 meetings of the american statistical association, 1976. ,
Quadratic Hawkes processes for financial prices, Quantitative Finance, vol.17, issue.2, pp.171-188, 2017. ,
, On a multi-timescale statistical feedback model for volatility fluctuations. arXiv preprint physics/0507073, 2005.
The dynamics of financial markets-mandelbrot's multifractal cascades, and beyond, 2005. ,
Leverage effect in financial markets: The retarded volatility model, Physical review letters, vol.87, issue.22, p.228701, 2001. ,
A tale of three schools: Insights on autocorrelations of short-horizon stock returns, Review of financial studies, vol.7, issue.3, pp.539-573, 1994. ,
Point processes and queues: martingale dynamics, 1981. ,
Wiener-Granger causality: a well established methodology, Neuroimage, vol.58, issue.2, pp.323-329, 2011. ,
A limited memory algorithm for bound constrained optimization, SIAM Journal on Scientific Computing, vol.16, issue.5, pp.1190-1208, 1995. ,
Statistically validated lead-lag networks and inventory prediction in the foreign exchange market, Advances in Complex Systems, p.1850019, 2018. ,
, , 2014.
The fine-structure of volatility feedback I: Multi-scale self-reflexivity, Physica A: Statistical Mechanics and its Applications, vol.410, pp.174-195, 2014. ,
URL : https://hal.archives-ouvertes.fr/hal-00722261
The stochastic behavior of common stock variances: Value, leverage and interest rate effects, Journal of financial Economics, vol.10, issue.4, pp.407-432, 1982. ,
A subordinated stochastic process model with finite variance for speculative prices, Econometrica, vol.41, issue.1, pp.135-155, 1973. ,
Testing the causality of Hawkes processes with time reversal, Journal of Statistical Mechanics: Theory and Experiment, vol.2018, issue.3, p.33408, 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-01593448
Emergence of statistically validated financial intraday lead-lag relationships, Quantitative Finance, vol.15, issue.8, pp.1375-1386, 2015. ,
Modelling short-term volatility with GARCH and HARCH models, 1998. ,
, Basic Properties of the Poisson Process. An Introduction to the Theory of Point Processes: Volume I: Elementary Theory and Methods, pp.19-40, 2003.
A generalized contagion process with an application to credit risk, International Journal of Theoretical and Applied Finance, vol.20, issue.01, p.1750003, 2017. ,
An introduction to the bootstrap, 1994. ,
Graphical modeling for multivariate Hawkes processes with nonparametric link functions, Journal of Time Series Analysis, vol.38, issue.2, pp.225-242, 2017. ,
, The Zumbach effect under rough Heston, 2018.
Quantifying reflexivity in financial markets: Toward a prediction of flash crashes, Physical Review E, vol.85, issue.5, p.56108, 2012. ,
Is the sequence of earthquakes in southern california, with aftershocks removed, vol.64, pp.1363-1367, 1974. ,
Turbulent cascades in foreign exchange markets, Nature, vol.381, issue.6585, p.767, 1996. ,
There's more to volatility than volume, Quantitative Finance, vol.6, issue.5, pp.371-384, 2006. ,
Investigating causal relations by econometric models and cross-spectral methods, Econometrica: Journal of the Econometric Society, pp.424-438, 1969. ,
Economic processes involving feedback, Information and Control, vol.37, pp.28-48, 1963. ,
The profitability of moving average trading rules in South Asian stock markets, Emerging Markets Review, vol.2, issue.1, pp.17-33, 2001. ,
Critical reflexivity in financial markets: a Hawkes process analysis, The European Physical Journal B, vol.86, issue.10, p.442, 2013. ,
On covariance estimation of nonsynchronously observed diffusion processes, Bernoulli, vol.11, issue.2, pp.359-379, 2005. ,
Heterogeneous agent models in economics and finance. Handbook of computational economics, vol.2, pp.1109-1186, 2006. ,
An enquiry concerning human understanding, Seven Masterpieces of Philosophy, pp.191-284, 2016. ,
High frequency lead/lag relationships-empirical facts, Journal of Empirical Finance, vol.26, pp.41-58, 2014. ,
URL : https://hal.archives-ouvertes.fr/hal-00645685
Overreaction, delayed reaction, and contrarian profits, The Review of Financial Studies, vol.8, issue.4, pp.973-993, 1995. ,
Critique of pure reason, 1999. ,
An estimation procedure for the Hawkes process, Quantitative Finance, vol.17, pp.571-595, 2017. ,
TiDeH: Time-Dependent Hawkes Process for Predicting Retweet Dynamics, ICWSM, pp.191-200, 2016. ,
Forecasting stock market returns over multiple time horizons, Quantitative Finance, vol.16, issue.11, pp.1695-1712, 2016. ,
The limits of statistical significance of Hawkes processes fitted to financial data, Quantitative Finance, vol.16, issue.1, pp.1-11, 2016. ,
URL : https://hal.archives-ouvertes.fr/hal-01134105
Community detection algorithms: a comparative analysis, Physical review E, vol.80, issue.5, p.56117, 2009. ,
Statistically validated mobile communication networks: the evolution of motifs in European and Chinese data, New Journal of Physics, vol.16, issue.8, p.83038, 2014. ,
Sensitivity to perturbations in vivo implies high noise and suggests rate coding in cortex, Nature, vol.466, issue.7302, p.123, 2010. ,
Turbulence in financial markets: the surprising explanatory power of simple cascade models, Quantitative finance, vol.1, issue.6, pp.632-640, 2001. ,
Market heterogeneities and the causal structure of volatility, Quantitative Finance, vol.3, issue.4, pp.320-331, 2003. ,
Efficient capital markets: A review of theory and empirical work, The journal of Finance, vol.25, issue.2, pp.383-417, 1970. ,
Extending earthquakes reach through cascading, Science, vol.319, issue.5866, pp.1076-1079, 2008. ,
URL : https://hal.archives-ouvertes.fr/insu-00334983
Colored minority games, Physica A: Statistical Mechanics and its Applications, vol.310, issue.1-2, pp.234-244, 2002. ,
A review of the Granger-causality fallacy. The journal of philosophical economics: Reflections on economic and social issues, vol.8, pp.86-105, 2015. ,
Self-exciting point process modeling of crime, Journal of the American Statistical Association, vol.106, issue.493, pp.100-108, 2011. ,
Minority games with heterogeneous timescales, Physica A: Statistical Mechanics and its Applications, vol.365, issue.2, pp.529-542, 2006. ,
,
Fractals and intrinsic time: A challenge to econometricians. Unpublished manuscript, 1993. ,
,
Volatilities of different time resolutions-analyzing the dynamics of market components, Journal of Empirical Finance, vol.4, issue.2-3, pp.213-239, 1997. ,
Longterm ecology of investors in a financial market, vol.4, p.92, 2018. ,
A simplex method for function minimization, The computer journal, vol.7, issue.4, pp.308-313, 1965. ,
On Lewis' simulation method for point processes, IEEE Transactions on Information Theory, vol.27, issue.1, pp.23-31, 1981. ,
Statistical models for earthquake occurrences and residual analysis for point processes, Journal of the American Statistical association, vol.83, issue.401, pp.9-27, 1988. ,
Hawkes process model with a time-dependent background rate and its application to high-frequency financial data, Physical Review E, vol.96, issue.1, p.12303, 2017. ,
Integrability of expected increments of point processes and a related random change of scale, Transactions of the American Mathematical Society, vol.165, pp.483-506, 1972. ,
Spatio-temporal correlations and visual signalling in a complete neuronal population, Nature, issue.7207, p.995, 2008. ,
Cramming more components onto integrated circuits. Readings in computer architecture, vol.56, 2000. ,
Disentangling and quantifying market participant volatility contributions, 2018. ,
Maps of random walks on complex networks reveal community structure, Proceedings of the National Academy of Sciences, vol.105, issue.4, pp.1118-1123, 2008. ,
Locally stationary Hawkes processes, Stochastic Processes and their Applications, vol.126, pp.1710-1743, 2016. ,
URL : https://hal.archives-ouvertes.fr/hal-01153882
Measuring information transfer, Physical review letters, vol.85, issue.2, p.461, 2000. ,
The alchemy of finance, 2003. ,
, The black swan: The impact of the highly improbable, 2007.
A general equilibrium approach to monetary theory, Journal of money, credit and banking, vol.1, issue.1, pp.15-29, 1969. ,
Increasing market efficiency: Evolution of crosscorrelations of stock returns, Physica A: Statistical Mechanics and its Applications, vol.360, issue.2, pp.505-515, 2006. ,
A point process framework for relating neural spiking activity to spiking history, neural ensemble, and extrinsic covariate effects, Journal of neurophysiology, vol.93, issue.2, pp.1074-1089, 2005. ,
DOI : 10.1152/jn.00697.2004
Statistically validated networks in bipartite complex systems, PloS one, vol.6, issue.3, p.17994, 2011. ,
DOI : 10.1371/journal.pone.0017994
URL : https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0017994&type=printable
Identification of clusters of investors from their real trading activity in a financial market, New Journal of Physics, vol.14, issue.1, p.13041, 2012. ,
The theory of prediction. Modern mathematics for engineers, 1956. ,
Learning Granger causality for Hawkes processes, International Conference on Machine Learning, pp.1717-1726, 2016. ,
Learning social infectivity in sparse low-rank networks using multi-dimensional Hawkes processes, Artificial Intelligence and Statistics, pp.641-649, 2013. ,
Stochastic declustering of space-time earthquake occurrences, Journal of the American Statistical Association, vol.97, issue.458, pp.369-380, 2002. ,
DOI : 10.1198/016214502760046925
Time reversal invariance in finance, Quantitative Finance, vol.9, issue.5, pp.505-515, 2009. ,
DOI : 10.2139/ssrn.1004992
URL : http://arxiv.org/pdf/0708.4022v1.pdf
Heterogeneous volatility cascade in financial markets, Physica A: Statistical Mechanics and its Applications, vol.298, issue.3-4, pp.521-529, 2001. ,
DOI : 10.1016/s0378-4371(01)00249-7
URL : http://arxiv.org/pdf/cond-mat/0105162
Processes for stocks capturing their statistical properties from one day to one year, Quantitative Finance, vol.14, issue.5, pp.849-861, 2014. ,
DOI : 10.1080/14697688.2013.765956