Spatio-Temporal Data Mining

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

(2017) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

An approach for global monitoring of surface water extent variations in reservoirs using MODIS data

(2017) Ankush Khandelwal et al.   REMOTE SENSING OF ENVIRONMENT

Survey on time series motif discovery

(2017) Sahar Torkamani et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

ST-SAGE

(2017) Weiqing Wang et al.   ACM Transactions on Intelligent Systems and Technology

Causal Counterfactual Theory for the Attribution of Weather and Climate-Related Events

(2016) A. Hannart et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

The Brain-Network Paradigm: Using Functional Imaging Data to Study How the Brain Works

(2016) Gowtham Atluri et al.   COMPUTER

Ring-Shaped Hotspot Detection

(2016) Emre Eftelioglu et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Exploring the Predictability of 30-Day Extreme Precipitation Occurrence Using a Global SST–SLP Correlation Network

(2016) Mengqian Lu et al.   JOURNAL OF CLIMATE

Simulating multimodal seasonality in extreme daily precipitation occurrence

(2016) Mari R. Tye et al.   JOURNAL OF HYDROLOGY

Near real-time space-time cluster analysis for detection of enteric disease outbreaks in a community setting

(2016) Aharona Glatman-Freedman et al.   JOURNAL OF INFECTION

Plant Disease Detection by Imaging Sensors – Parallels and Specific Demands for Precision Agriculture and Plant Phenotyping

(2016) Anne-Katrin Mahlein   PLANT DISEASE

Cluster failure: Why fMRI inferences for spatial extent have inflated false-positive rates

(2016) Anders Eklund et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Both Nearest Neighbours and Long-term Affiliates Predict Individual Locations During Collective Movement in Wild Baboons

(2016) Damien R. Farine et al.   Scientific Reports

Monitoring Land-Cover Changes: A Machine-Learning Perspective

(2016) Anuj Karpatne et al.   IEEE Geoscience and Remote Sensing Magazine

Focal-Test-Based Spatial Decision Tree Learning

(2015) Zhe Jiang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Assessing dynamic brain graphs of time-varying connectivity in fMRI data: Application to healthy controls and patients with schizophrenia

(2015) Qingbao Yu et al.   NEUROIMAGE

Trajectory Data Mining

(2015) Yu Zheng   ACM Transactions on Intelligent Systems and Technology

Spatiotemporal Data Mining: A Computational Perspective

(2015) Shashi Shekhar et al.   ISPRS International Journal of Geo-Information

Connectivity cluster analysis for discovering discriminative subnetworks in schizophrenia

(2014) Gowtham Atluri et al.   HUMAN BRAIN MAPPING

Outlier Detection for Temporal Data: A Survey

(2014) Manish Gupta et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A systems approach to evaluating the air quality co-benefits of US carbon policies

(2014) Tammy M. Thompson et al.   Nature Climate Change

Mapping Mountain Pine Beetle Mortality through Growth Trend Analysis of Time-Series Landsat Data

(2014) Lu Liang et al.   Remote Sensing

Time series motif discovery: dimensions and applications

(2014) Abdullah Mueen   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Classification of time series by shapelet transformation

(2013) Jon Hills et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Anomaly Detection and Localization in Crowded Scenes

(2013) Weixin Li et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Functional Connectivity and Brain Networks in Schizophrenia

(2013) M.-E. Lynall et al.   JOURNAL OF NEUROSCIENCE

Tensor Regression with Applications in Neuroimaging Data Analysis

(2013) Hua Zhou et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Spatio-temporal Granger causality: A new framework

(2013) Qiang Luo et al.   NEUROIMAGE

Spatially constrained hierarchical parcellation of the brain with resting-state fMRI

(2013) Thomas Blumensath et al.   NEUROIMAGE

Causal inference with multiple time series: principles and problems

(2013) M. Eichler   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Time-varying functional network information extracted from brief instances of spontaneous brain activity

(2013) Xiao Liu et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

El Niño–La Niña cycle and recent trends in continental evaporation

(2013) Diego G. Miralles et al.   Nature Climate Change

Hinging Hyperplanes for Time-Series Segmentation

(2013) Xiaolin Huang et al.   IEEE Transactions on Neural Networks and Learning Systems

Spatiotemporal change footprint pattern discovery: an inter-disciplinary survey

(2013) Xun Zhou et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Complex biomarker discovery in neuroimaging data: Finding a needle in a haystack

(2013) Gowtham Atluri et al.   NeuroImage-Clinical

Time-series data mining

(2012) Philippe Esling et al.   ACM COMPUTING SURVEYS

Causal Discovery for Climate Research Using Graphical Models

(2012) Imme Ebert-Uphoff et al.   JOURNAL OF CLIMATE

Periodic changes in fMRI connectivity

(2012) Daniel A. Handwerker et al.   NEUROIMAGE

Continuous monitoring of forest disturbance using all available Landsat imagery

(2012) Zhe Zhu et al.   REMOTE SENSING OF ENVIRONMENT

Neural correlates of establishing, maintaining, and switching brain states

(2012) Yi-Yuan Tang et al.   TRENDS IN COGNITIVE SCIENCES

A whole brain fMRI atlas generated via spatially constrained spectral clustering

(2011) R. Cameron Craddock et al.   HUMAN BRAIN MAPPING

Spatially Adaptive Classification of Land Cover With Remote Sensing Data

(2011) Goo Jun et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Cascading Spatio-Temporal Pattern Discovery

(2011) Pradeep Mohan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Finding Probabilistic Prevalent Colocations in Spatially Uncertain Data Sets

(2011) Lizhen Wang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Systematic Comparison of ENSO Teleconnection Patterns between Models and Observations

(2011) Xiaosong Yang et al.   JOURNAL OF CLIMATE

Forecasting Fire Season Severity in South America Using Sea Surface Temperature Anomalies

(2011) Y. Chen et al.   SCIENCE

Identifying patterns in spatial information: A survey of methods

(2011) Shashi Shekhar et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

A scalable gaussian process analysis algorithm for biomass monitoring

(2011) Varun Chandola et al.   Statistical Analysis and Data Mining

A Space-Time Scan Statistic for Detecting Emerging Outbreaks

(2010) Toshiro Tango et al.   BIOMETRICS

The NCEP Climate Forecast System Reanalysis

(2010) Suranjana Saha et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

A review on time series data mining

(2010) Tak-chung Fu   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Unsupervised Land Cover Change Detection: Meaningful Sequential Time Series Analysis

(2010) Brian P. Salmon et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Analysing spatio-temporal autocorrelation with LISTA-Viz

(2010) F. Hardisty et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Dysconnectivity in schizophrenia: Where are we now?

(2010) William Pettersson-Yeo et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Stability of graph communities across time scales

(2010) J.- C. Delvenne et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Grouped graphical Granger modeling for gene expression regulatory networks discovery

(2009) A. C. Lozano et al.   BIOINFORMATICS

An ICA-based method for the identification of optimal FMRI features and components using combined group-discriminative techniques

(2009) Jing Sui et al.   NEUROIMAGE

Correspondence of the brain's functional architecture during activation and rest

(2009) S. M. Smith et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A spatiotemporal Ripley’s K-function to analyze interactions between spruce budworm and fire in British Columbia, Canada

(2008) Heather J. Lynch et al.   CANADIAN JOURNAL OF FOREST RESEARCH

Novel Online Methods for Time Series Segmentation

(2008) Xiaoyan Liu et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A Framework for Mining Sequential Patterns from Spatio-Temporal Event Data Sets

(2008) Yan Huang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Comparison of pattern recognition methods in classifying high-resolution BOLD signals obtained at high magnetic field in monkeys

(2008) Shih-pi Ku et al.   MAGNETIC RESONANCE IMAGING

Detecting influenza epidemics using search engine query data

(2008) Jeremy Ginsberg et al.   NATURE

Cluster analysis of resting-state fMRI time series

(2008) Aviv Mezer et al.   NEUROIMAGE

A flexibly shaped space-time scan statistic for disease outbreak detection and monitoring

(2008) Kunihiko Takahashi et al.   International Journal of Health Geographics

Hierarchical image segmentation based on similarity of NDVI time series

(2007) Stefaan Lhermitte et al.   REMOTE SENSING OF ENVIRONMENT