Youjie Zhu

Additive Noise Model Structure Learning Based on Spatial Coordinates

2022 · Journal of Physics Conference Series

Abstract A new algorithm named SCB (Spatial Coordinates Based) algorithm is presented for structure learning of additive noise model, which can effectively deal with nonlinear arbitrarily distributed data. This paper makes three specific contributions. Firstly, …

Additive Noise Model Structure Learning Based on Spatial Coordinates

2024 · IEEE Transactions on Artificial Intelligence

Discovering causal relationships from a large amount of observational data is an important research direction in data mining. To address the challenges of discovering and constructing causal networks on nonlinear and high-dimensional data, this paper …