Bibliography
SensorKDD
Handling outliers and concept drift in online mass flow prediction in CFB boilers
J. Bakker, M. Pechenizkiy, I. Žliobaite, A. Ivannikov, T. Kärkkäinen
Phenological event detection from multitemporal image data
Ranga Raju Vatsavai
Reduction of ground-based sensor sites for spatio-temporal analysis of aerosols
Vladan Radosavljevic, Slobodan Vucetic, Zoran Obradovic
Spatio-Temporal Outlier Detection in Precipitation Data
Elizabeth Wu, Wei Liu, and Sanjay Chawla
Spatio-Temporal Neighborhood Discovery for Sensor Data
Michael P. McGuire, Vandana P. Janeja, and Aryya Gangopadhyay
Exploiting Spatial and Data Correlations for Approximate Data Collection in Wireless Sensor Networks
Chil-Chieh Hung, Wen-Chih Peng, York Shang-Hua Tsai
GeoInformatica
Retrieval of Spatial Join Pattern Instances from Sensor Networks
Man Lung Yiu, Nikos Mamoulis and Spiridon Bakiras
The Effects of Navigation Sensors and Spatial Road Network Data Quality on the Performance of Map Matching Algorithms
Mohammed A. Quddus, Robert B. Noland and Washington Y. Ochieng
An Application of Advanced Spatio-Temporal Formalisms to Behavioural Ecology
A. Raffaetà, T. Ceccarelli, D. Centeno, F. Giannotti, A. Massolo, C. Parent, C. Renso, S. Spaccapietra and F. Turini
One Way Distance: For Shape Based Similarity Search of Moving Object Trajectories
Bin Lin and Jianwen Su
PIST: An Efficient and Practical Indexing Technique for Historical Spatio-Temporal Point Data
Viorica Botea, Daniel Mallett, Mario A. Nascimento and Jörg Sander
A Statistical Model for Directional Relations Between Spatial Objects
Min Deng and Zhilin Li
Enabling Location-based Services—Multi-Graph Representation of Transportation Networks
Laurynas Speicys and Christian S. Jensen
Efficient Implementation Techniques for Topological Predicates on Complex Spatial Objects
Reasey Praing and Markus Schneider
On Detecting Spatial Outliers
Dechang Chen, Chang-Tien Lu, Yufeng Kou and Feng Chen
Modeling Motion Relations for Moving Objects on Road Networks
Kathleen Stewart Hornsby and Kraig King
Reporting Leaders and Followers among Trajectories of Moving Point Objects
Mattias Andersson, Joachim Gudmundsson, Patrick Laube and Thomas Wolle
Ontology-Based Descriptions for Semantic Discovery and Composition of Geoprocessing Services
Michael Lutz
Enabling Routes of Road Network Constrained Movements as Mobile Service Context
Agne Brilingaite and Christian S. Jensen
Multi-level Topological Relations Between Spatial Regions Based Upon Topological Invariants
Min Deng, Tao Cheng, Xiaoyong Chen and Zhilin Li
Multicriteria Spatial Decision Analysis in Web GIS Environment
Harish Chandra Karnatak, Sameer Saran, Karamjit Bhatia and P. S. Roy
Logical Representation of a Conceptual Model for Spatial Data Warehouses
Elzbieta Malinowski and Esteban Zimányi
A Relative Representation of Trajectories in Geogaphical Spaces
Valérie Noyon, Christophe Claramunt and Thomas Devogele
Detecting Roads in Stabilized Video with the Spatio-Temporal Structure Tensor
Robert Pless
Mining Co-Location Patterns with Rare Events from Spatial Data Sets
Yan Huang, Jian Pei and Hui Xiong
Indeterminacy and Spatiotemporal Data: Basic Definitions and Case Study
Dieter Pfoser, Nectaria Tryfona and Christian S. Jensen
Classification of Spatial Properties for Spatial Allocation Modeling
Takeshi Shirabe
Mobility Patterns
Cédric Mouza and Philippe Rigaux
SaIL: A Spatial Index Library for Efficient Application Integration
Marios Hadjieleftheriou, Erik Hoel and Vassilis J. Tsotras
The Design and Implementation of a Repository for the Management of Spatial Data Integrity Constraints
Sophie Cockcroft
A Filter Flow Visual Querying Language and Interface for Spatial Databases
A.J. Morris, A.I. Abdelmoty, B.A. El-Geresy and C.B. Jones
A System for Change Documentation Based on a Spatiotemporal Database
M.A. Peerbocus, C.Bauzer Medeiros, G. Jomier and A. Voisard
A Spatial Access-Oriented Implementation of a 3-D GIS Topological Data Model for Urban Entities
Jiyeong Lee
SIGKDD
Efficient anomaly monitoring over moving object trajectory streams
Yingyi Bu, Lei Chen, Ada Wai-Chee Fu, Dawei Liu
A multi-relational approach to spatial classification
Richard Frank, Martin Ester, Arno Knobbe
Spatial-temporal causal modeling for climate change attribution
Aurelie C. Lozano, Hongfei Li, Alexandru Niculescu-Mizil, Yan Liu, Claudia Perlich, Jonathan Hosking, Naoki Abe
WhereNext: a location predictor on trajectory pattern mining
Anna Monreale, Fabio Pinelli, Roberto Trasarti, Fosca Giannotti
Scalable graph clustering using stochastic flows: applications to community discovery
Venu Satuluri, Srinivasan Parthasarathy
A LRT framework for fast spatial anomaly detection
Mingxi Wu, Xiuyao Song, Chris Jermaine, Sanjay Ranka, John Gums
The future of image search
Jitendra Malik
Partial least squares regression for graph mining
Hiroto Saigo, Nicole Krämer, Koji Tsuda
A family of dissimilarity measures between nodes generalizing both the shortest-path and the commute-time distances
Luh Yen, Marco Saerens, Amin Mantrach, Masashi Shimbo
Land cover change detection: a case study
Shyam Boriah, Vipin Kumar, Michael Steinbach, Christopher Potter, Steven Klooster
Data mining using high performance data clouds: experimental studies using sector and sphere
Robert Grossman, Yunhong Gu
Automated cyclone discovery and tracking using knowledge sharing in multiple heterogeneous satellite data
Shen-Shyang Ho, Ashit Talukder
Spotting out emerging artists using geo-aware analysis of P2P query strings
Noam Koenigstein, Yuval Shavitt, Tomer Tankel
A visual-analytic toolkit for dynamic interaction graphs
Xintian Yang, Sitaram Asur, Srinivasan Parthasarathy, Sameep Mehta
Temporal causal modeling with graphical granger methods
Andrew Arnold, Yan Liu, Naoki Abe
Support feature machine for classification of abnormal brain activity
Wanpracha Art Chaovalitwongse, Ya-Ju Fan, Rajesh C. Sachdeo
Evolutionary spectral clustering by incorporating temporal smoothness
Yun Chi, Xiaodan Song, Dengyong Zhou, Koji Hino, Belle L. Tseng
Structural and temporal analysis of the blogosphere through community factorization
Yun Chi, Shenghuo Zhu, Xiaodan Song, Junichi Tatemura, Belle L. Tseng
Stochastic processes and temporal data mining
Paul Cotofrei, Kilian Stoffel
Development of NeuroElectroMagnetic ontologies(NEMO): a framework for mining brainwave ontologies
Dejing Dou, Gwen Frishkoff, Jiawei Rong, Robert Frank, Allen Malony, Don Tucker
Time-dependent event hierarchy construction
Gabriel Pui Cheong Fung, Jeffrey Xu Yu, Huan Liu, Philip S. Yu
Trajectory pattern mining
Fosca Giannotti, Mirco Nanni, Fabio Pinelli, Dino Pedreschi
Multiscale topic tomography
Ramesh M. Nallapati, Susan Ditmore, John D. Lafferty, Kin Ung
Fast best-effort pattern matching in large attributed graphs
Hanghang Tong, Christos Faloutsos, Brian Gallagher, Tina Eliassi-Rad
Fast direction-aware proximity for graph mining
Hanghang Tong, Christos Faloutsos, Yehuda Koren
SCAN: a structural clustering algorithm for networks
Xiaowei Xu, Nurcan Yuruk, Zhidan Feng, Thomas A. J. Schweiger
Global distance-based segmentation of trajectories
Aris Anagnostopoulos, Michail Vlachos, Marios Hadjieleftheriou, Eamonn Keogh, Philip S. Yu
Mining distance-based outliers from large databases in any metric space
Yufei Tao, Xiaokui Xiao, Shuigeng Zhou
Spatial scan statistics: approximations and performance study
Deepak Agarwal, Andrew McGregor, Jeff M. Phillips, Suresh Venkatasubramanian, Zhengyuan Zhu
Global distance-based segmentation of trajectories
Aris Anagnostopoulos, Michail Vlachos, Marios Hadjieleftheriou, Eamonn Keogh, Philip S. Yu
Algorithms for time series knowledge mining
Fabian Moerchen
Onboard classifiers for science event detection on a remote sensing spacecraft
Rebecca Castano, Dominic Mazzoni, Nghia Tang, Ron Greeley, Thomas Doggett, Ben Cichy, Steve Chien, Ashley Davies
A Bayesian network classifier with inverse tree structure for voxelwise magnetic resonance image analysis
Rong Chen, Edward H. Herskovits
Mining images on semantics via statistical learning
Jianping Fan, Hangzai Luo, Mohand-Said Hacid
Wavelet synopsis for data streams: minimizing non-euclidean error
Sudipto Guha, Boulos Harb
A multiple tree algorithm for the efficient association of asteroid observations
Jeremy Kubica, Andrew Moore, Andrew Connolly, Robert Jedicke
Discovering evolutionary theme patterns from text: an exploration of temporal text mining
Qiaozhu Mei, ChengXiang Zhai
Detection of emerging space-time clusters
Daniel B. Neill, Andrew W. Moore, Maheshkumar Sabhnani, Kenny Daniel
An approach to spacecraft anomaly detection problem using kernel feature space
Ryohei Fujimaki, Takehisa Yairi, Kazuo Machida
Density-based clustering of uncertain data
Hans-Peter Kriegel, Martin Pfeifle
A generalized framework for mining spatio-temporal patterns in scientific data
Hui Yang, Srinivasan Parthasarathy, Sameep Mehta
Building connected neighborhood graphs for isometric data embedding
Li Yang
CLICKS: an effective algorithm for mining subspace clusters in categorical datasets
Mohammed J. Zaki, Markus Peters, Ira Assent, Thomas Seidl
Mining rare and frequent events in multi-camera surveillance video using self-organizing maps
Valery A. Petrushin
Clustering time series from ARMA models with clipped data
A. J. Bagnall, G. J. Janacek
Data mining in metric space: an empirical analysis of supervised learning performance criteria
Rich Caruana, Alexandru Niculescu-Mizil
Mining, indexing, and querying historical spatiotemporal data
Nikos Mamoulis, Huiping Cao, George Kollios, Marios Hadjieleftheriou, Yufei Tao, David W. Cheung
Rapid detection of significant spatial clusters
Daniel B. Neill, Andrew W. Moore
Fast mining of spatial collocations
Xin Zhang, Nikos Mamoulis, David W. Cheung, Yutao Shou
Eigenspace-based anomaly detection in computer systems
Tsuyoshi IDÉ, Hisashi KASHIMA
Visually mining and monitoring massive time series
Jessica Lin, Eamonn Keogh, Stefano Lonardi, Jeffrey P. Lankford, Donna M. Nystrom
Locating secret messages in images
Ian Davidson, Goutam Paul
SPIN: mining maximal frequent subgraphs from graph databases
Jun Huan, Wei Wang, Jan Prins, Jiong Yang
On detecting space-time clusters
Vijay S. Iyengar
Learning spatially variant dissimilarity (SVaD) measures
Krishna Kummamuru, Raghu Krishnapuram, Rakesh Agrawal
Clustering moving objects
Yifan Li, Jiawei Han, Jiong Yang
Rotation invariant distance measures for trajectories
Michail Vlachos, D. Gunopulos, Gautam Das
Mining scale-free networks using geodesic clustering
Andrew Y. Wu, Michael Garland, Jiawei Han
Interactive training of advanced classifiers for mining remote sensing image archives
Selim Aksoy, Krzysztof Koperski, Carsten Tusk, Giovanni Marchisio
DMKD
Discovering spatial patterns accurately with effective noise removal
Yu Qian, Kang Zhang
A symbolic representation of time series, with implications for streaming algorithms
Jessica Lin, Eamonn J. Keogh, Stefano Lonardi, Bill Yuan-chi Chiu
Efficient OLAP operations for spatial data using peano trees
Baoying Wang, Fei Pan, Dongmei Ren, Yue Cui, Qiang Ding, William Perrizo
Clustering of streaming time series is meaningless
Jessica Lin, Eamonn J. Keogh, Wagner Truppel
ClassMiner: Mining Medical Video Content Structure and Events Towards Efficient Access and Scalable Skimming
Xingquan Zhu, Jianping Fan, Walid G. Aref, Ahmed K. Elmagarmid
Improving the Performance of Continuous Queries on Fast Data Streams: Time Series Case
Like Gao, Xiaoyang Sean Wang
Motion Mining: Discovering Spatio-Temporal Patterns in Databases of Human Motion
George Kollios, Stan Sclaroff, Margrit Betke
ICDM 2004
On Local Spatial Outliers
Pei Sun, Sanjay Chawla
Predicting Density-Based Spatial Clusters Over Time
Chih Lai, Nga T. Nguyen
An Adaptive Density-Based Clustering Algorithm for Spatial Database with Noise
Daoying Ma, Aidong Zhang
Evaluating Attraction in Spatial Point Patterns with an Application in the Field of Cultural History
Marko Salmenkivi
ICDM 2005
Mining Frequent Spatio-Temporal Sequential Patterns
Huiping Cao, Nikos Mamoulis, David W. Cheung
Parameter-Free Spatial Data Mining Using MDL
Spiros Papadimitriou, Aristides Gionis, Panayiotis Tsaparas, Risto A. Vaisanen, Heikki Mannila, Christos Faloutsos
FS3: A Random Walk Based Free-Form Spatial Scan Statistic for Anomalous Window Detection
Vandana Pursnani Janeja, Vijayalakshmi Atluri
Spatial Clustering of Chimpanzee Locations for Neighborhood Identification
Sandeep Mane, Carson Murray, Shashi Shekhar, Jaideep Srivastava, Anne Pusey
A Join-Less Approach for Co-Location Pattern Mining: A Summary of Results
Jin Soung Yoo, Shashi Shekhar, Mete Celik
ICDM 2006
Mixed-Drove Spatio-Temporal Co-occurence Pattern Mining: A Summary of Results
Mete Celik, Shashi Shekhar, James P. Rogers, James A. Shine, Jin Soung Yoo
An Interactive Semantic Video Mining and Retrieval Platform--Application in Transportation Surveillance Video for Incident Detection
Xin Chen, Chengcui Zhang
Data Mining Approaches to Criminal Career Analysis
Jeroen S. de Bruin, Tim K. Cocx, Walter A. Kosters, Jeroen F. J. Laros, Joost N. Kok
STAGGER: Periodicity Mining of Data Streams Using Expanding Sliding Windows
Mohamed G. Elfeky, Walid G. Aref, Ahmed K. Elmagarmid
Converting Output Scores from Outlier Detection Algorithms into Probability Estimates
Jing Gao, Pang-Ning Tan
Frequent Closed Itemset Mining Using Prefix Graphs with an Efficient Flow-Based Pruning Strategy
H. D. K. Moonesinghe, Samah Jamal Fodeh, Pang-Ning Tan
Local Correlation Tracking in Time Series
Spiros Papadimitriou, Jimeng Sun, Philip S. Yu
An Efficient Reference-Based Approach to Outlier Detection in Large Datasets
Yaling Pei, Osmar R. Za?ane, Yong Gao
Discovering Partial Orders in Binary Data
Deepak Rajan, Philip S. Yu
Entity Resolution with Markov Logic
Parag Singla, Pedro Domingos
Fast Random Walk with Restart and Its Applications
Hanghang Tong, Christos Faloutsos, Jia-Yu Pan
Geometrically Inspired Itemset Mining
Florian Verhein, Sanjay Chawla
Comparison of Descriptor Spaces for Chemical Compound Retrieval and Classification
Nikil Wale, George Karypis
Forecasting Skewed Biased Stochastic Ozone Days: Analyses and Solutions
Kun Zhang, Wei Fan, Xiaojing Yuan, Ian Davidson, Xiangshang Li
Mining Maximal Generalized Frequent Geographic Patterns with Knowledge Constraints
Vania Bogorny, Jo?o Francisco Valiati, Sandro da Silva Camargo, Paulo Martins Engel, Bart Kuijpers, Luis Ot¨¢vio Alvares
Pattern Mining in Frequent Dynamic Subgraphs
Karsten M. Borgwardt, Hans-Peter Kriegel, Peter Wackersreuther
Discovery of Collocation Episodes in Spatiotemporal Data
Huiping Cao, Nikos Mamoulis, David W. Cheung
A Framework for Regional Association Rule Mining in Spatial Datasets
Wei Ding, Christoph F. Eick, Jing Wang, Xiaojing Yuan
Mining Generalized Graph Patterns Based on User Examples
Pavel Dmitriev, Carl Lagoze
GraphRank: Statistical Modeling and Mining of Significant Subgraphs in the Feature Space
Huahai He, Ambuj K. Singh
Cluster Analysis of Time-Series Medical Data Based on the Trajectory Representation and Multiscale Comparison Techniques
Shoji Hirano, Shusaku Tsumoto
On Trajectory Representation for Scientific Features
Sameep Mehta, Srinivasan Parthasarathy, Raghu Machiraju
Mining Complex Time-Series Data by Learning Markovian Models
Yi Wang, Lizhu Zhou, Jianhua Feng, Jianyong Wang, Zhi-Qiang Liu
ICDM 2007
Clustering Needles in a Haystack: An Information Theoretic Analysis of Minority and Outlier Detection
Shin Ando
Temporal Analysis of Semantic Graphs Using ASALSAN
Brett W. Bader, Richard A. Harshman, Tamara G. Kolda
A Generalization of Proximity Functions for K-Means
Junjie Wu, Hui Xiong, Jian Chen, Wenjun Zhou
Multilevel Belief Propagation for Fast Inference on Markov Random Fields
Liang Xiong, Fei Wang, Changshui Zhang
Zonal Co-location Pattern Discovery with Dynamic Parameters
Mete Celik, James M. Kang, Shashi Shekhar
A Novel Criterion for Onset Detection: Differential Information Redundancy with Application to Human Movement Initiation
Gert Van Dijck, Marc M. Van Hulle, Jo Van Vaerenbergh
Topical N-Grams: Phrase and Topic Discovery, with an Application to Information Retrieval
Xuerui Wang, Andrew McCallum, Xing Wei
ICDM 2008
SPARCL: Efficient and Effective Shape-Based Clustering
Vineet Chaoji, Mohammad Al Hasan, Saeed Salem, Mohammed J. Zaki
Graph OLAP: Towards Online Analytical Processing on Graphs
Chen Chen, Xifeng Yan, Feida Zhu, Jiawei Han, Philip S. Yu
ReDSOM: Relative Density Visualization of Temporal Changes in Cluster Structures Using Self-Organizing Maps
Denny, Graham J. Williams, Peter Christen
Temporal-Relational Classifiers for Prediction in Evolving Domains
Umang Sharan, Jennifer Neville
Balancing Spectral Clustering for Segmenting Spatio-temporal Observations of Multi-agent Systems
B¨¢lint Tak¨¢cs, Yiannis Demiris
Discovering Flow Anomalies: A SWEET Approach
James M. Kang, Shashi Shekhar, Christine Wennen, Paige J. Novak
Spatiotemporal Relational Probability Trees: An Introduction
Amy McGovern, Nathan C. Hiers, Matthew W. Collier, David J. Gagne II, Rodger A. Brown
Clustering Geospatial Objects via Hidden Markov Random Fields
Makoto Sato, Shuichiro Imahara
Robust Time-Referenced Segmentation of Moving Object Trajectories
Hyunjin Yoon, Cyrus Shahabi
PAKDD 2004
Subspace Clustering of High Dimensional Spatial Data with Noises
Chih-Ming Hsu, Ming-Syan Chen
Discovery of Maximally Frequent Tag Tree Patterns with Contractible Variables from Semistructured Documents
Tetsuhiro Miyahara, Yusuke Suzuki, Takayoshi Shoudai, Tomoyuki Uchida, Kenichi Takahashi, Hiroaki Ueda
Finding Negative Event-Oriented Patterns in Long Temporal Sequences
Xingzhi Sun, Maria E. Orlowska, Xue Li
Temporal Sequence Associations for Rare Events
Jie Chen, Hongxing He, Graham J. Williams, Huidong Jin
Summarization of Spacecraft Telemetry Data by Extracting Significant Temporal Patterns
Takehisa Yairi, Shiro Ogasawara, Koichi Hori, Shinichi Nakasuka, Naoki Ishihama
Combining Clustering with Moving Sequential Pattern Mining: A Novel and Efficient Technique
Shuai Ma, Shiwei Tang, Dongqing Yang, Tengjiao Wang, Jinqiang Han
PAKDD 2005
Mining Mobile Group Patterns: A Trajectory-Based Approach
San-Yih Hwang, Ying-Han Liu, Jeng-Kuen Chiu, Ee-Peng Lim
Can We Apply Projection Based Frequent Pattern Mining Paradigm to Spatial Co-location Mining?
PatZip: Pattern-Preserved Spatial Data Compression
Yu Qian, Kang Zhang, D. T. Huynh
An Anomaly Detection Method for Spacecraft Using Relevance Vector Learning
Ryohei Fujimaki, Takehisa Yairi, Kazuo Machida
PAKDD 2006
Uncertain Data Mining: An Example in Clustering Location Data
Michael Chau, Reynold Cheng, Ben Kao, Jackey Ng
Mining Temporal Indirect Associations
Ling Chen, Sourav S. Bhowmick, Jinyan Li
Mining Frequent Spatial Patterns in Image Databases
Wei-Ta Chen, Yi-Ling Chen, Ming-Syan Chen
Efficient Mining of Emerging Events in a Dynamic Spatiotemporal Environment
Yu Meng, Margaret H. Dunham
PAKDD 2007
Incremental Clustering in Geography and Optimization Spaces
Chih-Hua Tai, Bi-Ru Dai, Ming-Syan Chen
A Language and a Visual Interface to Specify Complex Spatial Patterns
Xiaohui Li, Yan Huang
A Novel Relative Space Based Gene Feature Extraction and Cancer Recognition
Xinguo Lu, Yaping Lin, Haijun Wang, Si-wang Zhou, Xiaolong Li
Mining Temporal Co-orientation Pattern from Spatio-temporal Databases
Ling-Yin Wei, Man-Kwan Shan
Geo-spatial Clustering with Non-spatial Attributes and Geographic Non-overlapping Constraint: A Penalized Spatial Distance Measure
Bin Zhang, Wen Jun Yin, Ming Xie, Jin Dong
A Novel Spatial Clustering with Obstacles Constraints Based on Particle Swarm Optimization and K-Medoids
Xueping Zhang, Jiayao Wang, Mingguang Wu, Yi Cheng
An Effective Method For Calculating Natural Adjacency Relation in Spatial Database
Renliang Zhao, Jiatian Li
PAKDD 2008
Towards Region Discovery in Spatial Datasets
Wei Ding, Rachsuda Jiamthapthaksin, Rachana Parmar, Dan Jiang, Tomasz F. Stepinski, Christoph F. Eick
ANEMI: An Adaptive Neighborhood Expectation-Maximization Algorithm with Spatial Augmented Initialization
Tianming Hu, Hui Xiong, Xueqing Gong, Sam Yuan Sung
SEM: Mining Spatial Events from the Web
Kaifeng Xu, Rui Li, Shenghua Bao, Dingyi Han, Yong Yu
Efficient Joint Clustering Algorithms in Optimization and Geography Domains
Chia-Hao Lo, Wen-Chih Peng
A Framework for Discovering Spatio-temporal Cohesive Networks
Jin Soung Yoo, Joengmin Hwang
PAKDD 2009
Change Analysis in Spatial Data by Combining Contouring Algorithms with Supervised Density Functions
Chun-Sheng Chen, Vadeerat Rinsurongkawong, Christoph F. Eick, Michael D. Twa
Centroid Neural Network with Spatial Constraints
Dong-Chul Park
Clustering Data Streams in Optimization and Geography Domains
Ling-Yin Wei, Wen-Chih Peng
TKDE 2004
A Graph-Based Approach for Timing Analysis and Refinement of OPS5 Knowledge-Based Systems
Albert Mo Kim Cheng, Hsiu-yen Tsai
Augmenting a Conceptual Model with Geospatiotemporal Annotations
Vijay Khatri, Sudha Ram, Richard T. Snodgrass
Discovering Colocation Patterns from Spatial Data Sets: A General Approach
Yan Huang, Shashi Shekhar, Hui Xiong
TKDE 2005
Spatiotemporal aggregate computation: a survey
In¨¦s Fernando Vega L¨®pez, Richard T. Snodgrass, Bongki Moon
Techniques for Efficient Road-Network-Based Tracking of Moving Objects
Alminas Civilis, Christian S. Jensen, Stardas Pakalnis
TKDE 2006
A Joinless Approach for Mining Spatial Colocation Patterns
Jin Soung Yoo, Shashi Shekhar
TKDE 2007
Resource Discovery in a European Spatial Data Infrastructure
Paul C. Smits, Anders Friis-Christensen
Discovery of Periodic Patterns in Spatiotemporal Sequences
Huiping Cao, Nikos Mamoulis, David W. Cheung
Localized Outlying and Boundary Data Detection in Sensor Networks
Weili Wu, Xiuzhen Cheng, Min Ding, Kai Xing, Fang Liu, Ping Deng
A Framework for Mining Sequential Patterns from Spatio-Temporal Event Data Sets
Yan Huang, Liqin Zhang, Pusheng Zhang
TKDE 2008
Location Fingerprinting In A Decorrelated Space
Shih-Hau Fang, Tsung-Nan Lin, Po-Chiang Lin
An Efficient Clustering Scheme to Exploit Hierarchical Data in Network Traffic Analysis
Abdun Naser Mahmood, Christopher Leckie, Parampalli Udaya
Continuous k-Means Monitoring over Moving Objects
Zhenjie Zhang, Yin Yang, Anthony K. H. Tung, Dimitris Papadias
Mixed-Drove Spatiotemporal Co-Occurrence Pattern Mining
Mete Celik, Shashi Shekhar, James P. Rogers, James A. Shine
Random Walks to Identify Anomalous Free-Form Spatial Scan Windows
Vandana Pursnani Janeja, Vijayalakshmi Atluri
Toward Managing Uncertain Spatial Information for Situational Awareness Applications
Yiming Ma, Dmitri V. Kalashnikov, Sharad Mehrotra
GIS 2008
An ACS cooperative learning approach for route finding in natural environment
David Brosset, Christophe Claramunt, Eric Saux
Similarity-based prediction of travel times for vehicles traveling on known routes
Dalia Tiesyte, Christian S. Jensen
Density based co-location pattern discovery
Xiangye Xiao, Xing Xie, Qiong Luo, Wei-Ying Ma
Finding regional co-location patterns for sets of continuous variables in spatial datasets
Christoph F. Eick, Rachana Parmar, Wei Ding, Tomasz F. Stepinski, Jean-Philippe Nicot
Mining user similarity based on location history
Quannan Li, Yu Zheng, Xing Xie, Yukun Chen, Wenyu Liu, Wei-Ying Ma
Should SDBMS support a join index?: a case study from CrimeStat
Pradeep Mohan, Ronald E. Wilson, Shashi Shekhar, Betsy George, Ned Levine, Mete Celik
Poster
An online approach based on locally weighted learning for short-term traffic flow prediction
Meng Shuai, Kunqing Xie, Wen Pu, Guojie Song, Xiujun Ma
Content-based ontology matching for GIS datasets
Jeffrey Partyka, Neda Alipanah, Latifur Khan, Bhavani M. Thuraisingham, Shashi Shekhar
The DAEDALUS framework: progressive querying and mining of movement data
Riccardo Ortale, Ettore Ritacco, Nikos Pelekis, Roberto Trasarti, Gianni Costa, Fosca Giannotti, Giuseppe Manco, Chiara Renso, Yannis Theodoridis
Computing information gain for spatial data support
Tao Hong, Ashok Samal, Leen-Kiat Soh
Data mining for visual exploration and detection of ecosystem disturbances
Haibin Cheng, Pang-Ning Tan, Christopher Potter, Steven A. Klooster
Pedestrian flow prediction in extensive road networks using biased observational data
Michael May, Simon Scheider, Roberto R?sler, Daniel Schulz, Dirk Hecker
Clustering of German municipalities based on mobility characteristics: an overview of results
Andrea Zanda, Christine K?rner, Fosca Giannotti, Daniel Schulz, Michael May
GIS 2007
Exploiting automatically inferred constraint-models for building identification in satellite imagery
Martin Michalowski, Craig A. Knoblock, Kenneth M. Bayer, Berthe Y. Choueiry
Comparing global and interest point descriptors for similarity retrieval in remote sensed imagery
Shawn Newsam, Yang Yang
Comparing global and interest point descriptors for similarity retrieval in remote sensed imagery
Shawn Newsam, Yang Yang
Multilevel object-oriented classification of quickbird images for urban population estimates
Cl¨¢udia Maria de Almeida, Iris M. Souza, Claudia Durand Alves, Carolina M. D. Pinho, Madalena N. Pereira, Raul Queiroz Feitosa
Using fuzzy clustering methods for delineating urban housing submarkets
Sungsoon Hwang, Jean-Claude Thill
GIS 2006
Mining frequent geographic patterns with knowledge constraints
Vania Bogorny, Sandro da Silva Camargo, Paulo Martins Engel, Luis Ot¨¢vio Alvares
GIS 2005
Extracting spatial association rules from spatial transactions
Salvatore Rinzivillo, Franco Turini
Finding corresponding objects when integrating several geo-spatial datasets
Catriel Beeri, Yerach Doytsher, Yaron Kanza, Eliyahu Safra, Yehoshua Sagiv
Spatial bayesian learning algorithms for geographic information retrieval
Arron R. Walker, Binh Pham, Miles Moody
Improving the R*-tree with outlier handling techniques
Tian Xia, Donghui Zhang
Image-based change detection of areal objects using differential snakes
Sotirios Gyftakis, Peggy Agouris, Anthony Stefanidis
Towards topological consistency and similarity of multiresolution geographical maps
Alberto Belussi, Barbara Catania, Paola Podest¨¤
GIS 2004
A partial join approach for mining co-location patterns
Jin Soung Yoo, Shashi Shekhar
Efficient detection of motion patterns in spatio-temporal data sets
Joachim Gudmundsson, Marc J. van Kreveld, Bettina Speckmann
Wavelet fuzzy classification for detecting and tracking region outliers in meteorological data
Chang-Tien Lu, Lily R. Liang
Discovering personal gazetteers: an interactive clustering approach
Changqing Zhou, Dan Frankowski, Pamela J. Ludford, Shashi Shekhar, Loren G. Terveen
SSTDM 2008
Geographic Knowledge Discovery in INGENS: An Inductive Database Perspective
Annalisa Appice, Anna Ciampi, Antonietta Lanza, Donato Malerba, Antonella Rapolla, Luisa Vetturi
Enriching Spatial OLAP with Map Generalization: a Conceptual Multidimensional Model
Sandro Bimonte, J¨¦r?me Gensel, Michela Bertolotto
Risk Assessment of Atmospheric Hazard Releases Using K-Means Clustering
Guido Cervone, Pasquale Franzese, Yasmin Ezber, Zafer Boybeyi
A Robust Graph-Based Algorithm for Detection and Characterization of Anomalies in Noisy Multivariate Time Series
Haibin Cheng, Pang-Ning Tan, Christopher Potter, Steven A. Klooster
Kernels for the Investigation of Localized Spatiotemporal Transitions of Drought with Support Vector Machines
Matthew W. Collier, Amy McGovern
Detection and Exploration of Outlier Regions in Sensor Data Streams
Conny Franke, Michael Gertz
Data Mining for Climate Change and Impacts
Auroop R. Ganguly, Karsten Steinhaeuser
RE-SPaM: Using Regular Expressions for Sequential Pattern Mining in Trajectory Databases
Leticia I. G¨®mez, Alejandro A. Vaisman
Incremental Maintenance of Discovered Spatial Colocation Patterns
Jiangfeng He, Qinming He, Feng Qian, Qi Chen
Extraction of Discriminative Features from Hyperspectral Data
Habil Kalkan, Yasemin Yardimci
Scalable Sparse Bayesian Network Learning for Spatial Applications
Thomas Liebig, Christine K?rner, Michael May
High Granularity Remote Sensing and Crop Production over Space and Time: NDVI over the Growing Season and Prediction of Cotton Yields at the Farm Field Level in Texas
Bert Little, Michael Schucking, Brandon Gartrell, Bing Chen, Kenton Ross, Rodney McKellip
A Vector-Geometry Based Spatial kNN-Algorithm for Traffic Frequency Predictions
Michael May, Dirk Hecker, Christine K?rner, Simon Scheider, Daniel Schulz
Detecting and Tracking Spatio-temporal Clusters with Adaptive History Filtering
James Rosswog, Kanad Ghose
A Semi-supervised Learning Algorithm for Recognizing Sub-classes
Ranga Raju Vatsavai, Shashi Shekhar, Budhendra L. Bhaduri