96 citations · 132 across the 3 of their papers we have counts for
3 papers
cs.LG2021★ 2 cited
SOMTimeS: Self Organizing Maps for Time Series Clustering and its Application to Serious Illness Conversations
Ali Javed, Donna M. Rizzo, Byung Suk Lee +1
There is an increasing demand for scalable algorithms capable of clustering and analyzing large time series datasets. The Kohonen self-organizing map (SOM) is a type of unsupervise…
cs.LG2020★ 96 cited
A Benchmark Study on Time Series Clustering
Ali Javed, Byung Suk Lee, Dona M. Rizzo
This paper presents the first time series clustering benchmark utilizing all time series datasets currently available in the University of California Riverside (UCR) archive -- the…
cs.LG2019★ 34 cited
Analysis of Hydrological and Suspended Sediment Events from Mad River Watershed using Multivariate Time Series Clustering
Ali Javed, Scott D. Hamshaw, Donna M. Rizzo +1
Hydrological storm events are a primary driver for transporting water quality constituents such as turbidity, suspended sediments and nutrients. Analyzing the concentration (C) of…