Chromium: a stream-processing framework for interactive rendering on clusters
Proceedings of the 29th annual conference on Computer graphics and interactive techniques
A Semantic Model for Hypertext Data Caching
ER '02 Proceedings of the 21st International Conference on Conceptual Modeling
Maintaining variance and k-medians over data stream windows
Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Clustering Data Streams: Theory and Practice
IEEE Transactions on Knowledge and Data Engineering
A Monotonic On-Line Linear Algorithm for Hierarchical Agglomerative Classification
Information Technology and Management
Statistical grid-based clustering over data streams
ACM SIGMOD Record
Cost-efficient mining techniques for data streams
ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32
Detection of complex temporal patterns over data streams
Information Systems - Special issue: ADBIS 2002: Advances in databases and information systems
Incremental and effective data summarization for dynamic hierarchical clustering
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Online algorithms for network design
Proceedings of the sixteenth annual ACM symposium on Parallelism in algorithms and architectures
Clustering in Dynamic Spatial Databases
Journal of Intelligent Information Systems
On Change Diagnosis in Evolving Data Streams
IEEE Transactions on Knowledge and Data Engineering
ACM SIGMOD Record
2005 Special Issue: Efficient streaming text clustering
Neural Networks - 2005 Special issue: IJCNN 2005
A Framework for On-Demand Classification of Evolving Data Streams
IEEE Transactions on Knowledge and Data Engineering
DSM-PLW: single-pass mining of path traversal patterns over streaming web click-sequences
Computer Networks: The International Journal of Computer and Telecommunications Networking - Web dynamics
Adaptive Clustering for Multiple Evolving Streams
IEEE Transactions on Knowledge and Data Engineering
Window join approximation over data streams with importance semantics
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Cell trees: An adaptive synopsis structure for clustering multi-dimensional on-line data streams
Data & Knowledge Engineering
Density-based clustering for real-time stream data
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Clustering over Multiple Evolving Streams by Events and Correlations
IEEE Transactions on Knowledge and Data Engineering
A framework for clustering evolving data streams
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
Grid-based subspace clustering over data streams
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
A semi-random multiple decision-tree algorithm for mining data streams
Journal of Computer Science and Technology
Clustering Distributed Sensor Data Streams
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Memory efficient subspace clustering for online data streams
IDEAS '08 Proceedings of the 2008 international symposium on Database engineering & applications
A framework for estimating complex probability density structures in data streams
Proceedings of the 17th ACM conference on Information and knowledge management
Incremental clustering of dynamic data streams using connectivity based representative points
Data & Knowledge Engineering
A Scalable Framework For Segmenting Magnetic Resonance Images
Journal of Signal Processing Systems
Efficiently tracing clusters over high-dimensional on-line data streams
Data & Knowledge Engineering
Efficiently Clustering Probabilistic Data Streams
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
A framework for flexible clustering of multiple evolving data streams
International Journal of Advanced Intelligence Paradigms
Online pairing of VoIP conversations
The VLDB Journal — The International Journal on Very Large Data Bases
Stream data clustering based on grid density and attraction
ACM Transactions on Knowledge Discovery from Data (TKDD)
Density-based clustering of data streams at multiple resolutions
ACM Transactions on Knowledge Discovery from Data (TKDD)
Clustering over Evolving Data Streams Based on Online Recent-Biased Approximation
Knowledge Acquisition: Approaches, Algorithms and Applications
Incremental spectral clustering by efficiently updating the eigen-system
Pattern Recognition
Consistent on-line classification of dbs workload events
Proceedings of the 18th ACM conference on Information and knowledge management
Clustering large data sets based on data compression technique and weighted quality measures
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Adaptive Stream Mining: Pattern Learning and Mining from Evolving Data Streams
Proceedings of the 2010 conference on Adaptive Stream Mining: Pattern Learning and Mining from Evolving Data Streams
Approximate trace of grid-based clusters over high dimensional data streams
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
On the complexity of approximation streaming algorithms for the k-center problem
FAW'07 Proceedings of the 1st annual international conference on Frontiers in algorithmics
HDG-tree: a structure for clustering high-dimensional data streams
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
A general framework to detect unsafe system states from multisensor data stream
IEEE Transactions on Intelligent Transportation Systems
MG-join: detecting phenomena and their correlation in high dimensional data streams
Distributed and Parallel Databases
Text stream clustering algorithm based on adaptive feature selection
Expert Systems with Applications: An International Journal
A framework for clustering categorical time-evolving data
IEEE Transactions on Fuzzy Systems
Increasing availability of industrial systems through data stream mining
Computers and Industrial Engineering
Clustering distributed sensor data streams using local processing and reduced communication
Intelligent Data Analysis - Ubiquitous Knowledge Discovery
MEC --Monitoring Clusters' Transitions
Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium
Dynamic visualization of transient data streams
INFOVIS'03 Proceedings of the Ninth annual IEEE conference on Information visualization
Research of fast SOM clustering for text information
Expert Systems with Applications: An International Journal
XStreamCluster: an efficient algorithm for streaming XML data clustering
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Dynamic hierarchical triangulation of a clustered data stream
Computers & Geosciences
An effective evaluation measure for clustering on evolving data streams
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Online and offline trend cluster discovery in spatially distributed data streams
MSM'10/MUSE'10 Proceedings of the 2010 international conference on Analysis of social media and ubiquitous data
A clustering algorithm for multiple data streams based on spectral component similarity
Information Sciences: an International Journal
COMET: event-driven clustering over multiple evolving streams
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
On futuristic query processing in data streams
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
SIC-means: a semi-fuzzy approach for clustering data streams using c-means
ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition
Density-based hierarchical clustering for streaming data
Pattern Recognition Letters
A grid-based clustering algorithm for high-dimensional data streams
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Stochastic local clustering for massive graphs
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
An incremental data stream clustering algorithm based on dense units detection
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Bipartite graphs for monitoring clusters transitions
IDA'10 Proceedings of the 9th international conference on Advances in Intelligent Data Analysis
Streaming data reduction using low-memory factored representations
Information Sciences: an International Journal
A scalable supervised algorithm for dimensionality reduction on streaming data
Information Sciences: an International Journal
A grid-based subspace clustering algorithm for high-dimensional data streams
WISE'06 Proceedings of the 7th international conference on Web Information Systems
Clustering similarity comparison using density profiles
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Clustering transactional data streams
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
StreamKM++: A clustering algorithm for data streams
Journal of Experimental Algorithmics (JEA)
On pre-processing algorithms for data stream
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II
CAMEUD: clustering approach for mining evolving usage data
Proceedings of the Ninth International Workshop on Information Integration on the Web
Clustering categorical data streams
Journal of Computational Methods in Sciences and Engineering
A single pass trellis-based algorithm for clustering evolving data streams
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
Dynamic credit-card fraud profiling
MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence
A single pass algorithm for clustering evolving data streams based on swarm intelligence
Data Mining and Knowledge Discovery
StreamEB: stream edge bundling
GD'12 Proceedings of the 20th international conference on Graph Drawing
Clustering cubes with binary dimensions in one pass
Proceedings of the sixteenth international workshop on Data warehousing and OLAP
Data stream clustering: A survey
ACM Computing Surveys (CSUR)
Model-based clustering of high-dimensional data streams with online mixture of probabilistic PCA
Advances in Data Analysis and Classification
Energy-based function to evaluate data stream clustering
Advances in Data Analysis and Classification
On clustering large number of data streams
Intelligent Data Analysis
A framework to monitor clusters evolution applied to economy and finance problems
Intelligent Data Analysis
Data stream dynamic clustering supported by Markov chain isomorphisms
Intelligent Data Analysis
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Streaming data analysis has recently attracted attention in numerous applications including telephone records, web documents and clickstreams. For such analysis, single-pass algorithms that consume a small amount of memory are critical. We describe such a streaming algorithm that effectively clusters large data streams. We also provide empirical evidence of the algorithm's performance on synthetic and real data streams.