no code implementations • 22 Apr 2024 • Jiayue Zhang, Ken Seng Tan, Tony S. Wirjanto, Lysa Porth
This paper extends the application of ESG score assessment methodologies from large corporations to individual farmers' production, within the context of climate change.
no code implementations • 3 Oct 2023 • Jiayue Zhang, Ken Seng Tan, Tony S. Wirjanto, Lysa Porth
The widespread confusion among investors regarding Environmental, Social, and Governance (ESG) rankings assigned by rating agencies has underscored a critical issue in sustainable investing.
no code implementations • 16 Apr 2023 • Katrina Chen, Mingbin Feng, Tony S. Wirjanto
We provide a theoretical analysis to demonstrate that the incorporation of the deterministic contrastive loss can effectively prevent the occurrence of a constant encoder solution.
no code implementations • 4 Feb 2023 • Katrina Chen, Mingbin Feng, Tony S. Wirjanto
Some other works detect anomalies based on reconstructing or forecasting a list of inter-series graphs, which inadvertently weakens their power to capture temporal patterns within the data due to the discrete nature of graphs.