About the Authors

Qun Zhang

Affiliations School of Finance, Guangdong University of Foreign Studies, Guangzhou, Guangdong, China, Department of Management, Technology and Economics, ETH Zurich (Eidgenössische Technische Hochschule Zürich), Zurich, Switzerland

Qunzhi Zhang

Affiliation Department of Management, Technology and Economics, ETH Zurich (Eidgenössische Technische Hochschule Zürich), Zurich, Switzerland

Didier Sornette

dsornette@ethz.ch

Affiliations Department of Management, Technology and Economics, ETH Zurich (Eidgenössische Technische Hochschule Zürich), Zurich, Switzerland, Swiss Finance Institute, c/o University of Geneva, Geneva, Switzerland

Competing Interests

The authors have declared that no competing interests exist.

Author Contributions

Conceptualization: DS QZZ. Formal analysis: QZ DS QZZ. Funding acquisition: QZ DS. Investigation: QZ DS QZZ. Methodology: QZ DS QZZ. Resources: QZ DS QZZ. Software: QZ QZZ. Supervision: DS QZZ. Validation: QZ DS QZZ. Visualization: QZ DS QZZ. Writing – original draft: QZ DS QZZ. Writing – review & editing: QZ DS QZZ.