arXiv · 1711.07630
Statistical properties of market collective responses
Abstract
We empirically analyze the price and liquidity responses to trade signs, traded volumes and signed traded volumes. Utilizing the singular value decomposition, we explore the interconnections of price responses and of liquidity responses across the whole market. The statistical characteristics of their singular vectors are well described by the $t$ location-scale distribution. Furthermore, we discuss the relation between prices and liquidity with respect to their overlapping factors. The factors of price and liquidity changes are non-random when these factors are related to the traded volumes. This means that the traded volumes play a critical role in the price change induced by the liquidity change. In contrast, the two kinds of factors are weakly overlapping when they are related to the trade signs and signed traded volumes. Hence, an imbalance of liquidity is related to the price change.
Explore related subjects
Keep this discovery
Shanshan Wang, Sebastian Neusüß, Thomas Guhr. 2017-11-21. Statistical properties of market collective responses. https://doi.org/10.1140/epjb%2Fe2018-80665-0
Cite the original work for its findings. Save a collection to share your selection of sources.