Online Sequential Leveraging Sampling Method for Streaming Autoregressive Time Series with Application to Seismic Data
流式自回归时间序列的在线序贯杠杆抽样及地震数据应用
Seismic data contain complex temporal information that arrives at high speed and has a large, even potentially unbounded volume. The explosion of temporally correlated streaming data from advanced seismic sensors poses analytical challenges due to its sheer volume and real-time nature. Sampling, or data reduction, is a natural yet powerful tool for handling large streaming data while balancing estimation accuracy and computational cost. Currently, data reduction methods and…