Literature DB >> 29994422

MultiStream: A Multiresolution Streamgraph Approach to Explore Hierarchical Time Series.

Erick Cuenca, Arnaud Sallaberry, Florence Y Wang, Pascal Poncelet.   

Abstract

Multiple time series are a set of multiple quantitative variables occurring at the same interval. They are present in many domains such as medicine, finance, and manufacturing for analytical purposes. In recent years, streamgraph visualization (evolved from ThemeRiver) has been widely used for representing temporal evolution patterns in multiple time series. However, streamgraph as well as ThemeRiver suffer from scalability problems when dealing with several time series. To solve this problem, multiple time series can be organized into a hierarchical structure where individual time series are grouped hierarchically according to their proximity. In this paper, we present a new streamgraph-based approach to convey the hierarchical structure of multiple time series to facilitate the exploration and comparisons of temporal evolution. Based on a focus+context technique, our method allows time series exploration at different granularities (e.g., from overview to details). To illustrate our approach, two usage examples are presented.

Year:  2018        PMID: 29994422     DOI: 10.1109/TVCG.2018.2796591

Source DB:  PubMed          Journal:  IEEE Trans Vis Comput Graph        ISSN: 1077-2626            Impact factor:   4.579


  3 in total

1.  Divided We Stand: The Collaborative Work of Patients and Providers in an Enigmatic Chronic Disease.

Authors:  Adrienne Pichon; Kayla Schiffer; Emma Horan; Bria Massey; Suzanne Bakken; Lena Mamykina; Noémie Elhadad
Journal:  Proc ACM Hum Comput Interact       Date:  2021-01

2.  TrajectoryVis: a visual approach to explore movement trajectories.

Authors:  Samiha Fadloun; Yacine Morakeb; Erick Cuenca; Kheireddine Choutri
Journal:  Soc Netw Anal Min       Date:  2022-05-18

3.  SynSys: A Synthetic Data Generation System for Healthcare Applications.

Authors:  Jessamyn Dahmen; Diane Cook
Journal:  Sensors (Basel)       Date:  2019-03-08       Impact factor: 3.576

  3 in total

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