AI for Time Series : Volume 1: Unlocking Patterns with Deep Learning (Hardcover)

1 Introduction 2 Fedformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting 3 Fredf: Learning to Forecast in the Frequency Domain 4 PPGF: Probability Pattern-Guided Time Series Forecasting?5 Unlocking the Power of Lstm for Long Term Time Series Forecasting?6 Self-Supervised Contrastive Representation Learning for Semi-Supervised Time-Series Classification?7 Diffusion Language-Shapelets for Semi-Supervised Time-Series Classification?8 Graph-Aware Contrasting for Multivariate Time-Series Classification?9 Dcdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection 10 Multivariate Anomaly Detection with Self-Learning Graph Convolutional Networks?11 Saits: Self-Attention-Based Imputation for Time Series