Algorithms for clustering data
Algorithms for clustering data
The R*-tree: an efficient and robust access method for points and rectangles
SIGMOD '90 Proceedings of the 1990 ACM SIGMOD international conference on Management of data
BIRCH: an efficient data clustering method for very large databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Pixel-oriented database visualizations
ACM SIGMOD Record
CURE: an efficient clustering algorithm for large databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Automatic subspace clustering of high dimensional data for data mining applications
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Remote Sensing Digital Image Analysis: An Introduction
Remote Sensing Digital Image Analysis: An Introduction
Finding Aggregate Proximity Relationships and Commonalities in Spatial Data Mining
IEEE Transactions on Knowledge and Data Engineering
M-tree: An Efficient Access Method for Similarity Search in Metric Spaces
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Incremental Clustering for Mining in a Data Warehousing Environment
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
WaveCluster: A Multi-Resolution Clustering Approach for Very Large Spatial Databases
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
The X-tree: An Index Structure for High-Dimensional Data
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
The BANG-Clustering System: Grid-Based Data Analysis
IDA '97 Proceedings of the Second International Symposium on Advances in Intelligent Data Analysis, Reasoning about Data
Grid-Clustering: An Efficient Hierarchical Clustering Method for Very Large Data Sets
ICPR '96 Proceedings of the 13th International Conference on Pattern Recognition - Volume 2
Scalable algorithms for mining large databases
KDD '99 Tutorial notes of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Visual classification: an interactive approach to decision tree construction
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
LOF: identifying density-based local outliers
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
High performance clustering based on the similarity join
Proceedings of the ninth international conference on Information and knowledge management
Data bubbles: quality preserving performance boosting for hierarchical clustering
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Epsilon grid order: an algorithm for the similarity join on massive high-dimensional data
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Detecting graph-based spatial outliers: algorithms and applications (a summary of results)
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Fast spatial clustering with different metrics and in the presence of obstacles
Proceedings of the 9th ACM international symposium on Advances in geographic information systems
Opening the black box: interactive hierarchical clustering for multivariate spatial patterns
Proceedings of the 10th ACM international symposium on Advances in geographic information systems
Interactive visual method for motion and model reuse
Proceedings of the 1st international conference on Computer graphics and interactive techniques in Australasia and South East Asia
Finding Localized Associations in Market Basket Data
IEEE Transactions on Knowledge and Data Engineering
Redefining Clustering for High-Dimensional Applications
IEEE Transactions on Knowledge and Data Engineering
CLARANS: A Method for Clustering Objects for Spatial Data Mining
IEEE Transactions on Knowledge and Data Engineering
Fast hierarchical clustering and its validation
Data & Knowledge Engineering
Fast Hierarchical Clustering Based on Compressed Data and OPTICS
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
The 3W Model and Algebra for Unified Data Mining
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
C2P: Clustering based on Closest Pairs
Proceedings of the 27th International Conference on Very Large Data Bases
Optimal Dimension Order: A Generic Technique for the Similarity Join
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Criteria on Proximity Graphs for Boundary Extraction and Spatial Clustering
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
On Data Clustering Analysis: Scalability, Constraints, and Validation
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Experiments in Parallel Clustering with DBSCAN
Euro-Par '01 Proceedings of the 7th International Euro-Par Conference Manchester on Parallel Processing
Hierarchical model-based clustering of large datasets through fractionation and refractionation
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Clustering Data Streams: Theory and Practice
IEEE Transactions on Knowledge and Data Engineering
Guiding knowledge discovery through interactive data mining
Managing data mining technologies in organizations
Using sets of feature vectors for similarity search on voxelized CAD objects
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Clustering in very large databases based on distance and density
Journal of Computer Science and Technology
Intelligent data analysis
Validating and Refining Clusters via Visual Rendering
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Interactive exploration of coherent patterns in time-series gene expression data
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining multiple phenotype structures underlying gene expression profiles
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
BOSS: Browsing OPTICS-Plots for Similarity Search
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Towards interactive exploration of gene expression patterns
ACM SIGKDD Explorations Newsletter
Information Visualization - Special issue on coordinated and multiple views in exploratory visualization
Hierarchical model-based clustering of large datasets through fractionation and refractionation
Information Systems - Knowledge discovery and data mining (KDD 2002)
Exploration on the commonality of hierarchical clustering algorithms
ACM-SE 42 Proceedings of the 42nd annual Southeast regional conference
Clustering objects on a spatial network
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Computing Clusters of Correlation Connected objects
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Incremental and effective data summarization for dynamic hierarchical clustering
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Discovering spatial patterns accurately with effective noise removal
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
A top-down approach for density-based clustering using multidimensional indexes
Journal of Systems and Software - Special issue: Performance modeling and analysis of computer systems and networks
Cluster Analysis for Gene Expression Data: A Survey
IEEE Transactions on Knowledge and Data Engineering
Clustering High-Dimensional Data with Low-Order Neighbors
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
ClusterMap: labeling clusters in large datasets via visualization
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Projective Clustering by Histograms
IEEE Transactions on Knowledge and Data Engineering
A methodology for analyzing SAGE libraries for cancer profiling
ACM Transactions on Information Systems (TOIS)
CURLER: finding and visualizing nonlinear correlation clusters
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
LS3: a Linear Semantic Scan Statistic technique for detecting anomalous windows
Proceedings of the 2005 ACM symposium on Applied computing
The role of visualization in effective data cleaning
Proceedings of the 2005 ACM symposium on Applied computing
VISTA: validating and refining clusters via visualization
Information Visualization
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Unsupervised anomaly detection in network intrusion detection using clusters
ACSC '05 Proceedings of the Twenty-eighth Australasian conference on Computer Science - Volume 38
An Interactive Approach to Mining Gene Expression Data
IEEE Transactions on Knowledge and Data Engineering
A Shrinking-Based Clustering Approach for Multidimensional Data
IEEE Transactions on Knowledge and Data Engineering
Paintbrush rendering of lines using HMMs
GRAPHITE '05 Proceedings of the 3rd international conference on Computer graphics and interactive techniques in Australasia and South East Asia
Hierarchical Density-Based Clustering of Uncertain Data
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Online Hierarchical Clustering in a Data Warehouse Environment
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Size equivalent cluster trees (SEC-Trees) realtime rendering of large industrial scenes
AFRIGRAPH '06 Proceedings of the 4th international conference on Computer graphics, virtual reality, visualisation and interaction in Africa
Unsupervised clustering on dynamic databases
Pattern Recognition Letters
Dynamic Cluster Formation Using Level Set Methods
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hypothesis oriented cluster analysis in data mining by visualization
Proceedings of the working conference on Advanced visual interfaces
SMART-TV: a fast and scalable nearest neighbor based classifier for data mining
Proceedings of the 2006 ACM symposium on Applied computing
PENS: an algorithm for density-based clustering in peer-to-peer systems
InfoScale '06 Proceedings of the 1st international conference on Scalable information systems
iVIBRATE: Interactive visualization-based framework for clustering large datasets
ACM Transactions on Information Systems (TOIS)
Robust information-theoretic clustering
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-step density-based clustering
Knowledge and Information Systems
Projective clustering using itemset discovery for multi-dimensional data analysis
MS'06 Proceedings of the 17th IASTED international conference on Modelling and simulation
Time-focused clustering of trajectories of moving objects
Journal of Intelligent Information Systems
Spatial ordering and encoding for geographic data mining and visualization
Journal of Intelligent Information Systems
ST-DBSCAN: An algorithm for clustering spatial-temporal data
Data & Knowledge Engineering
Gradual model generator for single-pass clustering
Pattern Recognition
A dimensionality reduction algorithm and its application for interactive visualization
Journal of Visual Languages and Computing
Clustering via nonparametric density estimation
Statistics and Computing
Trajectory clustering: a partition-and-group framework
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Fast agglomerative hierarchical clustering algorithm using Locality-Sensitive Hashing
Knowledge and Information Systems
A local-density based spatial clustering algorithm with noise
Information Systems
A k-mean clustering algorithm for mixed numeric and categorical data
Data & Knowledge Engineering
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Visualizing set concordance with permutation matrices and fan diagrams
Interacting with Computers
A trimmed mean approach to finding spatial outliers
Intelligent Data Analysis
Detecting graph-based spatial outliers
Intelligent Data Analysis
RIC: Parameter-free noise-robust clustering
ACM Transactions on Knowledge Discovery from Data (TKDD)
A framework for clustering evolving data streams
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
A shrinking-based approach for multi-dimensional data analysis
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
Data bubbles for non-vector data: speeding-up hierarchical clustering in arbitrary metric spaces
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
A framework for projected clustering of high dimensional data streams
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Visual analytics tools for analysis of movement data
ACM SIGKDD Explorations Newsletter - Special issue on visual analytics
An adaptable deflect and conquer clustering algorithm
ACOS'07 Proceedings of the 6th Conference on WSEAS International Conference on Applied Computer Science - Volume 6
HISSCLU: a hierarchical density-based method for semi-supervised clustering
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
An adaptive crossover-imaged clustering algorithm
SMO'07 Proceedings of the 7th WSEAS International Conference on Simulation, Modelling and Optimization
Clustering techniques utilized in web usage mining
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Effective clustering and boundary detection algorithm based on Delaunay triangulation
Pattern Recognition Letters
ST2B-tree: a self-tunable spatio-temporal b+-tree index for moving objects
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Outlier-robust clustering using independent components
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
CSV: visualizing and mining cohesive subgraphs
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
ACM Transactions on Knowledge Discovery from Data (TKDD)
Bregman bubble clustering: A robust framework for mining dense clusters
ACM Transactions on Knowledge Discovery from Data (TKDD)
Tree-based partition querying: a methodology for computing medoids in large spatial datasets
The VLDB Journal — The International Journal on Very Large Data Bases
Mining typical patterns from databases
Information Sciences: an International Journal
Understanding mobility based on GPS data
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Improving density-based methods for hierarchical clustering of web pages
Data & Knowledge Engineering
Locally Scaled Density Based Clustering
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Data Set Homeomorphism Transformation Based Meta-clustering
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Ordering Grids to Identify the Clustering Structure
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
Varying Density Spatial Clustering Based on a Hierarchical Tree
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Improvement of Jarvis-Patrick Clustering Based on Fuzzy Similarity
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
A Novel Spatial Clustering Algorithm with Sampling
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
A Prediction-Based Visual Approach for Cluster Exploration and Cluster Validation by HOV3
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Matching Partitions over Time to Reliably Capture Local Clusters in Noisy Domains
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
A General Framework for Increasing the Robustness of PCA-Based Correlation Clustering Algorithms
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
ELKI: A Software System for Evaluation of Subspace Clustering Algorithms
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
Continuous Clustering of Moving Objects in Spatial Networks
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Modeling Herds and Their Evolvements from Trajectory Data
GIScience '08 Proceedings of the 5th international conference on Geographic Information Science
Clustering Uncertain Data Via K-Medoids
SUM '08 Proceedings of the 2nd international conference on Scalable Uncertainty Management
An entropy clustering analysis based on genetic algorithm
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Fuzzy theory and technology with applications
An axis-shifted crossover-imaged clustering algorithm
WSEAS TRANSACTIONS on SYSTEMS
A deflected grid-based algorithm for clustering analysis
WSEAS Transactions on Computers
Incremental clustering of dynamic data streams using connectivity based representative points
Data & Knowledge Engineering
Determining the best K for clustering transactional datasets: A coverage density-based approach
Data & Knowledge Engineering
Knowledge Discovery from Honeypot Data for Monitoring Malicious Attacks
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Scalable 2-Pass Data Mining Technique for Large Scale Spatio-temporal Datasets
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
ACM Transactions on Knowledge Discovery from Data (TKDD)
Multifractal-based cluster hierarchy optimisation algorithm
International Journal of Business Intelligence and Data Mining
A multi-prototype clustering algorithm
Pattern Recognition
Constraint-based clustering and its applications in construction management
Expert Systems with Applications: An International Journal
Neighbor-based pattern detection for windows over streaming data
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
A genetic algorithm with gene rearrangement for K-means clustering
Pattern Recognition
Efficient layered density-based clustering of categorical data
Journal of Biomedical Informatics
DECODE: a new method for discovering clusters of different densities in spatial data
Data Mining and Knowledge Discovery
PFHC: A clustering algorithm based on data partitioning for unevenly distributed datasets
Fuzzy Sets and Systems
Top-k typicality queries and efficient query answering methods on large databases
The VLDB Journal — The International Journal on Very Large Data Bases
Expert Systems with Applications: An International Journal
Interactive spatio-temporal cluster analysis of VAST challenge 2008 datasets
Proceedings of the ACM SIGKDD Workshop on Visual Analytics and Knowledge Discovery: Integrating Automated Analysis with Interactive Exploration
Study on Rough set-based Clustering Result Presentation Method for High Dimensional Data Space
Proceedings of the 2006 conference on Leading the Web in Concurrent Engineering: Next Generation Concurrent Engineering
“Best K”: critical clustering structures in categorical datasets
Knowledge and Information Systems
Analyzing Trajectories Using Uncertainty and Background Information
SSTD '09 Proceedings of the 11th International Symposium on Advances in Spatial and Temporal Databases
DDCT: detecting density differences using a novel clustering technique
MUSP'09 Proceedings of the 9th WSEAS international conference on Multimedia systems & signal processing
C-DBSCAN: Density-Based Clustering with Constraints
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Proceedings of the 46th Annual Southeast Regional Conference on XX
Proceedings of the 46th Annual Southeast Regional Conference on XX
Visually driven analysis of movement data by progressive clustering
Information Visualization
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Data spread-based entropy clustering method using adaptive learning
Expert Systems with Applications: An International Journal
Density link-based methods for clustering web pages
Decision Support Systems
Distributed clustering based on sampling local density estimates
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Density-based clustering using graphics processors
Proceedings of the 18th ACM conference on Information and knowledge management
Maximal metric margin partitioning for similarity search indexes
Proceedings of the 18th ACM conference on Information and knowledge management
Towards supporting expert evaluation of clustering results using a data mining process model
Information Sciences: an International Journal
Robustness of density-based clustering methods with various neighborhood relations
Fuzzy Sets and Systems
Generalized fuzzy C-means clustering algorithm with improved fuzzy partitions
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Understanding transportation modes based on GPS data for web applications
ACM Transactions on the Web (TWEB)
Shape-based clustering for 3D CAD objects: A comparative study of effectiveness
Computer-Aided Design
An efficient algorithm for finding dense regions for mining quantitative association rules
Computers & Mathematics with Applications
Subspace and projected clustering: experimental evaluation and analysis
Knowledge and Information Systems
Movement data anonymity through generalization
Proceedings of the 2nd SIGSPATIAL ACM GIS 2009 International Workshop on Security and Privacy in GIS and LBS
A new separation measure for improving the effectiveness of validity indices
Information Sciences: an International Journal
Automatic Cluster Selection Using Index Driven Search Strategy
AI*IA '09: Proceedings of the XIth International Conference of the Italian Association for Artificial Intelligence Reggio Emilia on Emergent Perspectives in Artificial Intelligence
A Visual Method for High-Dimensional Data Cluster Exploration
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Fast Single-Link Clustering Method Based on Tolerance Rough Set Model
RSFDGrC '09 Proceedings of the 12th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Preserving locality in MMVE applications based on ant clustering
VECIMS'09 Proceedings of the 2009 IEEE international conference on Virtual Environments, Human-Computer Interfaces and Measurement Systems
Discovering conjecturable rules through tree-based clustering analysis
Expert Systems with Applications: An International Journal
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
Active constrained clustering with multiple cluster representatives
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Proceedings of the 5th French-Speaking Conference on Mobility and Ubiquity Computing
Clustering of time series data-a survey
Pattern Recognition
Predicting service request rates for adaptive resource allocation in SOA
Proceedings of the International Workshop on Enterprises & Organizational Modeling and Simulation
Coclustering based parcellation of human brain cortex using diffusion tensor MRI
ISBRA'07 Proceedings of the 3rd international conference on Bioinformatics research and applications
Automatic extraction of clusters from hierarchical clustering representations
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
AGRID: an efficient algorithm for clustering large high-dimensional datasets
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Hierarchical density-based clustering of categorical data and a simplification
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
A clustering algorithm based on mechanics
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Density-based data clustering algorithms for lower dimensions using space-filling curves
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Attaining higher quality for density based algorithms
RR'07 Proceedings of the 1st international conference on Web reasoning and rule systems
DENCLUE 2.0: fast clustering based on kernel density estimation
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
Visualising the cluster structure of data streams
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
Soft topographic map for clustering and classification of bacteria
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
Collaborative location and activity recommendations with GPS history data
Proceedings of the 19th international conference on World wide web
Enhanced visual separation of clusters by M-mapping to facilitate cluster analysis
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Detection and visualization of subspace cluster hierarchies
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Continuous medoid queries over moving objects
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Compression of digital road networks
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
ICDCN'08 Proceedings of the 9th international conference on Distributed computing and networking
Quantization-based clustering algorithm
Pattern Recognition
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A methodology for clustering XML documents based on labeled tree
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Analysis of time series using compact model-based descriptions
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Continuous online index tuning in moving object databases
ACM Transactions on Database Systems (TODS)
On cluster tree for nested and multi-density data clustering
Pattern Recognition
Agent-based distributed data mining: the KDEC scheme
Intelligent information agents
Interactive cluster analysis of diverse types of spatiotemporal data
ACM SIGKDD Explorations Newsletter
G-means: a clustering algorithm for intrusion detection
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Netcluster: a clustering-based framework for internet tomography
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application
Movement Data Anonymity through Generalization
Transactions on Data Privacy
Towards subspace clustering on dynamic data: an incremental version of PreDeCon
Proceedings of the First International Workshop on Novel Data Stream Pattern Mining Techniques
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Semi-supervised learning based on high density region estimation
Neural Networks
Density-based semi-supervised clustering
Data Mining and Knowledge Discovery
SHRINK: a structural clustering algorithm for detecting hierarchical communities in networks
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Distance based fast hierarchical clustering method for large datasets
RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing
Robust clustering using discriminant analysis
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Data selection for exact value acquisition to improve uncertain clustering
WAIM'10 Proceedings of the 11th international conference on Web-age information management
ITCH: information-theoretic cluster hierarchies
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Coclustering for cross-subject fiber tract analysis through diffusion tensor imaging
IEEE Transactions on Information Technology in Biomedicine - Special section on affective and pervasive computing for healthcare
A novel method to find appropriate for ε for DBSCAN
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
Data clustering by minimizing disconnectivity
Information Sciences: an International Journal
Towards improving subspace data analysis
Proceedings of the 48th Annual Southeast Regional Conference
Inter-dimensional fuzzy clustering
Proceedings of the 48th Annual Southeast Regional Conference
Mining significant semantic locations from GPS data
Proceedings of the VLDB Endowment
Recommending friends and locations based on individual location history
ACM Transactions on the Web (TWEB)
Dampster-Shafer evidence theory based multi-characteristics fusion for clustering evaluation
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
MSDBSCAN: multi-density scale-independent clustering algorithm based on DBSCAN
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Expert Systems with Applications: An International Journal
Automatic performance debugging of SPMD-style parallel programs
Journal of Parallel and Distributed Computing
DBStrata: a system for density-based clustering and outlier detection based on stratification
Proceedings of the Fourth International Conference on SImilarity Search and APplications
Optimal bandwidth selection for density-based clustering
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications
PG-Skip: proximity graph based clustering of long strings
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications: Part II
A framework of mining semantic regions from trajectories
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Density-based Silhouette diagnostics for clustering methods
Statistics and Computing
Enhancing grid-density based clustering for high dimensional data
Journal of Systems and Software
Location disambiguation for geo-tagged images
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Tolerance rough set theory based data summarization for clustering large datasets
Transactions on rough sets XIV
DisClus: a distributed clustering technique over high resolution satellite data
ICDCN'10 Proceedings of the 11th international conference on Distributed computing and networking
Exploratory monitoring of large-scale networks using clustering algorithms
Proceedings of the First International Workshop on Data Mining for Service and Maintenance
Employing correlation clustering for the identification of piecewise affine models
Proceedings of the 2011 workshop on Knowledge discovery, modeling and simulation
Where to find my next passenger
Proceedings of the 13th international conference on Ubiquitous computing
Efficient processing of multiple DTW queries in time series databases
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
Density based subspace clustering over dynamic data
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
Genetic algorithm for finding cluster hierarchies
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
Effective monitoring by efficient fingerprint matching using a forest of NAQ-trees
Journal of Intelligent Information Systems
Robust data clustering by learning multi-metric Lq-norm distances
Expert Systems with Applications: An International Journal
Clustering based distributed phylogenetic tree construction
Expert Systems with Applications: An International Journal
Unveiling the complexity of human mobility by querying and mining massive trajectory data
The VLDB Journal — The International Journal on Very Large Data Bases
[KD3] A workflow-based application for exploration of biomedical data sets
Transactions on large-scale data- and knowledge-centered systems IV
Efficient content-based image retrieval using Multiple Support Vector Machines Ensemble
Expert Systems with Applications: An International Journal
Fast and flexible unsupervised custering algorithm based on ultrametric properties
Proceedings of the 7th ACM symposium on QoS and security for wireless and mobile networks
Finding hierarchies of subspace clusters
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Efficient name disambiguation for large-scale databases
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Where traffic meets DNA: mobility mining using biological sequence analysis revisited
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Clustering multi-represented objects using combination trees
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Parallel density-based clustering of complex objects
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
HPCC'05 Proceedings of the First international conference on High Performance Computing and Communications
Shared execution strategy for neighbor-based pattern mining requests over streaming windows
ACM Transactions on Database Systems (TODS)
VICO: visualizing connected object orderings
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
A clustering algorithm based on density kernel extension
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
HOV3: an approach to visual cluster analysis
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Overcoming browser cookie churn with clustering
Proceedings of the fifth ACM international conference on Web search and data mining
Incremental clustering for trajectories
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
A new approach for cluster detection for large datasets with high dimensionality
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
A grid-density based technique for finding clusters in satellite image
Pattern Recognition Letters
Density-based hierarchical clustering for streaming data
Pattern Recognition Letters
Dynamic incremental data summarization for hierarchical clustering
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
Local pattern detection and clustering
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
Selectivity estimation of high dimensional window queries via clustering
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
Medoid queries in large spatial databases
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
On discovering moving clusters in spatio-temporal data
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
Unsupervised case memory organization: analysing computational time and soft computing capabilities
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
Mining trajectory corridors using fréchet distance and meshing grids
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
An approach to find embedded clusters using density based techniques
ICDCIT'05 Proceedings of the Second international conference on Distributed Computing and Internet Technology
Factorizing YAGO: scalable machine learning for linked data
Proceedings of the 21st international conference on World Wide Web
A clustering approach using weighted similarity majority margins
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
A new hybrid clustering method for reducing very large spatio-temporal dataset
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Towards mobile intelligence: Learning from GPS history data for collaborative recommendation
Artificial Intelligence
Visually exploring movement data via similarity-based analysis
Journal of Intelligent Information Systems
Integrating wavelets with clustering and indexing for effective content-based image retrieval
Knowledge-Based Systems
Soft topographic maps for clustering and classifying bacteria using housekeeping genes
Advances in Artificial Neural Systems
SpaGRID: a spatial grid framework for high dimensional medical databases
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Clustering user trajectories to find patterns for social interaction applications
W2GIS'12 Proceedings of the 11th international conference on Web and Wireless Geographical Information Systems
Generalizing the k-Windows clustering algorithm in metric spaces
Mathematical and Computer Modelling: An International Journal
Clustering algorithm based on mutual K-nearest neighbor relationships
Statistical Analysis and Data Mining
Mining temporal patterns in popularity of web items
Information Sciences: an International Journal
Clustering high dimensional data
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Privacy preserving distributed DBSCAN clustering
Proceedings of the 2012 Joint EDBT/ICDT Workshops
Clustering for the localization of degraded urban areas
ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part II
A density-based clustering structure mining algorithm for data streams
Proceedings of the 1st International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
SOStream: self organizing density-based clustering over data stream
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
An approach to reshaping clusters for nearest neighbor search
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Multi-scale decomposition of point process data
Geoinformatica
Discovering areas of interest with geo-tagged images and check-ins
Proceedings of the 20th ACM international conference on Multimedia
Evaluating the use of clustering for automatically organising digital library collections
TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
Knowledge augmentation via incremental clustering: new technology for effective knowledge management
International Journal of Business Information Systems
A Simpler and More Accurate AUTO-HDS Framework for Clustering and Visualization of Biological Data
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
EuroVis'09 Proceedings of the 11th Eurographics / IEEE - VGTC conference on Visualization
Enhancing density-based clustering: Parameter reduction and outlier detection
Information Systems
Mining neighbor-based patterns in data streams
Information Systems
Clustering and labeling of multi-dimensional mixed structured data
Search Computing
Projective clustering ensembles
Data Mining and Knowledge Discovery
A tree-network model for mining short message services seed users and its empirical analysis
Knowledge-Based Systems
ASCCN: Arbitrary Shaped Clustering Method with Compatible Nucleoids
International Journal of Data Warehousing and Mining
TweoLocator: a non-intrusive geographical locator system for Twitter
Proceedings of the 5th ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Scalable fine-grained behavioral clustering of HTTP-based malware
Computer Networks: The International Journal of Computer and Telecommunications Networking
Density-based Community Identification and Visualisation
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Regularly visited patches in human mobility
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
An algorithm for discovering clusters of different densities or shapes in noisy data sets
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Constructing and comparing user mobility profiles for location-based services
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Dynamic instance queuing in process-aware information systems
Proceedings of the 28th Annual ACM Symposium on Applied Computing
W2GIS'13 Proceedings of the 12th international conference on Web and Wireless Geographical Information Systems
Community Detection in Complex Networks: Multi-objective Enhanced Firefly Algorithm
Knowledge-Based Systems
Learning a subspace for clustering via pattern shrinking
Information Processing and Management: an International Journal
Inferring distant-time location in low-sampling-rate trajectories
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient event detection by exploiting crowds
Proceedings of the 7th ACM international conference on Distributed event-based systems
Multi-level modeling as a society of interacting models
Proceedings of the Agent-Directed Simulation Symposium
An architecture for detecting events in real-time using massive heterogeneous data sources
Proceedings of the 2nd International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Effective web log mining and online navigational pattern prediction
Knowledge-Based Systems
Overlapping community detection in networks: The state-of-the-art and comparative study
ACM Computing Surveys (CSUR)
TSum: fast, principled table summarization
Proceedings of the Seventh International Workshop on Data Mining for Online Advertising
Online human gesture recognition from motion data streams
Proceedings of the 21st ACM international conference on Multimedia
Towards precise POI localization with social media
Proceedings of the 21st ACM international conference on Multimedia
A Time Efficient Clustering Algorithm for Gray Scale Image Segmentation
International Journal of Computer Vision and Image Processing
Scalable parallel OPTICS data clustering using graph algorithmic techniques
SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Mapping the expansion of Google's serving infrastructure
Proceedings of the 2013 conference on Internet measurement conference
Fast parameterless density-based clustering via random projections
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Finding frequent sub-trajectories with time constraints
Proceedings of the 2nd ACM SIGKDD International Workshop on Urban Computing
Automatic player behavior analysis system using trajectory data in a massive multiplayer online game
Multimedia Tools and Applications
SMI 2013: Grouping real functions defined on 3D surfaces
Computers and Graphics
Delta: automatic identification of unknown web-based infection campaigns
Proceedings of the 2013 ACM SIGSAC conference on Computer & communications security
Reverse-k-Nearest-Neighbor join processing
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
Multi-day and multi-stay travel planning using geo-tagged photos
Proceedings of the Second ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information
Tracing the German centennial flood in the stream of tweets: first lessons learned
Proceedings of the Second ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information
Beyond heat maps: mining common swipe gestures
Proceedings of the 12th International Conference on Mobile and Ubiquitous Multimedia
NetCluster: A clustering-based framework to analyze internet passive measurements data
Computer Networks: The International Journal of Computer and Telecommunications Networking
Data Mining and Knowledge Discovery
Short communication: Algorithm to determine ε-distance parameter in density based clustering
Expert Systems with Applications: An International Journal
Twitter spammer detection using data stream clustering
Information Sciences: an International Journal
Analysing microarray expression data through effective clustering
Information Sciences: an International Journal
Technical Section: PLATO: A visual analytics system for gameplay data
Computers and Graphics
MR-DBSCAN: a scalable MapReduce-based DBSCAN algorithm for heavily skewed data
Frontiers of Computer Science: Selected Publications from Chinese Universities
Survey of Clustering: Algorithms and Applications
International Journal of Information Retrieval Research
Future Generation Computer Systems
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
A multivariate fuzzy system applied for outliers detection
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
EMU: An expectation maximization based approach for clustering uncertain data
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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Cluster analysis is a primary method for database mining. It is either used as a stand-alone tool to get insight into the distribution of a data set, e.g. to focus further analysis and data processing, or as a preprocessing step for other algorithms operating on the detected clusters. Almost all of the well-known clustering algorithms require input parameters which are hard to determine but have a significant influence on the clustering result. Furthermore, for many real-data sets there does not even exist a global parameter setting for which the result of the clustering algorithm describes the intrinsic clustering structure accurately. We introduce a new algorithm for the purpose of cluster analysis which does not produce a clustering of a data set explicitly; but instead creates an augmented ordering of the database representing its density-based clustering structure. This cluster-ordering contains information which is equivalent to the density-based clusterings corresponding to a broad range of parameter settings. It is a versatile basis for both automatic and interactive cluster analysis. We show how to automatically and efficiently extract not only 'traditional' clustering information (e.g. representative points, arbitrary shaped clusters), but also the intrinsic clustering structure. For medium sized data sets, the cluster-ordering can be represented graphically and for very large data sets, we introduce an appropriate visualization technique. Both are suitable for interactive exploration of the intrinsic clustering structure offering additional insights into the distribution and correlation of the data.