Unverified50% confidenceFactExact time
Spatio-temporal point process data has two layers of randomness: the randomness of the point process itself and the randomness of the underlying intensity field, the so-called doubly stochastic Cox process.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedWhen one component of a system already has randomness, stacking a probabilistic component on top of it exponentially amplifies debugging difficulty.78% similarUnverifiedRandomness means exogenous noise is no longer zero, requiring the handling of probabilistic causal models; parallel interactions may cause cycles in the causal graph, necessitating the introduction of the concept of equilibrium.70% similarUnverified过度域随机化会引入与真实分布相差过大的不可能样本,稀释有效训练信号,随机化范围的设定需要大量领域专家经验69% similarUnverifiedEmpirical studies such as the dual-track experiment at NIPS 2014 show that even the review processes of top conferences contain a considerable degree of randomness and subjectivity.69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1012895API
curl https://kongchang.com/api/v1/knowledge/claims/1012895MCP
get_claim(id=1012895)