A bibliography of temporal, spatial and spatio-temporal data mining research

Authors:
John F. Roddick;Myra Spiliopoulou
Affiliations:
University of South Australia, The Levels Campus, Mawson Lakes, South Australia, Australia;Humboldt-Universität, Berlin, Berlin, Germany
Venue:
ACM SIGKDD Explorations Newsletter
Year:
1999

Citing 33
Cited 28

Discovering patterns in sequences of events

Artificial Intelligence
Fast subsequence matching in time-series databases

SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
An experimental study of discovery in large temporal databases

IEA/AIE '94 Proceedings of the 7th international conference on Industrial and engineering applications of artificial intelligence and expert systems
BIRCH: an efficient data clustering method for very large databases

SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Testing complex temporal relationships involving multiple granularities and its application to data mining (extended abstract)

PODS '96 Proceedings of the fifteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Silk from a sow's ear: extracting usable structures from the Web

Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
GeoMiner: a system prototype for spatial data mining

SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Finding patterns in time series: a dynamic programming approach

Advances in knowledge discovery and data mining
Discovering Patterns from Large and Dynamic Sequential Data

Journal of Intelligent Information Systems
A spatial data mining method by Delaunay triangulation

GIS '97 Proceedings of the 5th ACM international workshop on Advances in geographic information systems
Efficiently mining long patterns from databases

SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
A spatial data mining method by clustering analysis

Proceedings of the 6th ACM international symposium on Advances in geographic information systems
Finding Aggregate Proximity Relationships and Commonalities in Spatial Data Mining

IEEE Transactions on Knowledge and Data Engineering
Mining Geophysical Data for Knowledge

IEEE Expert: Intelligent Systems and Their Applications
Mining Sequential Patterns: Generalizations and Performance Improvements

EDBT '96 Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology
Pincer Search: A New Algorithm for Discovering the Maximum Frequent Set

EDBT '98 Proceedings of the 6th International Conference on Extending Database Technology: Advances in Database Technology
Mining Sequential Patterns

ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Language Support for Temporal Data Mining

PKDD '98 Proceedings of the Second European Symposium on Principles of Data Mining and Knowledge Discovery
Knowledge Discovery in Spatial Data by Means of ILP

PKDD '98 Proceedings of the Second European Symposium on Principles of Data Mining and Knowledge Discovery
Mining Surprising Patterns Using Temporal Description Length

VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Efficient and Effective Clustering Methods for Spatial Data Mining

VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases

VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Querying Shapes of Histories

VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Discovering Associations in Spatial Data - An Efficient Medoid Based Approach

PAKDD '98 Proceedings of the Second Pacific-Asia Conference on Research and Development in Knowledge Discovery and Data Mining
WUM - A Tool for WWW Ulitization Analysis

WebDB '98 Selected papers from the International Workshop on The World Wide Web and Databases
Discovery of Spatial Association Rules in Geographic Information Databases

SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
Knowledge Discovery in Large Spatial Databases: Focusing Techniques for Efficient Class Identification

SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
Finding Boundary Shape Matching Relationships in Spatial Data

SSD '97 Proceedings of the 5th International Symposium on Advances in Spatial Databases
Spatial Data Mining: A Database Approach

SSD '97 Proceedings of the 5th International Symposium on Advances in Spatial Databases
Efficient Polygon Amalgamation Methods for Spatial OLAP and Spatial Data Mining

SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
Incremental Meta-Mining from Large Temporal Data Sets

ER '98 Proceedings of the Workshops on Data Warehousing and Data Mining: Advances in Database Technologies
A Framework for Temporal Data Mining

DEXA '98 Proceedings of the 9th International Conference on Database and Expert Systems Applications
Data mining for path traversal patterns in a web environment

ICDCS '96 Proceedings of the 16th International Conference on Distributed Computing Systems (ICDCS '96)

A Survey of Temporal Knowledge Discovery Paradigms and Methods

IEEE Transactions on Knowledge and Data Engineering
An Application of Association Rules Discovery to Geographic Information Systems

PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Join Indices as a Tool for Spatial Data Mining

TSDM '00 Proceedings of the First International Workshop on Temporal, Spatial, and Spatio-Temporal Data Mining-Revised Papers
Information Granules for Spatial Reasoning

PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Distribution Discovery: Local Analysis of Temporal Rules

PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Rough sets and boolean reasoning

Granular computing
Logic prespective on data and knowledge

Handbook of data mining and knowledge discovery
Rough sets perspective on data and knowledge

Handbook of data mining and knowledge discovery
Fuzzy and rough sets

Handbook of data mining and knowledge discovery
A framework for diagnosing changes in evolving data streams

Proceedings of the 2003 ACM SIGMOD international conference on Management of data
To buy or not to buy: mining airfare data to minimize ticket purchase price

Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Visualizing constraint-based temporal association rules

Artificial Intelligence for Engineering Design, Analysis and Manufacturing
INTERMON: complex QoS/SLA analysis in large scale Internet environment

WISICT '04 Proceedings of the winter international synposium on Information and communication technologies
A Joinless Approach for Mining Spatial Colocation Patterns

IEEE Transactions on Knowledge and Data Engineering
Finding calendar-based periodic patterns

Pattern Recognition Letters
An efficient spatial semi-supervised learning algorithm

International Journal of Parallel, Emergent and Distributed Systems
A stack-based prospective spatio-temporal data analysis approach

Decision Support Systems
Data Vases: 2D and 3D Plots for Visualizing Multiple Time Series

ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Spatial operators for evolving dynamic Bayesian networks from spatio-temporal data

GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
A language and a visual interface to specify complex spatial patterns

PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Discrete wavelet transform-based time series analysis and mining

ACM Computing Surveys (CSUR)
A framework for regional association rule mining and scoping in spatial datasets

Geoinformatica
Intelligent systems in long-term forecasting of the extra-virgin olive oil price in the Spanish market

IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
A study on the medium-term forecasting using exogenous variable selection of the extra-virgin olive oil with soft computing methods

Applied Intelligence
Mining spatial colocation patterns: a different framework

Data Mining and Knowledge Discovery
Collocation pattern mining in a limited memory environment using materialized iCPI-tree

DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
Introducing an annotated bibliography on temporal and evolution aspects in the semantic web

ACM SIGMOD Record
Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection

Data Mining and Knowledge Discovery

Quantified Score

Hi-index	0.00

Visualization

Abstract

With the growth in the size of datasets, data mining has recently become an important research topic and is receiving substantial interest from both academia and industry. At the same time, a greater recognition of the value of temporal and spatial data has been evident and the first papers looking at the confluence of these two areas are starting to emerge. This short paper provides a few comments on this research and provides a bibliography of relevant research papers investigating temporal, spatial and spatio-temporal data mining.