3 papers
cs.LG2019
A Fast-Optimal Guaranteed Algorithm For Learning Sub-Interval Relationships in Time Series
Saurabh Agrawal, Saurabh Verma, Anuj Karpatne +3
Traditional approaches focus on finding relationships between two entire time series, however, many interesting relationships exist in small sub-intervals of time and remain feeble…
cs.LG2018
Mining Novel Multivariate Relationships in Time Series Data Using Correlation Networks
Saurabh Agrawal, Michael Steinbach, Daniel Boley +5
In many domains, there is significant interest in capturing novel relationships between time series that represent activities recorded at different nodes of a highly complex system…
stat.ML2018
Mining Sub-Interval Relationships In Time Series Data
Saurabh Agrawal, Saurabh Verma, Gowtham Atluri +5
Time-series data is being increasingly collected and stud- ied in several areas such as neuroscience, climate science, transportation, and social media. Discovery of complex patter…