Analysis on the impact of feature reduction on time-series data

• Main Author: Tan, Ernest Yong En
• Other Authors: A S Madhukumar
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Science::Mathematics::Applied mathematics::Data visualization; Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/137889
• Institution: Nanyang Technological University

Time-Series Classification has many practical applications in areas like industrial process monitoring and anomaly detection. However, the sheer volume and size of the datasets often make it difficult to conduct any analysis without first performing dimensionality reduction. Recent studies have expl...