AIMC Topic: Financial Management

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A reservoir computing approach for forecasting and regenerating both dynamical and time-delay controlled financial system behavior.

PloS one Feb 12, 2021
Significant research in reservoir computing over the past two decades has revived interest in recurrent neural networks. Owing to its ingrained capability of performing high-speed and low-cost computations this has become a panacea for multi-variate ...
Nonlinear Dynamics Computer Simulation Financial Management Neural Networks, Computer Forecasting
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Financial time series forecasting using twin support vector regression.

PloS one Mar 13, 2019
Financial time series forecasting is a crucial measure for improving and making more robust financial decisions throughout the world. Noisy data and non-stationarity information are the two key factors in financial time series prediction. This paper ...
Decision Making, Computer-Assisted Models, Economic Investments Time Factors Support Vector Machine Regression Analysis Financial Management Forecasting Databases, Factual Humans
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Artificial Neural Network and Genetic Algorithm Hybrid Intelligence for Predicting Thai Stock Price Index Trend.

Computational intelligence and neuroscience Nov 15, 2016
This study investigated the use of Artificial Neural Network (ANN) and Genetic Algorithm (GA) for prediction of Thailand's SET50 index trend. ANN is a widely accepted machine learning method that uses past data to predict future trend, while GA is an...
Humans Neural Networks, Computer Algorithms Predictive Value of Tests Forecasting Financial Management Thailand
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Adaptive Fuzzy Control for Uncertain Fractional-Order Financial Chaotic Systems Subjected to Input Saturation.

PloS one Oct 26, 2016
In this paper, control of uncertain fractional-order financial chaotic system with input saturation and external disturbance is investigated. The unknown part of the input saturation as well as the system's unknown nonlinear function is approximated ...
Fuzzy Logic Financial Management Nonlinear Dynamics Uncertainty
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Application of a grey wolf optimization-enhanced convolutional neural network and bidirectional gated recurrent unit model for credit scoring prediction.

PloS one Jan 1, 2025
With the digital transformation of the financial industry, credit score prediction, as a key component of risk management, faces increasingly complex challenges. Traditional credit scoring methods often have difficulty in fully capturing the characte...
Humans Convolutional Neural Networks Neural Networks, Computer Financial Management Algorithms
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Learning From Peers' Eye Movements in the Absence of Expert Guidance: A Proof of Concept Using Laboratory Stock Trading, Eye Tracking, and Machine Learning.

Cognitive science Mar 1, 2019
Existing research shows that people can improve their decision skills by learning what experts paid attention to when faced with the same problem. However, in domains like financial education, effective instruction requires frequent, personalized fee...
Humans Feedback Eye Movements Machine Learning Learning Professional Competence Peer Group Attention Crowdsourcing Decision Making Financial Management
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Simon and the Sirens: A Commentary.

Isis; an international review devoted to the history of science and its cultural influences Sep 1, 2015
Even in its extended usage, the concept of bounded rationality bears the birthmark of its origins in economics. First and most obviously, it is about seeking the most efficient (not necessarily the best) means toward a given end, whether that is curi...
Philosophy, Medical Humans Artificial Intelligence Knowledge Science Financial Management Logic Heuristics Cognition Economics
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Should You Trust Your Money to a Robot?

Big data Jun 1, 2015
Financial markets emanate massive amounts of data from which machines can, in principle, learn to invest with minimal initial guidance from humans. I contrast human and machine strengths and weaknesses in making investment decisions. The analysis rev...
Trust Financial Management Robotics Artificial Intelligence Decision Making Data Interpretation, Statistical Investments Algorithms Humans
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