Mitigating performance saturation in neural marked point processes : architectures and loss functions

• Main Authors: Li, Tianbo, Luo, Tianze, Ke, Yiping, Pan, Sinno Jialin
• Other Authors: School of Computer Science and Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2021
• Subjects: Engineering::Computer science and engineering; Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Neural Point Processes; Hawkes Processes; Event Sequential Analysis
• Online Access: https://hdl.handle.net/10356/152799
• Institution: Nanyang Technological University

Attributed event sequences are commonly encountered in practice. A recent research line focuses on incorporating neural networks with the statistical model -- marked point processes, which is the conventional tool for dealing with attributed event sequences. Neural marked point processes possess...