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Algorithms for clustering data
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The R*-tree: an efficient and robust access method for points and rectangles
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The SEQUOIA 2000 storage benchmark
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Multi-step processing of spatial joins
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
BIRCH: A New Data Clustering Algorithm and Its Applications
Data Mining and Knowledge Discovery
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The VLDB Journal — The International Journal on Very Large Data Bases - Spatial Database Systems
Systems for Knowledge Discovery in Databases
IEEE Transactions on Knowledge and Data Engineering
Efficient and Effective Clustering Methods for Spatial Data Mining
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Remote Sensing Digital Image Analysis: An Introduction
Remote Sensing Digital Image Analysis: An Introduction
Multidimensional Index Structures in Relational Databases
Journal of Intelligent Information Systems - Data warehousing and knowledge discovery
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SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Boosting Algorithms for Parallel and Distributed Learning
Distributed and Parallel Databases - Special issue: Parallel and distributed data mining
A Fast Parallel Clustering Algorithm for Large Spatial Databases
Data Mining and Knowledge Discovery
Spatial Data Mining: Database Primitives, Algorithms and Efficient DBMS Support
Data Mining and Knowledge Discovery
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PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Incremental Clustering for Mining in a Data Warehousing Environment
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Determining the Convex Hull in Large Multidimensional Databases
DaWaK '01 Proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery
Optimal Dimension Order: A Generic Technique for the Similarity Join
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Pre-aggregation in Spatial Data Warehouses
SSTD '01 Proceedings of the 7th International Symposium on Advances in Spatial and Temporal Databases
Keep It Simple: A Case-Base Maintenance Policy Based on Clustering and Information Theory
AI '00 Proceedings of the 13th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Knowledge Discovery in Spatial Databases
KI '99 Proceedings of the 23rd Annual German Conference on Artificial Intelligence: Advances in Artificial Intelligence
Geometric Algorithms for Density-Based Data Clustering
ESA '02 Proceedings of the 10th Annual European Symposium on Algorithms
Data mining tasks and methods: spatial analysis
Handbook of data mining and knowledge discovery
Guiding knowledge discovery through interactive data mining
Managing data mining technologies in organizations
A survey of spatial data mining methods databases and statistics point of views
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Computing Clusters of Correlation Connected objects
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Fast mining of spatial collocations
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Effective localized regression for damage detection in large complex mechanical structures
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
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Proceedings of the 12th annual ACM international workshop on Geographic information systems
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GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A framework for mining topological patterns in spatio-temporal databases
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Enhancing Data Analysis with Noise Removal
IEEE Transactions on Knowledge and Data Engineering
Unsupervised clustering on dynamic databases
Pattern Recognition Letters
Data Mining and Knowledge Discovery
Dynamic Cluster Formation Using Level Set Methods
IEEE Transactions on Pattern Analysis and Machine Intelligence
Sequential Pattern Mining in Multi-Databases via Multiple Alignment
Data Mining and Knowledge Discovery
Information preserving multi-objective feature selection for unsupervised learning
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Evolving combinatorial problem instances that are difficult to solve
Evolutionary Computation
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ACM Transactions on Information Systems (TOIS)
A k-mean clustering algorithm for mixed numeric and categorical data
Data & Knowledge Engineering
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Intelligent Data Analysis
Adaptive boosting techniques in heterogeneous and spatial databases
Intelligent Data Analysis
On supervised density estimation techniques and their application to spatial data mining
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
A clustering-based approach for discovering interesting places in trajectories
Proceedings of the 2008 ACM symposium on Applied computing
NET-DBSCAN: clustering the nodes of a dynamic linear network
International Journal of Geographical Information Science
Improved search strategies and extensions to k-medoids-based clustering algorithms
International Journal of Business Intelligence and Data Mining
Locally Scaled Density Based Clustering
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
A Novel Spatial Clustering Algorithm with Sampling
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
NPClu: An approach for clustering spatially extended objects
Intelligent Data Analysis
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Journal of Biomedical Informatics
DECODE: a new method for discovering clusters of different densities in spatial data
Data Mining and Knowledge Discovery
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Intelligent Data Analysis
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ACM Transactions on Knowledge Discovery from Data (TKDD)
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Information Sciences: an International Journal
Subspace sums for extracting non-random data from massive noise
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AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
GeoSOM Suite: A Tool for Spatial Clustering
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part I
Handling Spatial-Correlated Attribute Values in a Rough Set
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part I
Novelty Detection from Evolving Complex Data Streams with Time Windows
ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
Conceptualization of place via spatial clustering and co-occurrence analysis
Proceedings of the 2009 International Workshop on Location Based Social Networks
Robustness of density-based clustering methods with various neighborhood relations
Fuzzy Sets and Systems
Comparative clustering analysis of bispectral index series of brain activity
Expert Systems with Applications: An International Journal
A Complex Networks Approach to Demographic Zonification
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Web opinions analysis with scalable distance-basedclustering
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Active constrained clustering with multiple cluster representatives
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Seismo-surfer: a prototype for collecting, querying, and mining seismic data
PCI'01 Proceedings of the 8th Panhellenic conference on Informatics
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PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
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PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
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IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
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IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
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Proceedings of the 2010 ACM Symposium on Applied Computing
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
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LION'10 Proceedings of the 4th international conference on Learning and intelligent optimization
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ISPDC'03 Proceedings of the Second international conference on Parallel and distributed computing
Simulation of DNA damage clustering after proton irradiation using an adapted DBSCAN algorithm
Computer Methods and Programs in Biomedicine
APSCAN: A parameter free algorithm for clustering
Pattern Recognition Letters
An expert system for discovering biogeographically interesting locations from animal movement data
ECC'11 Proceedings of the 5th European conference on European computing conference
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Density-based Silhouette diagnostics for clustering methods
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Isolating top-k dense regions with filtration of sparse background
Pattern Recognition Letters
Spatial clustering to uncluttering map visualization in SOLAP
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ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part I
Relational mining in spatial domains: accomplishments and challenges
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Clustering based distributed phylogenetic tree construction
Expert Systems with Applications: An International Journal
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EA'05 Proceedings of the 7th international conference on Artificial Evolution
Property analysis of symmetric travelling salesman problem instances acquired through evolution
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Linear belts mining from spatial database with mathematical morphological operators
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Hybrid minimal spanning tree and mixture of gaussians based clustering algorithm
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Quick spatial outliers detecting with random sampling
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Multi-represented kNN-classification for large class sets
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Spatial clustering of structured objects
ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming
Integration of particle swarm optimization and genetic algorithm for dynamic clustering
Information Sciences: an International Journal
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COID-FDCM: the fuzzy maintained dendritic cell classification method
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A probabilistic convex hull query tool
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Concurrency and Computation: Practice & Experience
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ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming
Detection of photos from the same event captured by distinct cameras
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Multi-scale decomposition of point process data
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Graph degree linkage: agglomerative clustering on a directed graph
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Credit-Card fraud profiling using a hybrid incremental clustering methodology
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LION'12 Proceedings of the 6th international conference on Learning and Intelligent Optimization
Similarity measurement of moving object trajectories
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Footprint generation using fuzzy-neighborhood clustering
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Efficient event detection by exploiting crowds
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TSum: fast, principled table summarization
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Computer Methods and Programs in Biomedicine
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Persistence-Based Clustering in Riemannian Manifolds
Journal of the ACM (JACM)
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Expert Systems with Applications: An International Journal
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Proceedings of the companion publication of the 19th international conference on Intelligent User Interfaces
Information Processing Letters
Short communication: Algorithm to determine ε-distance parameter in density based clustering
Expert Systems with Applications: An International Journal
MR-DBSCAN: a scalable MapReduce-based DBSCAN algorithm for heavily skewed data
Frontiers of Computer Science: Selected Publications from Chinese Universities
Annals of Mathematics and Artificial Intelligence
Survey of Clustering: Algorithms and Applications
International Journal of Information Retrieval Research
QuMinS: Fast and scalable querying, mining and summarizing multi-modal databases
Information Sciences: an International Journal
Fuzzy and crisp clustering methods based on the neighborhood concept: A comprehensive review
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - FUZZYSS'2011: 2nd International Fuzzy Systems Symposium
Subspace clustering of high-dimensional data: an evolutionary approach
Applied Computational Intelligence and Soft Computing
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The clustering algorithm DBSCAN relies on a density-based notion of clusters and is designed to discover clusters of arbitrary shape as well asto distinguish noise. In this paper, we generalize this algorithm in twoimportant directions. The generalized algorithm—calledGDBSCAN—can cluster point objects as well as spatially extended objects according to both, their spatial and their nonspatial attributes. Inaddition, four applications using 2D points (astronomy), 3D points(biology), 5D points (earth science) and 2D polygons (geography) arepresented, demonstrating the applicability of GDBSCAN to real-worldproblems.