Search Results - "Briola, Antonio"
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1
Dependency Structures in Cryptocurrency Market from High to Low Frequency
Published in Entropy (Basel, Switzerland) (28-10-2022)“…We investigate logarithmic price returns cross-correlations at different time horizons for a set of 25 liquid cryptocurrencies traded on the FTX digital…”
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2
FTX’s downfall and Binance’s consolidation: The fragility of centralised digital finance
Published in Physica A (01-09-2023)“…This paper investigates the causes and the consequences of the FTX digital currency exchange’s failure in November 2022. Analysing on-chain data, we report…”
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3
Anatomy of a Stablecoin’s failure: The Terra-Luna case
Published in Finance research letters (01-01-2023)“…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…”
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4
Topological Feature Selection
Published 19-02-2023“…In this paper, we introduce a novel unsupervised, graph-based filter feature selection technique which exploits the power of topologically constrained network…”
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5
Dependency structures in cryptocurrency market from high to low frequency
Published 27-12-2022“…Entropy 2022, 24, 1548 We investigate logarithmic price returns cross-correlations at different time horizons for a set of 25 liquid cryptocurrencies traded on…”
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6
HLOB -- Information Persistence and Structure in Limit Order Books
Published 29-05-2024“…We introduce a novel large-scale deep learning model for Limit Order Book mid-price changes forecasting, and we name it `HLOB'. This architecture (i) exploits…”
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Deep Limit Order Book Forecasting
Published 14-03-2024“…We exploit cutting-edge deep learning methodologies to explore the predictability of high-frequency Limit Order Book mid-price changes for a heterogeneous set…”
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8
FTX's downfall and Binance's consolidation: The fragility of centralised digital finance
Published 11-12-2023“…This paper investigates the causes of the FTX digital currency exchange's failure in November 2022. We identify the collapse of the Terra-Luna ecosystem as the…”
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9
Topological Portfolio Selection and Optimization
Published 23-10-2023“…Modern portfolio optimization is centered around creating a low-risk portfolio with extensive asset diversification. Following the seminal work of Markowitz,…”
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10
Homological Neural Networks: A Sparse Architecture for Multivariate Complexity
Published 27-06-2023“…The rapid progress of Artificial Intelligence research came with the development of increasingly complex deep learning models, leading to growing challenges in…”
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Homological Convolutional Neural Networks
Published 26-08-2023“…Deep learning methods have demonstrated outstanding performances on classification and regression tasks on homogeneous data types (e.g., image, audio, and text…”
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12
Anatomy of a Stablecoin's failure: the Terra-Luna case
Published 25-09-2022“…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…”
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13
Deep Learning modeling of Limit Order Book: a comparative perspective
Published 12-07-2020“…The present work addresses theoretical and practical questions in the domain of Deep Learning for High Frequency Trading. State-of-the-art models such as…”
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14
Deep Reinforcement Learning for Active High Frequency Trading
Published 18-01-2021“…We introduce the first end-to-end Deep Reinforcement Learning (DRL) based framework for active high frequency trading in the stock market. We train DRL agents…”
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