Before revision:  This paper addresses the issue and proposes a two-step estimation methodology, which will allow us to apply the catastrophe theory to  model stock market crashes.
After revision:  This paper addresses the issue and proposes a two-step estimation methodology, which allows us to apply the catastrophe theory to model stock market crashes.