Machine Learning -- Data Augmentation via Variational Auto-Encoders -- LSTM-based Multi-scale Model for WindSpeed Forecasting.-Using deep learning to classify class imbalanced gene-expression microarrays datasets.-A data representation approach to support imbalanced data classification beased in TWSVM -- Improving regression models by dissimilarity representation of bio-chemical data -- A Comparative Study on Unsupervised Domain Adaption for Coffee Crop Mapping -- Analytical Comparison of Histogram Distance Measures -- Gaussian processes regression with multiple annotors -- Linear projection learned from hybrid CKA for enhancing distance-based classifiers -- Evaluation of Bag-of-Word performance for time series classification using discriminative SIFT-based mid-level representations -- Color classification methods for perennial weed detection in cereal crops -- Hierarchical graph-based segmentation in detection of object-related regions -- Dealing with heterogeneous Google Earth images on Building Area Detection task -- Evaluation of scale-aware realignments of hierarchical image segmentation. .