ACM Computing Surveys (CSUR) - Annals of discrete mathematics, 24
The effectiveness and efficiency of agglomerative hierarchic clustering in document retrieval
The effectiveness and efficiency of agglomerative hierarchic clustering in document retrieval
A dynamic cluster maintenance system for information retrieval
SIGIR '87 Proceedings of the 10th annual international ACM SIGIR conference on Research and development in information retrieval
Annual review of information science and technology, vol. 22
Algorithms for clustering data
Algorithms for clustering data
Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Recent trends in hierarchic document clustering: a critical review
Information Processing and Management: an International Journal
Comparison of hierarchic agglomerative clustering methods for document retrieval
The Computer Journal
Information Processing and Management: an International Journal
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Hypertext and hypermedia
Concepts and effectiveness of the cover-coefficient-based clustering methodology for text databases
ACM Transactions on Database Systems (TODS)
The efficiency of inverted index and cluster searches
Proceedings of the 9th annual international ACM SIGIR conference on Research and development in information retrieval
Optimization of inverted vector searches
SIGIR '85 Proceedings of the 8th annual international ACM SIGIR conference on Research and development in information retrieval
SIGIR '85 Proceedings of the 8th annual international ACM SIGIR conference on Research and development in information retrieval
Generation and search of clustered files
ACM Transactions on Database Systems (TODS)
Approximating block accesses in database organizations
Communications of the ACM
The best-match problem in document retrieval
Communications of the ACM
Information Retrieval
Information Retrieval: Computational and Theoretical Aspects
Information Retrieval: Computational and Theoretical Aspects
Dynamic information and library processing
Dynamic information and library processing
Development of a modern OPAC: from REVTOLC to MARIAN
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
HypIR: a hypertext-based approach to information retrieval
SAC '93 Proceedings of the 1993 ACM/SIGAPP symposium on Applied computing: states of the art and practice
Text to hypertext: can clustering solve the problem in digital libraries?
Proceedings of the first ACM international conference on Digital libraries
Incremental clustering and dynamic information retrieval
STOC '97 Proceedings of the twenty-ninth annual ACM symposium on Theory of computing
Discovering similar resources by content part-linking
CIKM '97 Proceedings of the sixth international conference on Information and knowledge management
Static and dynamic information organization with star clusters
Proceedings of the seventh international conference on Information and knowledge management
Efficient algorithms for geometric optimization
ACM Computing Surveys (CSUR)
A practical clustering algorithm for static and dynamic information organization
Proceedings of the tenth annual ACM-SIAM symposium on Discrete algorithms
ACM Computing Surveys (CSUR)
Using star clusters for filtering
Proceedings of the ninth international conference on Information and knowledge management
An On-Line Document Clustering Method Based on Forgetting Factors
ECDL '01 Proceedings of the 5th European Conference on Research and Advanced Technology for Digital Libraries
On the quality of ART1 text clustering
Neural Networks - 2003 Special issue: Advances in neural networks research IJCNN'03
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Efficiency and effectiveness of query processing in cluster-based retrieval
Information Systems
Clustering in Dynamic Spatial Databases
Journal of Intelligent Information Systems
Unsupervised clustering on dynamic databases
Pattern Recognition Letters
Autonomous authoring tools for hypertext
ACM Computing Surveys (CSUR)
Towards a machine learning approach based on incremental concept formation
Intelligent Data Analysis
An investigation into the stability of contextual document clustering
Journal of the American Society for Information Science and Technology
Incremental cluster-based retrieval using compressed cluster-skipping inverted files
ACM Transactions on Information Systems (TOIS)
Web Intelligence and Agent Systems
Incremental clustering of mixed data based on distance hierarchy
Expert Systems with Applications: An International Journal
Bilkent news portal: a personalizable system with new event detection and tracking capabilities
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Online Outlier Detection Based on Relative Neighbourhood Dissimilarity
WISE '08 Proceedings of the 9th international conference on Web Information Systems Engineering
Aggregated cross-media news visualization and personalization
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Cover Coefficient-Based Multi-document Summarization
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
The Journal of Supercomputing
Enhancing an Incremental Clustering Algorithm for Web Page Collections
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
A text mining approach for automatic construction of hypertexts
Expert Systems with Applications: An International Journal
New event detection and topic tracking in Turkish
Journal of the American Society for Information Science and Technology
RSMAT: Robust simultaneous modeling and tracking
Pattern Recognition Letters
XML data clustering: An overview
ACM Computing Surveys (CSUR)
A flexible architecture integrating monitoring and analytics for managing large-scale data centers
Proceedings of the 8th ACM international conference on Autonomic computing
Activity knowledge transfer in smart environments
Pervasive and Mobile Computing
Approximate kernel k-means: solution to large scale kernel clustering
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Modified adaptive resonance theory network for mixed data based on distance hierarchy
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part IV
BayesTH-MCRDR algorithm for automatic classification of web document
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
When Is the Right Time to Refresh Knowledge Discovered from Data?
Operations Research
Hi-index | 0.03 |
Clustering of very large document databases is useful for both searching and browsing. The periodic updating of clusters is required due to the dynamic nature of databases. An algorithm for incremental clustering is introduced. The complexity and cost analysis of the algorithm together with an investigation of its expected behavior are presented. Through empirical testing it is shown that the algorithm achieves cost effectiveness and generates statistically valid clusters that are compatible with those of reclustering. The experimental evidence shows that the algorithm creates an effective and efficient retrieval environment.