96 citations · 143 across the 4 of their papers we have counts for
4 papers
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…
A General Model of Conversational Dynamics and an Example Application in Serious Illness Communication
Laurence A. Clarfeld, Robert Gramling, Donna M. Rizzo +1
Conversation has been a primary means for the exchange of information since ancient times. Understanding patterns of information flow in conversations is a critical step in assessi…
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…
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…