Deep time-series clustering: A review

A Alqahtani, M Ali, X Xie, MW Jones - Electronics, 2021 - mdpi.com
We present a comprehensive, detailed review of time-series data analysis, with emphasis on
deep time-series clustering (DTSC), and a case study in the context of movement behavior …

Clustering and classification for time series data in visual analytics: A survey

M Ali, A Alqahtani, MW Jones, X Xie - IEEE Access, 2019 - ieeexplore.ieee.org
Visual analytics for time series data has received a considerable amount of attention.
Different approaches have been developed to understand the characteristics of the data and …

Visual exploration of sparse traffic trajectory data

Z Wang, T Ye, M Lu, X Yuan, H Qu… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
In this paper, we present a visual analysis system to explore sparse traffic trajectory data
recorded by transportation cells. Such data contains the movements of nearly all moving …

A task taxonomy for network evolution analysis

J Ahn, C Plaisant… - IEEE transactions on …, 2013 - ieeexplore.ieee.org
Visualization has proven to be a useful tool for understanding network structures. Yet the
dynamic nature of social media networks requires powerful visualization techniques that go …

Anomaly detection for visual analytics of power consumption data

H Janetzko, F Stoffel, S Mittelstädt, DA Keim - Computers & Graphics, 2014 - Elsevier
Commercial buildings are significant consumers of electrical power. Also, energy expenses
are an increasing cost factor. Many companies therefore want to save money and reduce …

Assumption generation for software component verification

D Giannakopoulou, CS Pasareanu… - … 17th IEEE International …, 2002 - ieeexplore.ieee.org
Model checking is an automated technique that can be used to determine whether a system
satisfies certain required properties. The typical approach to verifying properties of software …

Visplause: Visual data quality assessment of many time series using plausibility checks

C Arbesser, F Spechtenhauser… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
Trends like decentralized energy production lead to an exploding number of time series from
sensors and other sources that need to be assessed regarding their data quality (DQ). While …

Visual analysis of time‐series similarities for anomaly detection in sensor networks

M Steiger, J Bernard, S Mittelstädt… - Computer graphics …, 2014 - Wiley Online Library
We present a system to analyze time‐series data in sensor networks. Our approach supports
exploratory tasks for the comparison of univariate, geo‐referenced sensor data, in particular …

A visual reasoning approach for data-driven transport assessment on urban roads

F Wang, W Chen, F Wu, Y Zhao, H Hong… - … IEEE conference on …, 2014 - ieeexplore.ieee.org
Transport assessment plays a vital role in urban planning and traffic control, which are
influenced by multi-faceted traffic factors involving road infrastructure and traffic flow …

Wireless sensor network security visualization

E Karapistoli, AA Economides - 2012 IV International Congress …, 2012 - ieeexplore.ieee.org
Security is becoming a major concern for many mission-critical applications wireless sensor
networks (WSNs) are envisaged to support. This is because WSNs are susceptible to …