Optimization of Type-2 Fuzzy Integration in Ensemble Neural Networks for Predicting the US Dolar/MX Pesos Time Series

被引：0

作者：

Pulido, Martha ^{[1
]}

Melin, Patricia ^{[1
]}

Castillo, Oscar ^{[1
]}

机构：

[1] Tijuana Inst Technol, Tijuana Bc, Mexico

来源：

PROCEEDINGS OF THE 2013 JOINT IFSA WORLD CONGRESS AND NAFIPS ANNUAL MEETING (IFSA/NAFIPS) | 2013年

关键词：

Ensemble Neural Networks; Genetic Algorithms; Optimization; Time Series Prediction; SYSTEMS; LOGIC;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper describes the optimization of an ensemble neural network with fuzzy integration of responses based on type-1 and type-2 fuzzy logic. Genetic algorithms are used as method of optimization in this case. The time series that is being considered for the ensemble is the US Dollar/MX Peso exchange rate. Simulation results show that the ensemble approach produces good prediction of the exchange rate US Dollar/MX Peso.

引用

页码：1508 / 1512

页数：5

共 50 条

[1] Optimization of Ensemble Neural Networks with Type-2 Fuzzy Response Integration for Predicting the Mackey-Glass Time Series
Pulido, Martha
Melin, Patricia
Castillo, Oscar
[J]. 2013 WORLD CONGRESS ON NATURE AND BIOLOGICALLY INSPIRED COMPUTING (NABIC), 2013, : 16 - 21
[2] OPTIMIZATION OF ENSEMBLE NEURAL NETWORKS WITH TYPE-2 FUZZY INTEGRATION OF RESPONSES FOR THE DOW JONES TIME SERIES PREDICTION
Melin, Patricia
Pulido, Martha
[J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2014, 20 (03): : 403 - 418
[3] Optimization of Ensemble Neural Networks with Fuzzy Integration using the Particle Swarm Algorithm for the US Dollar/MX Time Series Prediction
Pulido, Martha
Melin, Patricia
Castillo, Oscar
[J]. 2014 IEEE CONFERENCE ON NORBERT WIENER IN THE 21ST CENTURY (21CW), 2014,
[4] Design of Ensemble Neural Networks for Predicting the US Dollar/MX Time Series with Particle Swarm Optimization
Pulido, Martha
Melin, Patricia
Castillo, Oscar
[J]. RECENT DEVELOPMENTS AND NEW DIRECTION IN SOFT-COMPUTING FOUNDATIONS AND APPLICATIONS, 2016, 342 : 317 - 329
[5] Optimization using the firefly algorithm of ensemble neural networks with type-2 fuzzy integration for COVID-19 time series prediction
Melin, Patricia
Sanchez, Daniela
Monica, Julio Cesar
Castillo, Oscar
[J]. SOFT COMPUTING, 2023, 27 (06) : 3245 - 3282
[6] Ensemble Neural Network with Type-2 Fuzzy Weights Using Response Integration for Time Series Prediction
Gaxiola, Fernando
Melin, Patricia
Valdez, Fevrier
Castro, Juan R.
[J]. RECENT DEVELOPMENTS AND THE NEW DIRECTION IN SOFT-COMPUTING FOUNDATIONS AND APPLICATIONS, 2018, 361 : 175 - 189
[7] Optimization of Ensemble Neural Networks with Type-1 and Type-2 Fuzzy Integration for Prediction of the Taiwan Stock Exchange
Pulido, Martha
Melin, Patricia
[J]. RECENT DEVELOPMENTS AND THE NEW DIRECTION IN SOFT-COMPUTING FOUNDATIONS AND APPLICATIONS, 2018, 361 : 151 - 164
[8] Response Integration in Ensemble Neural Networks using Interval Type-2 Fuzzy Logic
Lopez, Miguel
Melin, Patricia
[J]. 2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, : 1503 - 1508
[9] Optimization with Genetic Algorithm and Particle Swarm Optimization of Type-2 Fuzzy Integrator for Ensemble Neural Network in Time Series
Gaxiola, Fernando
Melin, Patricia
Valdez, Fevrier
Castro, Juan R.
[J]. 2016 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2016, : 2067 - 2074
[10] Ensemble neural networks with fuzzy logic integration for complex time series prediction
Pulido, Martha
Mancilla, Alejandra
Melin, Patricia
[J]. INTERNATIONAL JOURNAL OF INTELLIGENT ENGINEERING INFORMATICS, 2010, 1 (01) : 89 - 103

← 1 2 3 4 5 →