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cs.CE2024
Predicting Company Growth using Scaling Theory informed Machine Learning
Ruyi Tao, Veronica R. Cappelli, Kaiwei Liu +4
Predicting company growth is a critical yet challenging task because observed dynamics blend an underlying structural growth trend with volatile fluctuations. Here, we propose a Sc…
cs.IT2024★ 4 cited
An Exact Theory of Causal Emergence for Linear Stochastic Iteration Systems
Kaiwei Liu, Bing Yuan, Jiang Zhang
After coarse-graining a complex system, the dynamics of its macro-state may exhibit more pronounced causal effects than those of its micro-state. This phenomenon, known as causal e…