Querying and mining data streams: you only get one look a tutorial

Issues in data stream management

ACM SIGMOD Record

Bursty and Hierarchical Structure in Streams

Data Mining and Knowledge Discovery

A learning-based approach to estimate statistics of operators in continuous queries: a case study

DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery

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

Holistic UDAFs at streaming speeds

SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data

Semantic Approximation of Data Stream Joins

IEEE Transactions on Knowledge and Data Engineering

Effective Computation of Biased Quantiles over Data Streams

ICDE '05 Proceedings of the 21st International Conference on Data Engineering

What's hot and what's not: tracking most frequent items dynamically

ACM Transactions on Database Systems (TODS) - Special Issue: SIGMOD/PODS 2003

Space efficient mining of multigraph streams

Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems

An improved data stream summary: the count-min sketch and its applications

Journal of Algorithms

Efficient mining method for retrieving sequential patterns over online data streams

Journal of Information Science

Summarizing and mining inverse distributions on data streams via dynamic inverse sampling

VLDB '05 Proceedings of the 31st international conference on Very large data bases

Mining data streams: a review

ACM SIGMOD Record

Integrating DCT and DWT for approximating cube streams

Proceedings of the 14th ACM international conference on Information and knowledge management

What's new: finding significant differences in network data streams

IEEE/ACM Transactions on Networking (TON)

Online clustering of parallel data streams

Data & Knowledge Engineering

Mining sequential patterns from data streams: a centroid approach

Journal of Intelligent Information Systems

High-throughput sketch update on a low-power stream processor

Proceedings of the 2006 ACM/IEEE symposium on Architecture for networking and communications systems

Sketching probabilistic data streams

Proceedings of the 2007 ACM SIGMOD international conference on Management of data

Density-based clustering for real-time stream data

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining

Extensions of vector quantization for incremental clustering

Pattern Recognition

Approximate Query Processing in Cube Streams

IEEE Transactions on Knowledge and Data Engineering

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

Adaptive-sampling algorithms for answering aggregation queries on Web sites

Data & Knowledge Engineering

Explicit constructions for compressed sensing of sparse signals

Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms

Efficient instance-based learning on data streams

Intelligent Data Analysis

Discovering frequent sets from data streams with CPU constraint

AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70

A survey on algorithms for mining frequent itemsets over data streams

Knowledge and Information Systems

Online mining of frequent sets in data streams with error guarantee

Knowledge and Information Systems

Maintaining frequent closed itemsets over a sliding window

Journal of Intelligent Information Systems

Discovering frequent itemsets over transactional data streams through an efficient and stable approximate approach

Expert Systems with Applications: An International Journal

Incremental and Adaptive Clustering Stream Data over Sliding Window

DEXA '09 Proceedings of the 20th International Conference on Database and Expert Systems Applications

Event-based applications and enabling technologies

Proceedings of the Third ACM International Conference on Distributed Event-Based Systems

Synopsis based load shedding in XML streams

Proceedings of the 2009 EDBT/ICDT Workshops

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

Step-by-step regression: a more efficient alternative for polynomial multiple linear regression in stream cube

PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining

A unifying method for outlier and change detection from data streams based on local polynomial fitting

PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining

Towards subspace clustering on dynamic data: an incremental version of PreDeCon

Proceedings of the First International Workshop on Novel Data Stream Pattern Mining Techniques

Approximating sliding windows by cyclic tree-like histograms for efficient range queries

Data & Knowledge Engineering

Space-optimal heavy hitters with strong error bounds

ACM Transactions on Database Systems (TODS)

An adaptive approximation method to discover frequent itemsets over sliding-window-based data streams

Expert Systems with Applications: An International Journal

Density based subspace clustering over dynamic data

SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management

EStream: online mining of frequent sets with precise error guarantee

DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery

σ-SCLOPE: clustering categorical streams using attribute selection

KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II

A false negative approach to mining frequent itemsets from high speed transactional data streams

Information Sciences: an International Journal

Processing count queries over event streams at multiple time granularities

Information Sciences: an International Journal

Differentially private summaries for sparse data

Proceedings of the 15th International Conference on Database Theory

Synopses for Massive Data: Samples, Histograms, Wavelets, Sketches

Foundations and Trends in Databases

Max-FISM: Mining (recently) maximal frequent itemsets over data streams using the sliding window model

Computers & Mathematics with Applications

Evolving fuzzy pattern trees for binary classification on data streams

Information Sciences: an International Journal

Streaming algorithms for data in motion

ESCAPE'07 Proceedings of the First international conference on Combinatorics, Algorithms, Probabilistic and Experimental Methodologies

Clustering cubes with binary dimensions in one pass

Proceedings of the sixteenth international workshop on Data warehousing and OLAP

In-network approximate computation of outliers with quality guarantees

Information Systems