Deep representation learning for time series forecasting

• Main Author: WOO, Gerald
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Deep learning; Time series forecasting; Neural network architecture design; Time-index models; Machine learning; Artificial Intelligence and Robotics
• Online Access: https://ink.library.smu.edu.sg/etd_coll/650; https://ink.library.smu.edu.sg/context/etd_coll/article/1648/viewcontent/GPIS_AY2020_PhD_Woo_Jiale_Gerald.pdf
• Institution: Singapore Management University

Time series forecasting has critical applications across business and scien- tific domains, such as demand forecasting, capacity planning and management, and anomaly detection. Being able to predict the future yields immense value, allowing us to make downstream decisions with more confidence. Deep...