Challenges and perspectives in recurrence analyses of event time series
[摘要] The analysis of event time series is in general challenging. Most time series analysis tools are limited for the analysis of this kind of data. Recurrence analysis, a powerful concept from nonlinear time series analysis, provides several opportunities to work with event data and even for the most challenging task of comparing event time series with continuous time series. Here, the basic concept is introduced, the challenges are discussed, and the future perspectives are summarized.
[发布日期] 2023-03-09 [发布机构]
[效力级别] [学科分类]
[关键词] event time series;extreme events;recurrence analysis;edit distance;synchronization [时效性]