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For:
Vlasenko A
, Vlasenko N, Vynokurova O, Peleshko D.
A Novel Neuro-Fuzzy Model for Multivariate Time-Series Prediction.
Data
2018;
3
:62. [DOI:
10.3390/data3040062
]
[
Citation(s) in
RCA
: 5
]
[
Impact Index Per Article: 0.8
]
[
Reference Citation Analysis
]
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[Indexed: 11/17/2022]
Open
Number
Cited by Other Article(s)
1
de Campos Souza PV
. Fuzzy neural networks and neuro-fuzzy networks: A review the main techniques and applications used in the literature.
Appl Soft Comput
2020. [DOI:
10.1016/j.asoc.2020.106275
]
[
Citation(s) in
RCA
: 58
]
[
Impact Index Per Article: 14.5
]
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[Indexed: 11/28/2022]
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2
A Novel Ensemble Neuro-Fuzzy Model for Financial Time Series Forecasting.
DATA
2019. [DOI:
10.3390/data4030126
]
[
Citation(s) in
RCA
: 11
]
[
Impact Index Per Article: 2.2
]
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[Indexed: 11/17/2022]
Open
Abstract
Neuro-fuzzy models have a proven record of successful application in finance. Forecasting future values is a crucial element of successful decision making in trading. In this paper, a novel ensemble neuro-fuzzy model is proposed to overcome limitations and improve the previously successfully applied a five-layer multidimensional Gaussian neuro-fuzzy model and its learning. The proposed solution allows skipping the error-prone hyperparameters selection process and shows better accuracy results in real life financial data.
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