Scalability for clustering algorithms revisited
ACM SIGKDD Explorations Newsletter
Sublinear time approximate clustering
SODA '01 Proceedings of the twelfth annual ACM-SIAM symposium on Discrete algorithms
On computing correlated aggregates over continual data streams
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Estimating simple functions on the union of data streams
Proceedings of the thirteenth annual ACM symposium on Parallel algorithms and architectures
Mining data streams under block evolution
ACM SIGKDD Explorations Newsletter
Requirements for clustering data streams
ACM SIGKDD Explorations Newsletter
Similarity estimation techniques from rounding algorithms
STOC '02 Proceedings of the thiry-fourth annual ACM symposium on Theory of computing
Models and issues in data stream systems
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Maintaining stream statistics over sliding windows: (extended abstract)
SODA '02 Proceedings of the thirteenth annual ACM-SIAM symposium on Discrete algorithms
Processing complex aggregate queries over data streams
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Dynamic multidimensional histograms
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Distributed streams algorithms for sliding windows
Proceedings of the fourteenth annual ACM symposium on Parallel algorithms and architectures
Continuous queries over data streams
ACM SIGMOD Record
Squeezer: an efficient algorithm for clustering categorical data
Journal of Computer Science and Technology
Temporal and spatio-temporal aggregations over data streams using multiple time granularities
Information Systems - Special issue: Best papers from EDBT 2002
Quick and good facility location
SODA '03 Proceedings of the fourteenth annual ACM-SIAM symposium on Discrete algorithms
Temporal Aggregation over Data Streams Using Multiple Granularities
EDBT '02 Proceedings of the 8th International Conference on Extending Database Technology: Advances in Database Technology
Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries
Proceedings of the 27th International Conference on Very Large Data Bases
Quick k-Median, k-Center, and Facility Location for Sparse Graphs
ICALP '01 Proceedings of the 28th International Colloquium on Automata, Languages and Programming,
Finding Frequent Items in Data Streams
ICALP '02 Proceedings of the 29th International Colloquium on Automata, Languages and Programming
Histogramming Data Streams with Fast Per-Item Processing
ICALP '02 Proceedings of the 29th International Colloquium on Automata, Languages and Programming
Estimating Rarity and Similarity over Data Stream Windows
ESA '02 Proceedings of the 10th Annual European Symposium on Algorithms
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
Comparing Data Streams Using Hamming Norms (How to Zero In)
IEEE Transactions on Knowledge and Data Engineering
One-Pass Wavelet Decompositions of Data Streams
IEEE Transactions on Knowledge and Data Engineering
Issues in data stream management
ACM SIGMOD Record
Better streaming algorithms for clustering problems
Proceedings of the thirty-fifth annual ACM symposium on Theory of computing
A symbolic representation of time series, with implications for streaming algorithms
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Clustering binary data streams with K-means
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Clustering of streaming time series is meaningless
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Clustering of Time Series Subsequences is Meaningless: Implications for Previous and Future Research
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Prototype-based mining of numeric data streams
Proceedings of the 2003 ACM symposium on Applied computing
Algorithms column: sublinear time algorithms
ACM SIGACT News
Mining concept-drifting data streams using ensemble classifiers
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient decision tree construction on streaming data
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Towards NIC-based intrusion detection
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Journal of Computer Science and Technology
A Human-Computer Interactive Method for Projected Clustering
IEEE Transactions on Knowledge and Data Engineering
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
Continuously Maintaining Quantile Summaries of the Most Recent N Elements over a Data Stream
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Finding frequent items in data streams
Theoretical Computer Science - Special issue on automata, languages and programming
Clustering to minimize the sum of cluster diameters
Journal of Computer and System Sciences - STOC 2001
On coresets for k-means and k-median clustering
STOC '04 Proceedings of the thirty-sixth annual ACM symposium on Theory of computing
Online event-driven subsequence matching over financial data streams
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Holistic UDAFs at streaming speeds
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Cost-based labeling of groups of mass spectra
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Optimal Time Bounds for Approximate Clustering
Machine Learning
A k-Median Algorithm with Running Time Independent of Data Size
Machine Learning
Online algorithms for network design
Proceedings of the sixteenth annual ACM symposium on Parallelism in algorithms and architectures
Approximating extent measures of points
Journal of the ACM (JACM)
Efficient algorithms for constructing (1+,ε, β)-spanners in the distributed and streaming models
Proceedings of the twenty-third annual ACM symposium on Principles of distributed computing
Systematic data selection to mine concept-drifting data streams
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
An information statistics approach to data stream and communication complexity
Journal of Computer and System Sciences - Special issue on FOCS 2002
Coresets in dynamic geometric data streams
Proceedings of the thirty-seventh annual ACM symposium on Theory of computing
Smaller coresets for k-median and k-means clustering
SCG '05 Proceedings of the twenty-first annual symposium on Computational geometry
Graph distances in the streaming model: the value of space
SODA '05 Proceedings of the sixteenth annual ACM-SIAM symposium on Discrete algorithms
Wavelet synopsis for data streams: minimizing non-euclidean error
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Using retrieval measures to assess similarity in mining dynamic web clickstreams
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
ACM SIGMOD Record
Proceedings of the 8th ACM international workshop on Data warehousing and OLAP
Making Subsequence Time Series Clustering Meaningful
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
On Reducing Classifier Granularity in Mining Concept-Drifting Data Streams
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Stream Cube: An Architecture for Multi-Dimensional Analysis of Data Streams
Distributed and Parallel Databases
Approximation algorithms for wavelet transform coding of data streams
SODA '06 Proceedings of the seventeenth annual ACM-SIAM symposium on Discrete algorithm
On k-Median clustering in high dimensions
SODA '06 Proceedings of the seventeenth annual ACM-SIAM symposium on Discrete algorithm
A Framework for On-Demand Classification of Evolving Data Streams
IEEE Transactions on Knowledge and Data Engineering
A simpler and more efficient deterministic scheme for finding frequent items over sliding windows
Proceedings of the twenty-fifth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
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
Computer Networks: The International Journal of Computer and Telecommunications Networking - Web dynamics
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Suppressing model overfitting in mining concept-drifting data streams
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Online clustering of parallel data streams
Data & Knowledge Engineering
Adaptive Clustering for Multiple Evolving Streams
IEEE Transactions on Knowledge and Data Engineering
An energy-efficient querying framework in sensor networks for detecting node similarities
Proceedings of the 9th ACM international symposium on Modeling analysis and simulation of wireless and mobile systems
Data streams: algorithms and applications
Foundations and Trends® in Theoretical Computer Science
Incremental algorithms for facility location and k-Median
Theoretical Computer Science - Approximation and online algorithms
Adaptive non-linear clustering in data streams
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Classification spanning correlated data streams
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Infodynamics: Analogical analysis of states of matter and information
Information Sciences: an International Journal
Can exclusive clustering on streaming data be achieved?
ACM SIGKDD Explorations Newsletter
Deterministic sampling and range counting in geometric data streams
ACM Transactions on Algorithms (TALG)
Density-based clustering for real-time stream data
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Evolutionary spectral clustering by incorporating temporal smoothness
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-dimensional regression analysis of time-series data streams
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Comparing data streams using Hamming norms (how to zero in)
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
StatStream: statistical monitoring of thousands of data streams in real time
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Reverse nearest neighbor aggregates over data streams
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
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 regression-based temporal pattern mining scheme for 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
StreamMiner: a classifier ensemble-based engine to mine concept-drifting data streams
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
ZELESSA: an enabler for real-time sensing, analysing and acting on continuous event streams
International Journal of Business Intelligence and Data Mining
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
Efficient instance-based learning on data streams
Intelligent Data Analysis
A semi-random multiple decision-tree algorithm for mining data streams
Journal of Computer Science and Technology
Approximate mining of maximal frequent itemsets in data streams with different window models
Expert Systems with Applications: An International Journal
Clustering Streaming Time Series Using CBC
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
A Dynamic Clustering Algorithm for Mobile Objects
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
Patch Relational Neural Gas --- Clustering of Huge Dissimilarity Datasets
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
Streaming Algorithms for k-Center Clustering with Outliers and with Anonymity
APPROX '08 / RANDOM '08 Proceedings of the 11th international workshop, APPROX 2008, and 12th international workshop, RANDOM 2008 on Approximation, Randomization and Combinatorial Optimization: Algorithms and Techniques
Data Streaming with Affinity Propagation
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Clustering high dimensional data: A graph-based relaxed optimization approach
Information Sciences: an International Journal
A dynamic data granulation through adjustable fuzzy clustering
Pattern Recognition Letters
Multi-query optimization for sketch-based estimation
Information Systems
Image-mapped data clustering: An efficient technique for clustering large data sets
Intelligent Data Analysis
ODMCA: An adaptive data mining control algorithm in multicarrier networks
Computer Communications
Neighbor-based pattern detection for windows over streaming data
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Patch clustering for massive data sets
Neurocomputing
Intervention Events Detection and Prediction in Data Streams
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Stream data clustering based on grid density and attraction
ACM Transactions on Knowledge Discovery from Data (TKDD)
Median Topographic Maps for Biomedical Data Sets
Similarity-Based Clustering
Distributed and Incremental Clustering Based on Weighted Affinity Propagation
Proceedings of the 2008 conference on STAIRS 2008: Proceedings of the Fourth Starting AI Researchers' Symposium
Incremental spectral clustering by efficiently updating the eigen-system
Pattern Recognition
Clustering data stream: A survey of algorithms
International Journal of Knowledge-based and Intelligent Engineering Systems
Incremental and Adaptive Clustering Stream Data over Sliding Window
DEXA '09 Proceedings of the 20th International Conference on Database and Expert Systems Applications
Fast surrogates of U-statistics
Computational Statistics & Data Analysis
On evolutionary spectral clustering
ACM Transactions on Knowledge Discovery from Data (TKDD)
Location-dependent query processing: Where we are and where we are heading
ACM Computing Surveys (CSUR)
SCALE: a scalable framework for efficiently clustering transactional data
Data Mining and Knowledge Discovery
Communication-Efficient Privacy-Preserving Clustering
Transactions on Data Privacy
Pairwise data clustering and applications
COCOON'03 Proceedings of the 9th annual international conference on Computing and combinatorics
Small space representations for metric min-sum k-clustering and their applications
STACS'07 Proceedings of the 24th annual conference on Theoretical aspects of computer science
Outlier detection with streaming dyadic decomposition
ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications
Adaptive query interface for mining crime data
DNIS'07 Proceedings of the 5th international conference on Databases in networked information systems
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
Evolutionary clustering using frequent itemsets
Proceedings of the First International Workshop on Novel Data Stream Pattern Mining Techniques
Document update summarization using incremental hierarchical clustering
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Spatiotemporal summarization of traffic data streams
Proceedings of the ACM SIGSPATIAL International Workshop on GeoStreaming
A framework for clustering categorical time-evolving data
IEEE Transactions on Fuzzy Systems
Self-adaptive change detection in streaming data with non-stationary distribution
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Online and incremental algorithms for facility location
ACM SIGACT News
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Incremental mining of closed inter-transaction itemsets over data stream sliding windows
Journal of Information Science
Approximate polytope membership queries
Proceedings of the forty-third annual ACM symposium on Theory of computing
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
Memoryless facility location in one pass
ACM Transactions on Algorithms (TALG)
Dynamic hierarchical triangulation of a clustered data stream
Computers & Geosciences
INFORMS Journal on Computing
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
Optimal time bounds for approximate clustering
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Code transformations for one-pass analysis
LCPC'05 Proceedings of the 18th international conference on Languages and Compilers for Parallel Computing
A scalable distributed stream mining system for highway traffic data
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Memoryless facility location in one pass
STACS'06 Proceedings of the 23rd Annual conference on Theoretical Aspects of Computer Science
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
Finding longest increasing and common subsequences in streaming data
COCOON'05 Proceedings of the 11th annual international conference on Computing and Combinatorics
GCC'05 Proceedings of the 4th international conference on Grid and Cooperative Computing
Multivariate stream data reduction in sensor network applications
EUC'05 Proceedings of the 2005 international conference on Embedded and Ubiquitous Computing
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
Granularity adaptive density estimation and on demand clustering of concept-drifting data streams
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Finding graph matchings in data streams
APPROX'05/RANDOM'05 Proceedings of the 8th international workshop on Approximation, Randomization and Combinatorial Optimization Problems, and Proceedings of the 9th international conference on Randamization and Computation: algorithms and techniques
Streaming k-means on well-clusterable data
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
Stochastic local clustering for massive graphs
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Making sense of ubiquitous data streams – a fuzzy logic approach
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Continuous trend-based classification of streaming time series
ADBIS'05 Proceedings of the 9th East European conference on Advances in Databases and Information Systems
Deductive and inductive reasoning on spatio-temporal data
INAP'04/WLP'04 Proceedings of the 15th international conference on Applications of Declarative Programming and Knowledge Management, and 18th international conference on Workshop on Logic Programming
On approximation algorithms for data mining applications
Efficient Approximation and Online Algorithms
Clustering distributed data streams in peer-to-peer environments
Information Sciences: an International Journal
Streaming data reduction using low-memory factored representations
Information Sciences: an International Journal
Clustering transactional data streams
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
A randomized algorithm for online unit clustering
WAOA'06 Proceedings of the 4th international conference on Approximation and Online Algorithms
StreamKM++: A clustering algorithm for data streams
Journal of Experimental Algorithmics (JEA)
PODS '12 Proceedings of the 31st symposium on Principles of Database Systems
On fuzzy clustering of data streams with concept drift
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II
On resources optimization in fuzzy clustering of data streams
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II
Computer Science Review
Stream-dashboard: a framework for mining, tracking and validating clusters in a data stream
Proceedings of the 1st International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Socialized ubiquitous personal study: Toward an individualized information portal
Journal of Computer and System Sciences
Maximum margin clustering on evolutionary data
Proceedings of the 21st ACM international conference on Information and knowledge management
Streaming algorithms for data in motion
ESCAPE'07 Proceedings of the First international conference on Combinatorics, Algorithms, Probabilistic and Experimental Methodologies
Expressive Query Support for Multidimensional Data in Distributed Hash Tables
UCC '12 Proceedings of the 2012 IEEE/ACM Fifth International Conference on Utility and Cloud Computing
Mining neighbor-based patterns in data streams
Information Systems
A single pass algorithm for clustering evolving data streams based on swarm intelligence
Data Mining and Knowledge Discovery
Multimedia Tools and Applications
ACM Transactions on Database Systems (TODS) - Invited papers issue
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)
Scalable K-Means by ranked retrieval
Proceedings of the 7th ACM international conference on Web search and data mining
Model-based clustering of high-dimensional data streams with online mixture of probabilistic PCA
Advances in Data Analysis and Classification
On clustering large number of data streams
Intelligent Data Analysis
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For any positive integers r and n, let H(r,n) denote the family of graphs on n vertices with maximum degree r, and let H(r,n,n) denote the family of bipartite graphs H on 2n vertices with n vertices in each vertex class, and with maximum degree r. On ...