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Deep Learning in Finance

21 February 2016

Papers citing "Deep Learning in Finance"

36 / 36 papers shown

Title
LADSG: Label-Anonymized Distillation and Similar Gradient Substitution for Label Privacy in Vertical Federated Learning Zeyu Yan Yifei Yao Xuanbing Wen Juli Zhang Kai Fan AAML 13 0 0 07 Jun 2025
Exploring Neural Ordinary Differential Equations as Interpretable Healthcare classifiers Shi Li AI4CE 94 0 0 05 Mar 2025
Adaptive Class Emergence Training: Enhancing Neural Network Stability and Generalization through Progressive Target Evolution Jaouad Dabounou 84 0 0 04 Sep 2024
Reinforcement Learning for Financial Index Tracking X. Peng Chen Gong X. He 103 1 0 05 Aug 2023
Modelling Concurrency Bugs Using Machine Learning Teodor Rares Begu 34 0 0 08 May 2023
Deep Learning for Systemic Risk Measures Yichen Feng Ming Min J. Fouque 37 7 0 02 Jul 2022
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Jean-Christophe Gagnon-Audet Kartik Ahuja Mohammad Javad Darvishi Bayazi Pooneh Mousavi G. Dumas Irina Rish OOD CML AI4TS 109 32 0 18 Mar 2022
Long Short-Term Memory Neural Network for Financial Time Series Carmina Fjellström AI4TS AIFin 45 20 0 20 Jan 2022
Deep Calibration of Interest Rates Model M. Ben Alaya Ahmed Kebaier D. Sarr 40 3 0 28 Oct 2021
On the Robustness of Domain Constraints Ryan Sheatsley Blaine Hoak Eric Pauley Yohan Beugin Mike Weisman Patrick McDaniel AAML OOD 83 26 0 18 May 2021
ScaleFreeCTR: MixCache-based Distributed Training System for CTR Models with Huge Embedding Table Huifeng Guo Wei Guo Yong Gao Ruiming Tang Xiuqiang He Wenzhi Liu 85 21 0 17 Apr 2021
Graph Computing for Financial Crime and Fraud Detection: Trends, Challenges and Outlook Eren Kurshan Hongda Shen GNN 66 33 0 02 Mar 2021
Financial Crime & Fraud Detection Using Graph Computing: Application Considerations & Outlook Eren Kurshan Honda Shen Haojie Yu GNN FaML 84 28 0 02 Mar 2021
Deep Q-Network-based Adaptive Alert Threshold Selection Policy for Payment Fraud Systems in Retail Banking Hongda Shen Eren Kurshan 72 21 0 21 Oct 2020
Towards Self-Regulating AI: Challenges and Opportunities of AI Model Governance in Financial Services Eren Kurshan Hongda Shen Jiahao Chen AIFin 53 27 0 09 Oct 2020
Bluff: Interactively Deciphering Adversarial Attacks on Deep Neural Networks Nilaksh Das Haekyu Park Zijie J. Wang Fred Hohman Robert Firstman Emily Rogers Duen Horng Chau AAML 60 27 0 05 Sep 2020
Deep Learning Based on Generative Adversarial and Convolutional Neural Networks for Financial Time Series Predictions Wilfredo Tovar AIFin AI4TS 39 8 0 08 Aug 2020
Deep Dynamic Factor Models P. Andreini Cosimo Izzo G. Ricco 54 11 0 23 Jul 2020
Machine Learning Algorithms for Financial Asset Price Forecasting Philip Ndikum AIFin 42 17 0 31 Mar 2020
Application of Deep Q-Network in Portfolio Management Ziming Gao Yuan Gao Yitao Hu Zhengyong Jiang Jionglong Su AIFin 83 52 0 13 Mar 2020
Application of Deep Neural Networks to assess corporate Credit Rating Parisa Golbayani Dan Wang I. Florescu 39 24 0 04 Mar 2020
Financial Time Series Forecasting with Deep Learning : A Systematic Literature Review: 2005-2019 Omer Berat Sezer M. U. Gudelek A. Ozbayoglu AI4TS 90 1,022 0 29 Nov 2019
Deep convolutional autoencoder for cryptocurrency market analysis V. Puzyrev 26 2 0 27 Oct 2019
Reinforcement Learning for Portfolio Management Angelos Filos 59 36 0 12 Sep 2019
Deep Smoothing of the Implied Volatility Surface Damien Ackerer Natasa Tagasovska Thibault Vatter 81 35 0 12 Jun 2019
Sensitivity based Neural Networks Explanations Enguerrand Horel Virgile Mison T. Xiong K. Giesecke L. Mangu AAML XAI FAtt 62 19 0 03 Dec 2018
Multi-task Learning for Financial Forecasting Tao Ma AIFin AI4TS 33 2 0 27 Sep 2018
FinBrain: When Finance Meets AI 2.0 Xiaolin Zheng Mengying Zhu Qibing Li Chaochao Chen Yanchao Tan AIFin 70 56 0 26 Aug 2018
Performance evaluation and hyperparameter tuning of statistical and machine-learning models using spatial data P. Schratz Jannes Muenchow E. Iturritxa Jakob Richter A. Brenning 95 332 0 29 Mar 2018
Sentiment Predictability for Stocks Jordan Prosky Xingyou Song Andrew Tan Michael Zhao 59 13 0 15 Dec 2017
Decision support from financial disclosures with deep neural networks and transfer learning Mathias Kraus Stefan Feuerriegel AIFin 95 263 0 11 Oct 2017
Financial Series Prediction: Comparison Between Precision of Time Series Models and Machine Learning Methods Xin-Yao Qian AI4TS AIFin 53 40 0 03 Jun 2017
Deep Learning: A Bayesian Perspective Nicholas G. Polson Vadim Sokolov BDL 109 117 0 01 Jun 2017
Autoregressive Convolutional Neural Networks for Asynchronous Time Series Mikolaj Binkowski Gautier Marti Philippe Donnat AI4TS BDL 119 152 0 12 Mar 2017
An Overview on Data Representation Learning: From Traditional Feature Learning to Recent Deep Learning G. Zhong Lina Wang Junyu Dong AI4TS 83 183 0 25 Nov 2016
Deep Portfolio Theory J. B. Heaton Nicholas G. Polson J. Witte 64 28 0 23 May 2016