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Many researchers seek factors that predict the cross-section of stock returns. The standard methodology sorts stocks according to their factor scores into quantiles and forms a corresponding long-short portfolio. Such a course of action ignores any information on the covariance matrix of stock...
Persistent link: https://www.econbiz.de/10011663197
markets, and provides an alternative to the concept of exceedance correlation. We provide strong evidence for the existence of …
Persistent link: https://www.econbiz.de/10013101094
Markowitz (1952) portfolio selection requires an estimator of the covariance matrix of returns. To address this problem, we promote a nonlinear shrinkage estimator that is more flexible than previous linear shrinkage estimators and has just the right number of free parameters (that is, the...
Persistent link: https://www.econbiz.de/10012973579
We investigate the effects of constraining leverage and shrinking covariance matrix in constructing large portfolios, both theoretically and empirically. Considering a wide variety of setups that involve conditioning or not conditioning the covariance matrix estimator on the recent past...
Persistent link: https://www.econbiz.de/10012154193
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In this paper, we construct a sample of news co-occurrences using big data technologies. We show that stocks that co-occur in news articles are less risky, bigger, and more covered by financial analysts, and economically-connected stocks are mentioned more often in the same news articles. We...
Persistent link: https://www.econbiz.de/10012022291
good on the present set of measures as the stochastic volatility models, with or without dynamic correlation. …The focus of this article is using dynamic correlation models for the calculation of minimum variance hedge ratios …. Modelling the correlation explicitly is shown to produce the best hedges when applied to the simulated data. For financial time …
Persistent link: https://www.econbiz.de/10011372522
for conditional heteroskedasticity; a favored model is Dynamic Conditional Correlation (DCC), derived from the ARCH … eigenvalues; a favored model is nonlinear shrinkage, derived from Random Matrix Theory (RMT). The present paper marries these two …
Persistent link: https://www.econbiz.de/10012968636
the covariance matrix. Additionally, we show how Random Matrix Theory can provide guidance for automatic tuning of the …
Persistent link: https://www.econbiz.de/10013244599