Challenges and perspectives in recurrence analyses of event time series
- 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.
| Author details: | Norbert MarwanORCiDGND |
|---|---|
| DOI: | https://doi.org/10.3389/fams.2023.1129105 |
| ISSN: | 2297-4687 |
| Title of parent work (English): | Frontiers in applied mathematics and statistics |
| Publisher: | Frontiers Media |
| Place of publishing: | Lausanne |
| Publication type: | Article |
| Language: | English |
| Date of first publication: | 2023/03/09 |
| Publication year: | 2023 |
| Release date: | 2024/05/10 |
| Tag: | edit distance; event time series; extreme events; recurrence analysis; synchronization |
| Volume: | 9 |
| Article number: | 1129105 |
| Number of pages: | 7 |
| Organizational units: | Extern / Potsdam Institute for Climate Impact Research (PIK) e. V. |
| DDC classification: | 5 Naturwissenschaften und Mathematik / 55 Geowissenschaften, Geologie / 550 Geowissenschaften |
| Peer review: | Referiert |
| Publishing method: | Open Access / Gold Open-Access |
| DOAJ gelistet | |
| License (German): |  CC-BY - Namensnennung 4.0 International |
