A study of retrospective and on-line event detection
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Concept decompositions for large sparse text data using clustering
Machine Learning
Knowledge Acquisition Via Incremental Conceptual Clustering
Machine Learning
FOCS '95 Proceedings of the 36th Annual Symposium on Foundations of Computer Science
FOCS '00 Proceedings of the 41st Annual Symposium on Foundations of Computer Science
Tracking the best linear predictor
The Journal of Machine Learning Research
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Identifying similarities, periodicities and bursts for online search queries
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Semantic similarity between search engine queries using temporal correlation
WWW '05 Proceedings of the 14th international conference on World Wide Web
Evolutionary spectral clustering by incorporating temporal smoothness
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Structural and temporal analysis of the blogosphere through community factorization
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
An event-based framework for characterizing the evolutionary behavior of interaction graphs
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Topic taxonomy adaptation for group profiling
ACM Transactions on Knowledge Discovery from Data (TKDD)
Facetnet: a framework for analyzing communities and their evolutions in dynamic networks
Proceedings of the 17th international conference on World Wide Web
A bayesian mixture model with linear regression mixing proportions
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Community evolution in dynamic multi-mode networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A visual-analytic toolkit for dynamic interaction graphs
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Description and simulation of dynamic mobility networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
A Dynamic Clustering Algorithm for Mobile Objects
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Analyzing communities and their evolutions in dynamic social networks
ACM Transactions on Knowledge Discovery from Data (TKDD)
MetaFac: community discovery via relational hypergraph factorization
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Incremental spectral clustering by efficiently updating the eigen-system
Pattern Recognition
COWES: Web user clustering based on evolutionary web sessions
Data & Knowledge Engineering
An event-based framework for characterizing the evolutionary behavior of interaction graphs
ACM Transactions on Knowledge Discovery from Data (TKDD)
On evolutionary spectral clustering
ACM Transactions on Knowledge Discovery from Data (TKDD)
Semi-supervised classification on evolutionary data
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
On-line evolutionary exponential family mixture
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Detecting dynamic communities in opportunistic networks
ICUFN'09 Proceedings of the first international conference on Ubiquitous and future networks
A particle-and-density based evolutionary clustering method for dynamic networks
Proceedings of the VLDB Endowment
CHRONICLE: A Two-Stage Density-Based Clustering Algorithm for Dynamic Networks
DS '09 Proceedings of the 12th International Conference on Discovery Science
Mining Query Logs: Turning Search Usage Data into Knowledge
Foundations and Trends in Information Retrieval
Multiobjective evolutionary community detection for dynamic networks
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Evolutionary clustering using frequent itemsets
Proceedings of the First International Workshop on Novel Data Stream Pattern Mining Techniques
Towards mobility-based clustering
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Evolutionary hierarchical dirichlet processes for multiple correlated time-varying corpora
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A framework for clustering categorical time-evolving data
IEEE Transactions on Fuzzy Systems
Using cohesive subgroups for analyzing the evolution of the friend view mobile social network
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Topic-constrained hierarchical clustering for document datasets
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Neurocomputing
Community Discovery via Metagraph Factorization
ACM Transactions on Knowledge Discovery from Data (TKDD)
Spatio-temporal data evolutionary clustering based on MOEA/D
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
INFORMS Journal on Computing
MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition
Finding top-k shortest path distance changes in an evolutionary network
SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases
Tracking group evolution in social networks
SocInfo'11 Proceedings of the Third international conference on Social informatics
On clustering heterogeneous social media objects with outlier links
Proceedings of the fifth ACM international conference on Web search and data mining
Modularity-driven clustering of dynamic graphs
SEA'10 Proceedings of the 9th international conference on Experimental Algorithms
Relation strength-aware clustering of heterogeneous information networks with incomplete attributes
Proceedings of the VLDB Endowment
Incremental visual objects clustering with the growing vocabulary tree
Multimedia Tools and Applications
Dense subgraph maintenance under streaming edge weight updates for real-time story identification
Proceedings of the VLDB Endowment
Intrinsically dynamic network communities
Computer Networks: The International Journal of Computer and Telecommunications Networking
Correspondence clustering: an approach to cluster multiple related spatial datasets
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Modeling the flow and change of information on the web
Proceedings of the 21st international conference companion on World Wide Web
Community cores in evolving networks
Proceedings of the 21st international conference companion on World Wide Web
Community detection in Social Media
Data Mining and Knowledge Discovery
Mining temporal patterns in popularity of web items
Information Sciences: an International Journal
Generative Models for Evolutionary Clustering
ACM Transactions on Knowledge Discovery from Data (TKDD)
A sparsity-inducing formulation for evolutionary co-clustering
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Detecting changes of clustering structures using normalized maximum likelihood coding
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
SeqiBloc: mining multi-time spanning blockmodels in dynamic graphs
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
ciForager: Incrementally discovering regions of correlated change in evolving graphs
ACM Transactions on Knowledge Discovery from Data (TKDD)
Understanding online groups through social media
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Maximum margin clustering on evolutionary data
Proceedings of the 21st ACM international conference on Information and knowledge management
Online video segmentation by bayesian split-merge clustering
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Online community detection in social sensing
Proceedings of the sixth ACM international conference on Web search and data mining
Modeling dynamic behavior in large evolving graphs
Proceedings of the sixth ACM international conference on Web search and data mining
Identification of Group Changes in Blogosphere
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Temporal Community Structure Patterns in Diabetes Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Identifying Long Lived Social Communities Using Structural Properties
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Investigating Organized Crime Groups: A Social Network Analysis Perspective
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Mining evolutionary multi-branch trees from text streams
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
The role of research leaders on the evolution of scientific communities
Proceedings of the 22nd international conference on World Wide Web companion
Community structure and evolution analysis of OSN interactions around real-world social phenomena
Proceedings of the 17th Panhellenic Conference on Informatics
Maximizing influence of viral marketing via evolutionary user selection
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Understanding evolving group structures in time-varying networks
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Incremental local community identification in dynamic social networks
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
A sample-based hierarchical adaptive K-means clustering method for large-scale video retrieval
Knowledge-Based Systems
Journal of Information Science
Analyzing future communities in growing citation networks
Proceedings of the 2013 international workshop on Mining unstructured big data using natural language processing
Real time event detection in twitter
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Letters: Clustering of the Self-Organizing Time Map
Neurocomputing
Dynamic joint sentiment-topic model
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
Data Mining and Knowledge Discovery
Adaptive evolutionary clustering
Data Mining and Knowledge Discovery
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We consider the problem of clustering data over time. An evolutionary clustering should simultaneously optimize two potentially conflicting criteria: first, the clustering at any point in time should remain faithful to the current data as much as possible; and second, the clustering should not shift dramatically from one timestep to the next. We present a generic framework for this problem, and discuss evolutionary versions of two widely-used clustering algorithms within this framework: k-means and agglomerative hierarchical clustering. We extensively evaluate these algorithms on real data sets and show that our algorithms can simultaneously attain both high accuracy in capturing today's data, and high fidelity in reflecting yesterday's clustering.