Deep attentive survival analysis in limit order books: estimating fill probabilities with convolutional-transformers

Author:

Arroyo Álvaro1,Cartea Álvaro12,Moreno-Pino Fernando13,Zohren Stefan1

Affiliation:

1. Oxford-Man Institute of Quantitative Finance, University of Oxford, Oxford, UK

2. Mathematical Institute, University of Oxford, Oxford, UK

3. Signal Processing and Learning Group, Universidad Carlos III de Madrid, Madrid, Spain

Funder

Rafael del Pino Foundation

Spanish Ministerio de Ciencia, Innovación y Universidades

Ministerio de Ciencia e Innovación

European Commission

Comunidad de Madrid

FEDER

European Research Council

Publisher

Informa UK Limited

Subject

General Economics, Econometrics and Finance,Finance

Reference69 articles.

1. Alaa A.M. and van der Schaar M. Deep multi-task Gaussian processes for survival analysis with competing risks. In Proceedings of the 31st International Conference on Neural Information Processing Systems pp. 2326–2334 2017.

2. A time-dependent discrimination index for survival data

3. Arroyo A. Scalzo B. Stanković L. and Mandic D.P. Dynamic portfolio cuts: A spectral approach to graph-theoretic diversification. In ICASSP 2022-2022 IEEE International Conference on Acoustics Speech and Signal Processing (ICASSP) pp. 5468–5472 2022 (IEEE).

4. Avati A. Duan T. Zhou S. Jung K. Shah N.H. and Ng A.Y. Countdown regression: Sharp and calibrated survival predictions. In Uncertainty in Artificial Intelligence pp. 145–155 2020 (PMLR).

5. Bahdanau D. Cho K. and Bengio Y. Neural machine translation by jointly learning to align and translate. Preprint 2014. arXiv:1409.0473.

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