Principal regression analysis and the index leverage effect
Reigneron, Pierre-Alain; Allez, Romain; Bouchaud, Jean-Philippe (2011), Principal regression analysis and the index leverage effect, Physica. A, Statistical Mechanics and its Applications, 390, 17, p. 3026–3035. http://dx.doi.org/10.1016/j.physa.2011.04.007
Type
Article accepté pour publication ou publiéExternal document link
http://arxiv.org/abs/1011.5810v2Date
2011Journal name
Physica. A, Statistical Mechanics and its ApplicationsVolume
390Number
17Publisher
Elsevier
Pages
3026–3035
Publication identifier
Metadata
Show full item recordAbstract (EN)
We revisit the index leverage effect, that can be decomposed into a volatility effect and a correlation effect. We investigate the latter using a matrix regression analysis, that we call ‘Principal Regression Analysis’ (PRA) and for which we provide some analytical (using Random Matrix Theory) and numerical benchmarks. We find that downward index trends increase the average correlation between stocks (as measured by the most negative eigenvalue of the conditional correlation matrix), and makes the market mode more uniform. Upward trends, on the other hand, also increase the average correlation between stocks but rotates the corresponding market mode away from uniformity. There are two time scales associated to these effects, a short one on the order of a month (20 trading days), and a longer time scale on the order of a year. We also find indications of a leverage effect for sectorial correlations as well, which reveals itself in the second and third mode of the PRA.Subjects / Keywords
Index leverage effect; Random matrix theoryRelated items
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