Results 11 to 20 of about 3,901 (232)

A deep learning algorithm for optimal investment strategies

open access: yes, 2021
This paper treats the Merton problem how to invest in safe assets and risky assets to maximize an investor's utility, given by investment opportunities modeled by a $d$-dimensional state process. The problem is represented by a partial differential equation with optimizing term: the Hamilton-Jacobi-Bellman equation. The main purpose of this paper is to
Gim, Daeyung, Park, Hyungbin
openaire   +2 more sources

Social signals and algorithmic trading of Bitcoin [PDF]

open access: yesRoyal Society Open Science, 2015
The availability of data on digital traces is growing to unprecedented sizes, but inferring actionable knowledge from large-scale data is far from being trivial.
David Garcia, Frank Schweitzer
doaj   +1 more source

Data-driven strategies for optimal bicycle network growth [PDF]

open access: yesRoyal Society Open Science, 2020
Urban transportation networks, from pavements and bicycle paths to streets and railways, provide the backbone for movement and socioeconomic life in cities.
Luis Guillermo Natera Orozco   +3 more
doaj   +1 more source

Multi-Feature Supervised Reinforcement Learning for Stock Trading

open access: yesIEEE Access, 2023
Deep reinforcement learning (DRL) algorithm is often used to find the best trading strategy in algorithmic trading. However, the classical DRL model is difficult to achieve rapid convergence, and the features extracted from the market data are relatively
Kui Fu, Yidong Yu, Bing Li
doaj   +1 more source

AI-empowered financial stock: A survey [PDF]

open access: yesAIP Advances
In recent years, artificial intelligence (AI) technology has profoundly reshaped the financial stock sector, driving the intelligent transformation of quantitative trading, risk assessment, and investment decision-making.
Wenjun Qi, Xiangwen Xue, Xinmin Tian
doaj   +1 more source

Optimization of Cryptocurrency Algorithmic Trading Strategies Using the Decomposition Approach

open access: yesBig Data and Cognitive Computing, 2023
A cryptocurrency is a non-centralized form of money that facilitates financial transactions using cryptographic processes. It can be thought of as a virtual currency or a payment mechanism for sending and receiving money online.
Sherin M. Omran   +2 more
doaj   +1 more source

A Novel Linear-Model-Based Methodology for Predicting the Directional Movement of the Euro-Dollar Exchange Rate

open access: yesIEEE Access, 2023
Predicting the price and trends of financial instruments is a major challenge in the financial industry, impacting investment decision-making efficiency for various stakeholders.
Mauricio Argotty-Erazo   +5 more
doaj   +1 more source

Evaluating machine learning models for predictive accuracy in cryptocurrency price forecasting [PDF]

open access: yesPeerJ Computer Science
Our research investigates the predictive performance and robustness of machine learning classification models and technical indicators for algorithmic trading in the volatile cryptocurrency market.
Shavez Mushtaq Qureshi   +6 more
doaj   +2 more sources

Robust Portfolio Optimization using LSTM-based Stock and Cryptocurrency Price Prediction: An Application of Algorithmic Trading Strategies [PDF]

open access: yesIranian Journal of Accounting, Auditing & Finance
Algorithmic trading (AT) has become widely used recently because of its high speed and accuracy in implementing diverse and complex strategies. Using algorithms also allows traders to execute their trading strategies in a high volume and numerous ...
Mehrdad Heydarpour   +3 more
doaj   +1 more source

Stock Market Prediction Using Deep Reinforcement Learning

open access: yesApplied System Innovation, 2023
Stock value prediction and trading, a captivating and complex research domain, continues to draw heightened attention. Ensuring profitable returns in stock market investments demands precise and timely decision-making.
Alamir Labib Awad   +2 more
doaj   +1 more source

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