332 citations
- IBM (United States)US24 papers
- Massachusetts Institute of TechnologyUS5 papers
- IBM Research - ZurichCH3 papers
- University of California, Los AngelesUS3 papers
- IBM Research - Thomas J. Watson Research CenterUS2 papers
- University of California, BerkeleyUS2 papers
- Austrian Academy of SciencesAT1 paper
- Berkeley CollegeUS1 paper
- Binghamton UniversityUS1 paper
- Boston Scientific (United States)US1 paper
- Brown UniversityUS1 paper
- California Institute of TechnologyUS1 paper
Showing 2020Show all
2 papers · 1 filter
cs.LG2020★ 10 cited
A Transformer-based Framework for Multivariate Time Series Representation Learning
George Zerveas, Srideepika Jayaraman, Dhaval Patel +2
In this work we propose for the first time a transformer-based framework for unsupervised representation learning of multivariate time series. Pre-trained models can be potentially…
cs.DC2020
Event Clustering & Event Series Characterization on Expected Frequency
Conrad M Albrecht, Marcus Freitag, Theodore G van Kessel +2
We present an efficient clustering algorithm applicable to one-dimensional data such as e.g. a series of timestamps. Given an expected frequency , we introduce an $\mathca…