This paper presents evidence suggesting that artificial neural networks approach (ANNs) outperform traditional statistical methods and can forecast equity premiums reasonably well. The study replicates out-of-sample estimates of regression using ANN with economic fundamentals as inputs. The...

This Article attempts to define hedge funds and to distinguish them from a variety of similar investment funds. After reviewing the hedge fund definition in the U.S. and the EU, this Article argues that the current regulatory framework, which defines hedge funds by reference to what they are not...

Archegos Capital Management, at its height, had $20 billion in assets. But in the spring of 2021, in part through its use of total return swaps, Archegos sparked a $30 billion dollar sell-off that left many of the world’s largest banks footing the bill. Mitsubishi UFJ Group estimated a loss of...

Using block share acquisitions made by private equity (PE) funds, we examine the sources of value gains in PE minority equity investments. We find that the targets in PE acquisitions, particularly poorly performing targets, targets with high R&D intensity, and targets whose boards have...

This paper examines how private equity returns in Asia are related to levels of legal protection and corruption. We utilize a unique data set comprising over 750 returns to private equity transactions across 20 developing and developed countries in Asia. The data indicate that legal protections...

This paper investigate the effects of investor protection on hedge fund activism. Using a parsimonious measure of investor protection constructed from fund organizational characteristics, we document that higher investor protection is strongly correlated with superior performance of activists....