International stock market comovement in time and scale outlined with a thick pen

Research output: Contribution to journalArticleScientificpeer-review

13 Citations (Scopus)


We quantify time-varying, bivariate and multivariate comovement between international stock market returns, across various time scales, based on a novel approach of Fryzlewicz and Oh (2011) called thick pen transform. With help of this nonparametric and simple tool, we study 11 countries and examine their comovement with respect to (non-dyadic) time scales/frequencies, development and region. We also consider all possible 2036 different combinations of two or more of these countries. In the two-country case, we make comparisons with cross-correlations, either rolling-window or based on the multi-period returns. We find that in the bivariate set-up with the USA, the BRIC countries, except for Brazil (especially over small time scales), offer diversification benefits, while in the multivariate one, clustering with respect to America or Europe (but not Asia) leads to homogeneous groups. Hence development and region cannot always be considered as ultimate clustering factors. Leave-one-out cross-validation shows a nuanced interplay of time scales, development and region as grouping factors for Brazil, Japan, Hong Kong and Russia. Additionally, we provide an example of a time-scale-dependent portfolio strategy.
Original languageEnglish
Peer-reviewed scientific journalJournal of Empirical Finance
Issue numberSeptember
Pages (from-to)115-129
Number of pages15
Publication statusPublished - 05.07.2017
MoE publication typeA1 Journal article - refereed


  • 511 Economics
  • Pen thickness
  • Frequency
  • Volume
  • Thick pen measure of association
  • Cross-spectrum


Dive into the research topics of 'International stock market comovement in time and scale outlined with a thick pen'. Together they form a unique fingerprint.

Cite this