Spatiotemporal data mining: A computational perspective

S Shekhar, Z Jiang, RY Ali, E Eftelioglu, X Tang… - … International Journal of …, 2015 - mdpi.com
Explosive growth in geospatial and temporal data as well as the emergence of new
technologies emphasize the need for automated discovery of spatiotemporal knowledge …

Transforming smart cities with spatial computing

Y **e, J Gupta, Y Li, S Shekhar - 2018 IEEE international smart …, 2018 - ieeexplore.ieee.org
Spatial methods have a rich history of reforming city infrastructure. For example, John
Snow's 1854 London Cholera map spurred cities to protect drinking water via sewer systems …

Spatial big data science

Z Jiang, S Shekhar - Schweiz: Springer International Publishing AG, 2017 - Springer
With the advancement of remote sensing technology, wide usage of GPS devices in vehicles
and cell phones, popularity of mobile applications, crowd sourcing, and geographic …

Transdisciplinary foundations of geospatial data science

Y **e, E Eftelioglu, RY Ali, X Tang, Y Li… - … International Journal of …, 2017 - mdpi.com
Recent developments in data mining and machine learning approaches have brought lots of
excitement in providing solutions for challenging tasks (eg, computer vision). However …

Enabling spatial big data via CyberGIS: Challenges and opportunities

MR Evans, D Oliver, KS Yang, X Zhou, RY Ali… - CyberGIS for geospatial …, 2019 - Springer
Recent years have seen the emergence of many new and valuable spatial datasets such as
trajectories of cell-phones and Global Positioning System (GPS) devices, vehicle engine …

Lagrangian Hotspots of In-Use NOX Emissions from Transit Buses

AJ Kotz, DB Kittelson, WF Northrop - Environmental Science & …, 2016 - ACS Publications
In-use, spatiotemporal NOX emissions were measured from a conventional powertrain
transit bus and a series electric hybrid bus over gradients of route kinetic intensity and …

Spatial and spatiotemporal big data science

Z Jiang, S Shekhar, Z Jiang, S Shekhar - Spatial Big Data Science …, 2017 - Springer
This chapter provides an overview of spatial and spatiotemporal big data science. This
chapter starts with the unique characteristics of spatial and spatiotemporal data, and their …

Big spatio-temporal network data analytics for smart cities: Research needs

VMV Gunturi, S Shekhar - Seeing Cities Through Big Data: Research …, 2017 - Springer
Increasingly, location-aware sensors in urban transportation networks are generating a wide
variety of data which has spatio-temporal network semantics. Examples include temporally …

GeoAI: Challenges and opportunities

Y **e - 2020 - search.proquest.com
Spatial data have tremendous value and are necessary components in many important
societal applications. In recent years, our world has been witnessing a revolution brought by …

[BOOK][B] Spatio-temporal graph data analytics

V Gunturi, S Shekhar - 2017 - Springer
Given the increasing proliferation of location enabled sensors, we are able to collect a wide
variety of data which has spatio-temporal semantics. Many of these datasets have network …