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Nonstationary Time Series Prediction Based on Deep Echo State Network Tuned by Bayesian Optimization

https://doi.org/10.3390/math11061503
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/asmb.2625openalex-snapshot
Financial time series analysis and forecasting with Hilbert–Huang transform feature generation and machine learning
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Deep echo state networks with uncertainty quantification for spatio‐temporal forecasting
inferredcites →https://doi.org/10.1007/s00521-020-04948-xopenalex-snapshot
Time series prediction using deep echo state networks
inferredcites →https://doi.org/10.1007/s11071-020-06041-3openalex-snapshot
A health performance evaluation method of multirotors under wind turbulence
inferredcites →https://doi.org/10.1007/s12046-019-1124-yopenalex-snapshot
Deep echo state network with reservoirs of multiple activation functions for time-series prediction
inferredcites →https://doi.org/10.1007/s13762-020-02705-0openalex-snapshot
Estimation and forecasting of PM10 air pollution in Ankara via time series and harmonic regressions
inferredcites →https://doi.org/10.1016/j.advengsoft.2013.12.007openalex-snapshot
Grey Wolf Optimizer
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Forecasting Brazilian and American COVID-19 cases based on artificial intelligence coupled with climatic exogenous variables
inferredcites →https://doi.org/10.1016/j.compag.2020.105851openalex-snapshot
Comparison of wavelet and empirical mode decomposition hybrid models in drought prediction
inferredcites →https://doi.org/10.1016/j.envsoft.2013.10.021openalex-snapshot
Image time series processing for agriculture monitoring
inferredcites →https://doi.org/10.1016/j.epsr.2016.06.003openalex-snapshot
ARIMA-based decoupled time series forecasting of electric vehicle charging demand for stochastic power system operation
inferredcites →https://doi.org/10.1016/j.eswa.2020.113377openalex-snapshot
Marine Predators Algorithm: A nature-inspired metaheuristic
inferredcites →https://doi.org/10.1016/j.eswa.2020.114107openalex-snapshot
Red fox optimization algorithm
inferredcites →https://doi.org/10.1016/j.eswa.2021.115490openalex-snapshot
Novel hybrid model based on echo state neural network applied to the prediction of stock price return volatility
inferredcites →https://doi.org/10.1016/j.neucom.2016.12.089openalex-snapshot
Deep reservoir computing: A critical experimental analysis
inferredcites →https://doi.org/10.1016/j.neucom.2017.04.076openalex-snapshot
Financial time series prediction using ℓ2,1RF-ELM
inferredcites →https://doi.org/10.1016/j.neucom.2019.09.002openalex-snapshot
An echo state network architecture based on quantum logic gate and its optimization
inferredcites →https://doi.org/10.1016/j.rse.2008.09.003openalex-snapshot
Noise reduction of NDVI time series: An empirical comparison of selected techniques
inferredcites →https://doi.org/10.1016/j.solener.2004.09.013openalex-snapshot
Forecast of hourly average wind speed with ARMA models in Navarre (Spain)
inferredcites →https://doi.org/10.1016/s0925-2312(01)00702-0openalex-snapshot
Time series forecasting using a hybrid ARIMA and neural network model
inferredcites →https://doi.org/10.1038/s41598-018-24271-9openalex-snapshot
Recurrent Neural Networks for Multivariate Time Series with Missing Values
inferredcites →https://doi.org/10.1038/s41598-019-49242-6openalex-snapshot
Application of the deep learning for the prediction of rainfall in Southern Taiwan
inferredcites →https://doi.org/10.1063/5.0045753openalex-snapshot
Time series analysis and forecasting of air quality index
inferredcites →https://doi.org/10.1080/02626667.2020.1735639openalex-snapshot
Deep echo state network: a novel machine learning approach to model dew point temperature using meteorological variables
inferredcites →https://doi.org/10.1109/access.2019.2944755openalex-snapshot
The Forecasting of PM2.5 Using a Hybrid Model Based on Wavelet Transform and an Improved Deep Learning Algorithm
inferredcites →https://doi.org/10.1109/access.2021.3076313openalex-snapshot
Short-Term Load Forecasting Based on Adabelief Optimized Temporal Convolutional Network and Gated Recurrent Unit Hybrid Neural Network
inferredcites →https://doi.org/10.1109/icisc47916.2020.9171217openalex-snapshot
Machine Learning based Analysis of Influence Propagation on Social Network with Time Series Analysis
inferredcites →https://doi.org/10.1109/ijcnn.2018.8489464openalex-snapshot
Deep Tree Echo State Networks
inferredcites →https://doi.org/10.1109/taes.1983.309419openalex-snapshot
ARMA Time Series Modeling: an Effective Method
inferredcites →https://doi.org/10.1109/tcyb.2016.2533545openalex-snapshot
Multilayered Echo State Machine: A Novel Architecture and Algorithm
inferredcites →https://doi.org/10.1109/tencon50793.2020.9293751openalex-snapshot
Forecasting PV Panel Output Using Prophet Time Series Machine Learning Model
inferredcites →https://doi.org/10.1109/tnnls.2012.2188414openalex-snapshot
Chaotic Time Series Prediction Based on a Novel Robust Echo State Network
inferredcites →https://doi.org/10.1109/tpwrs.2002.804943openalex-snapshot
ARIMA models to predict next-day electricity prices
inferredcites →https://doi.org/10.1142/s0218213020400102openalex-snapshot
GRU-corr Neural Network Optimized by Improved PSO Algorithm for Time Series Prediction
inferredcites →https://doi.org/10.1152/ajpheart.2000.278.6.h2039openalex-snapshot
Physiological time-series analysis using approximate entropy and sample entropy
inferredcites →https://doi.org/10.1162/089976602760407955openalex-snapshot
Real-Time Computing Without Stable States: A New Framework for Neural Computation Based on Perturbations
inferredcites →https://doi.org/10.1371/journal.pone.0180944openalex-snapshot
A deep learning framework for financial time series using stacked autoencoders and long-short term memory
inferredcites →https://doi.org/10.26511/jkset.21.6.7openalex-snapshot
Comparison Analysis of Treatment Methods and ARIMA Time-Series Forecasting of Basic Water Components in Effluent from Small-scale Public Sewage Treatment Facilities
inferredcites →https://doi.org/10.3390/agronomy13030625openalex-snapshot
BMAE-Net: A Data-Driven Weather Prediction Network for Smart Agriculture
inferredcites →https://doi.org/10.3390/app112311263openalex-snapshot
Long Short-Term Memory Network-Based Metaheuristic for Effective Electric Energy Consumption Prediction
inferredcites →https://doi.org/10.3390/e25020247openalex-snapshot
Deep Spatio-Temporal Graph Network with Self-Optimization for Air Quality Prediction
inferredcites →https://doi.org/10.3390/en11051068openalex-snapshot
A Novel Dual-Scale Deep Belief Network Method for Daily Urban Water Demand Forecasting
inferredcites →https://doi.org/10.3390/en11051255openalex-snapshot
Electricity Price Forecasting Using Recurrent Neural Networks
inferredcites →https://doi.org/10.3390/en12214055openalex-snapshot
Hour-Ahead Solar Irradiance Forecasting Using Multivariate Gated Recurrent Units
inferredcites →https://doi.org/10.3390/hydrology5010018openalex-snapshot
EMD-Based Predictive Deep Belief Network for Time Series Prediction: An Application to Drought Forecasting
inferredcites →https://doi.org/10.3390/ijerph20064924openalex-snapshot
A Fine-Grained Recognition Neural Network with High-Order Feature Maps via Graph-Based Embedding for Natural Bird Diversity Conservation
inferredcites →https://doi.org/10.3390/math11040837openalex-snapshot
Variational Bayesian Network with Information Interpretability Filtering for Air Quality Forecasting
inferredcites →https://doi.org/10.3390/pr7110843openalex-snapshot
Wind Power Short-Term Forecasting Hybrid Model Based on CEEMD-SE Method
inferredcites →https://doi.org/10.3390/w12113032openalex-snapshot
Prediction of Streamflow Based on Dynamic Sliding Window LSTM
inferredcites →https://doi.org/10.3390/w13081031openalex-snapshot
FM-GRU: A Time Series Prediction Method for Water Quality Based on seq2seq Framework
inferredcites →https://doi.org/10.3897/jucs.2020.059openalex-snapshot
Comparative Study of Real Time Machine Learning Models for Stock Prediction through Streaming Data
inferredcites →https://doi.org/10.5370/jeet.2016.11.6.1548openalex-snapshot
Hourly Average Wind Speed Simulation and Forecast Based on ARMA Model in Jeju Island, Korea
inferredcites →https://doi.org/10.5373/jardcs/v12i6/s20201103openalex-snapshot
Indonesian rupiah exchange rate in facing COVID-19 (A time series-machine learning approach)

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1016/j.ins.2023.119436openalex-snapshot
Adaptive echo state network with a recursive inverse-free weight update algorithm
inferred← citeshttps://doi.org/10.1016/j.jestch.2026.102398openalex-snapshot
A peer-to-peer session key agreement scheme for decentralized secure communication
inferred← citeshttps://doi.org/10.1016/j.knosys.2025.113692openalex-snapshot
Exploring low-resource weather forecasting with echo state network-based architectures and satellite data
inferred← citeshttps://doi.org/10.1016/j.knosys.2026.116026openalex-snapshot
Self-organizing cascaded echo state network for time series prediction
inferred← citeshttps://doi.org/10.1108/jeas-01-2026-0080openalex-snapshot
India's forex future: a data-driven ARIMA forecast up to 2030
inferred← citeshttps://doi.org/10.1109/access.2024.3383835openalex-snapshot
Artificial Intelligence With Deep Learning Based Automated Ear Infection Detection
inferred← citeshttps://doi.org/10.1109/ccdc69976.2026.11559854openalex-snapshot
A Meta-Learning-Based Approach for Missing Value Imputation in Univariate Time Series Using Echo State Networks
inferred← citeshttps://doi.org/10.1109/tkde.2025.3622941openalex-snapshot
Serial-Parallel Fractional-Integer-Order Echo State Network for Time Series Prediction
inferred← citeshttps://doi.org/10.14445/23488379/ijeee-v10i4p105openalex-snapshot
Evolutionary Optimization Algorithm with Deep Echo State Network for Anomaly Detection on Secure Cloud Computing Environment
inferred← citeshttps://doi.org/10.3389/frai.2024.1397915openalex-snapshot
Multi-scale dynamics by adjusting the leaking rate to enhance the performance of deep echo state networks
inferred← citeshttps://doi.org/10.3390/math12121910openalex-snapshot
Short-Term Wind Speed Prediction for Bridge Site Area Based on Wavelet Denoising OOA-Transformer
inferred← citeshttps://doi.org/10.3390/w17213045openalex-snapshot
Improving a Prediction Model for Tunnel Water Inflow Estimation Using LSTM and Bayesian Optimization
inferred← citeshttps://doi.org/10.4108/eetsis.3844openalex-snapshot
Research on Fresh Produce Sales Prediction Algorithm for Store Based on Multidimensional Time Series Data Analysis
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