no code implementations • 27 Feb 2024 • Konark Jain, Nick Firoozye, Jonathan Kochems, Philip Treleaven
Limit Order Books (LOBs) serve as a mechanism for buyers and sellers to interact with each other in the financial markets.
no code implementations • 14 Dec 2023 • Konark Jain, Nick Firoozye, Jonathan Kochems, Philip Treleaven
We propose a novel methodology of using Compound Hawkes Process for the LOB where each event has an order size sampled from a calibrated distribution.
2 code implementations • 21 Nov 2018 • Rohitash Chandra, Konark Jain, Arpit Kapoor, Ashray Aman
Due to the need for robust uncertainty quantification, Bayesian neural learning has gained attention in the era of deep learning and big data.
1 code implementation • 11 Nov 2018 • Rohitash Chandra, Konark Jain, Ratneel V. Deo, Sally Cripps
This not only provides point estimates of optimal set of weights but also the ability to quantify uncertainty in decision making using the posterior distribution.