Inicio  /  Future Internet  /  Vol: 14 Par: 11 (2022)  /  Artículo
ARTÍCULO
TITULO

Decision Support Using Machine Learning Indication for Financial Investment

Ariel Vieira de Oliveira    
Márcia Cristina Schiavi Dazzi    
Anita Maria da Rocha Fernandes    
Rudimar Luis Scaranto Dazzi    
Paulo Ferreira and Valderi Reis Quietinho Leithardt    

Resumen

To support the decision-making process of new investors, this paper aims to implement Machine Learning algorithms to generate investment indications, considering the Brazilian scenario. Three artificial intelligence techniques were implemented, namely: Multilayer Perceptron, Logistic Regression and Decision Tree, which performed the classification of investments. The database used was the one provided by the website Oceans14, containing the history of Fundamental Indicators and the history of Quotations, considering BOVESPA (São Paulo State Stock Exchange). The results of the different algorithms were compared to each other using the following metrics: accuracy, precision, recall, and F1-score. The Decision Tree was the algorithm that obtained the best classification metrics and an accuracy of 77%.

 Artículos similares

       
 
Yashar Kor, Liang Tan, Petr Musilek and Marek Z. Reformat    
Distribution grids are complex networks containing multiple pieces of equipment. These components are interconnected, and each of them is described by various attributes. A knowledge graph is an interesting data format that represents pieces of informati... ver más
Revista: Future Internet

 
Marcin Michalak, Jacek Baginski, Andrzej Bialas, Artur Kozlowski and Marek Sikora    
This paper presents a generic component for Analytic Hierarchy Process (AHP)-based decision support in risk management. The component was originally dedicated to railway transportation issues; however, its generality enabled it to extend its functionalit... ver más
Revista: Infrastructures

 
Min Ma, Shanrong Liu, Shufei Wang and Shengnan Shi    
Automatic modulation classification (AMC) plays a crucial role in wireless communication by identifying the modulation scheme of received signals, bridging signal reception and demodulation. Its main challenge lies in performing accurate signal processin... ver más
Revista: Future Internet

 
Jorge Cardoso-Gonçalves and José Tentúgal-Valente    
Optimizing the management of hydraulic infrastructures that support water supply, wastewater, and stormwater drainage can increase the efficiency of these systems. A framework for operational management of urban water systems allows for robust management... ver más
Revista: Water

 
Li Tan, Jiayi Jiang, Meng Guo and Yujia Zhong    
Land use types other than specialized athletic fields provide a variety of jogging environments, addressing the shortage of urban fitness facilities and promoting urban health as well as sustainability. Currently, there is limited research comparing the ... ver más
Revista: Buildings