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19962026
most citedA tool for filtering information in complex systems

922 citations · 4.9k across the 110 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

q-fin.CP2022

Regime-based Implied Stochastic Volatility Model for Crypto Option Pricing

Danial Saef, Yuanrong Wang, Tomaso Aste

The increasing adoption of Digital Assets (DAs), such as Bitcoin (BTC), rises the need for accurate option pricing models. Yet, existing methodologies fail to cope with the volatil…

q-fin.GN2022★ 207 cited

Anatomy of a Stablecoin's failure: the Terra-Luna case

Antonio Briola, David Vidal-Tomás, Yuanrong Wang +1

We quantitatively describe the main events that led to the Terra project's failure in May 2022. We first review, in a systematic way, news from heterogeneous social media sources;…

q-fin.ST2022★ 18 cited

Dependency structures in cryptocurrency market from high to low frequency

Antonio Briola, Tomaso Aste

We investigate logarithmic price returns cross-correlations at different time horizons for a set of 25 liquid cryptocurrencies traded on the FTX digital currency exchange. We study…

cs.LG2022

Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series

Yuanrong Wang, Tomaso Aste

We propose an end-to-end architecture for multivariate time-series prediction that integrates a spatial-temporal graph neural network with a matrix filtering module. This module ge…

q-fin.ST2022

Dynamic Portfolio Optimization with Inverse Covariance Clustering

Yuanrong Wang, Tomaso Aste

Market conditions change continuously. However, in portfolio's investment strategies, it is hard to account for this intrinsic non-stationarity. In this paper, we propose to addres…