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