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  4. Identification of Trading Strategies Using Markov Chains and Statistical Learning Tools
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Identification of Trading Strategies Using Markov Chains and Statistical Learning Tools

Journal
Trends in Data Engineering Methods for Intelligent Systems
Lecture Notes on Data Engineering and Communications Technologies
ISSN
2367-4512
2367-4520
Date Issued
2021
Author(s)
Rodríguez Aguilar, Román  
Facultad de Ciencias Económicas y Empresariales - CampCM  
Marmolejo Saucedo, José Antonio
Facultad de Ingeniería - CampCM  
Type
text::conference output::conference proceedings::conference paper
DOI
10.1007/978-3-030-79357-9_67
URL
https://scripta.up.edu.mx/handle/20.500.12552/1794
Abstract
Technological advances have modified many operational and strategic areas in companies, the financial sector has been one of the sectors highly influenced by the methods of artificial intelligence and machine learning. The operation in the stock exchanges have used more technological tools to process information and be able to make investment decisions. The main objective is to be able to detect buying and selling opportunities at the right time. Stock markets have traditionally based their decisions on two major approaches, technical analysis and fundamental analysis, with new machine learning and artificial intelligence technologies, these paradigms have been updated making use of additional tools for their analysis. The present work is a proposal for the detection of trading signals in the markets through the use of Markov models and generalized additive models. In order to identify investment opportunities in the stock markets. © 2021, The Author(s), under exclusive license to Springer Nature Switzerland AG.
Subjects

Generalized additive ...

Machine learning

Markov models

Trading algorithms

Electronic trading

Commerce

Financial markets

Markov chains

Artificial intelligen...

Fundamental analysis

Generalized additive ...

Investment decisions

Investment opportunit...

Selling opportunities...

Statistical learning

Technological advance...

Investments

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