SARIMA OPTIMIZATION STATISTICAL MODEL NEURAL FUZZY NETWORK ARTIFICIAL INTELLIGENCE SUNSPOTS IMBALANCED DATASET TIME SERIES MODELS PERIODIC AUTOREGRESSIVE OIL PRODUCTION MAGNETOGRAM SOLAR DATA DEEP LEARNING EXTREME LEARNING MACHINES TIME SERIES TIME SERIES ANALYSIS ELECTRICITY SPOT MARKETS RISK ANALYSIS SPACE WEATHER SOLAR FLARES VALUE AT RISK ACTIVE REGIONS DATA STREAMS NEURAL NETWORKS BENCHMARKING DEEP LEARNING MODELS COFFEA ARABICA L TRANSFORMERS APRENDIZADO DE MÁQUINA ENSEMBLES RECURRENT NEURAL NETWORK MODERATE RESOLUTION IMAGE SPECTRORADIOMETER NEURAL NETWORK EVOLVING FUZZY MODELLING CLUSTERING ALGORITHMS ECONOMIA CRIATIVA DYNAMIC FUZZY SYSTEMS INOVAÇÃO TIME SERIES FORECASTING DATA-LIMITED HIGH-PERFORMANCE COMPUTING DATA-DRIVEN MODELS MACHINE LEARNING VEGETATION INDEX X-RAY FLUX CLASS IMBALANCE ELECTRIC ENERGY DEMAND FIS BAYESIAN MODELS BIDDING NEUROFUZZY NETWORK FUZZY INFERENCE SYSTEMS