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