Can somebody suggest a popular method for clustering multivariate discrete-time time-series data ? My dataset is about water quality parameters taken in 6 stations by seasons in 5 years .
Thank you a lot
David Eugene Booth Thank sir, by applying time-series clustering, I want to explore spatial and temporal features of the dataset.
Hello Hong (is this your prename?)
The work by Rob Hyndman could be helpful in this regard (you will find some videos about that on youtube as well):
Wang, X., Smith, K., & Hyndman, R. (2006). Characteristic-based clustering for time series data. Data Mining and Knowledge Discovery, 13(3), 335-364. doi:10.1007/s10618-005-0039-x
Hyndman, R. J., Wang, E., & Laptev, N. (2015). Large-scale unusual time series detection. Paper presented at the 2015 IEEE international conference on data mining workshop (ICDMW).
Kang, Y., Hyndman, R. J., & Li, F. (2020). GRATIS: GeneRAting TIme Series with diverse and controllable characteristics. Statistical Analysis and Data Mining: The ASA Data Science Journal.
Talagala, T. S., Hyndman, R. J., & Athanasopoulos, G. (2018). Meta-learning how to forecast time series. Monash Econometrics and Business Statistics Working Papers, 6, 18.
Hope that helps
--Holger
Very interesting. Take a look at this link. : https://www.google.com/search?client=firefox-b-1-d&q=Data+analysis+in+both+time+and+space
Hope it helps, Best, David Booth
Dear Hong,
Have a look at this book:
Time Series Clustering and Classification (Maharaj- D'Urso- Caiado -2019)
Hong Luan Luan
This is an expensive book - the cheapest I can find is over $150:
Time Series Clustering and Classification by Maharaj - AbeBooks
A book with a similar title is also expensive:
Time Series Clustering and Classification by Caiado - AbeBooks
Others may comment on the usefulness of the second book.
Unless you have a rich relative you'll have to use Inter-Library Loan through your institution. In my day, that was the only option if the library didn't have a copy - no Abebooks.com then...
Hong Luan Luan Dear sir, you may find this link of some value in ref to Alan F Rawle suggestion: Time Series Clustering and Classification | Elizabeth Ann Maharaj (Author); Pierpaolo D`Urso (Author); Jorge Caiado (Author) | download (b-ok.cc) Best wishes, David Booth
Hong Luan Luan , Dear Sir, I think you can find the appropriate answer to your question at the link below.
https://link.springer.com/chapter/10.1007/978-3-319-13186-3_72
Resat Kasap thanks sir, the article is indeed what I need to check for my research. However, it is too math-intensive, making it exotic to laymen. Perhaps I should start learning maths again ...
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