ESA-Stream: Efficient Self-Adaptive Online Data Stream Clustering

[1]  João Gama,et al.  Distributed clustering of ubiquitous data streams , 2014, WIREs Data Mining Knowl. Discov..

[2]  Li Tu,et al.  Density-based clustering for real-time stream data , 2007, KDD '07.

[3]  Jiadong Ren,et al.  Clustering over Data Streams Based on Grid Density and Index Tree , 2011 .

[4]  Bing Liu,et al.  Lifelong machine learning: a paradigm for continuous learning , 2017, Frontiers of Computer Science.

[5]  Anil K. Jain.  Data clustering: 50 years beyond K-means , 2008, Pattern Recognit. Lett..

[6]  Hongjie Jia,et al.  Research on data stream clustering algorithms , 2013, Artificial Intelligence Review.

[7]  Philip S. Yu,et al.  A Framework for Clustering Evolving Data Streams , 2003, VLDB.

[8]  André Carlos Ponce de Leon Ferreira de Carvalho,et al.  Data stream clustering: A survey , 2013, CSUR.

[9]  Philip S. Yu,et al.  A Framework for Projected Clustering of High Dimensional Data Streams , 2004, VLDB.

[10]  João Gama,et al.  A survey on concept drift adaptation , 2014, ACM Comput. Surv..

[11]  Shai Ben-David,et al.  Detecting Change in Data Streams , 2004, VLDB.

[12]  Jean Paul Barddal,et al.  SNCStream: a social network-based data stream clustering algorithm , 2015, SAC.

[13]  Michael Hahsler,et al.  Introduction to stream: An Extensible Framework for Data Stream Clustering Research with R , 2017 .

[14]  Giovanna Menardi,et al.  Density-based Silhouette diagnostics for clustering methods , 2011, Stat. Comput..

[15]  Hans-Peter Kriegel,et al.  A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise , 1996, KDD.

[16]  Wei Fan,et al.  Mining big data: current status, and forecast to the future , 2013, SKDD.

[17]  Quan Qian,et al.  Grid-based Data Stream Clustering for Intrusion Detection , 2013, Int. J. Netw. Secur..

[18]  J. S. Dowker,et al.  Fundamentals of Physics , 1970, Nature.

[19]  Wei Hu,et al.  Twitter spammer detection using data stream clustering , 2014, Inf. Sci..

[20]  Elaine Ribeiro de Faria,et al.  Scalable Data Stream Clustering with k Estimation , 2017, 2017 Brazilian Conference on Intelligent Systems (BRACIS).

[21]  Li Tu,et al.  Stream data clustering based on grid density and attraction , 2009, TKDD.

[22]  Madjid Khalilian,et al.  Data Stream Clustering: Challenges and Issues , 2010, ArXiv.

[23]  Michael Hahsler,et al.  Clustering Data Streams Based on Shared Density between Micro-Clusters , 2016, IEEE Transactions on Knowledge and Data Engineering.

[24]  Hong Huo,et al.  Supervised Adaptive Incremental Clustering for data stream of chunks , 2017, Neurocomputing.

[25]  Bo Yuan,et al.  A Parallel GPU-Based Approach to Clustering Very Fast Data Streams , 2015, CIKM.

[26]  Mustapha Lebbah,et al.  State-of-the-art on clustering data streams , 2016 .

[27]  Eirini Ntoutsi,et al.  Scalable Online-Offline Stream Clustering in Apache Spark , 2016, 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW).

[28]  Daniel A. Keim,et al.  Optimal Grid-Clustering: Towards Breaking the Curse of Dimensionality in High-Dimensional Clustering , 1999, VLDB.

[29]  Sudipto Guha,et al.  Correlation Clustering in Data Streams , 2015, ICML.

[30]  Beng Chin Ooi,et al.  An adaptive and efficient dimensionality reduction algorithm for high-dimensional indexing , 2003, Proceedings 19th International Conference on Data Engineering (Cat. No.03CH37405).

[31]  Bernardete Ribeiro,et al.  Concept Drift Awareness in Twitter Streams , 2014, 2014 13th International Conference on Machine Learning and Applications.

[32]  Vladimir Braverman,et al.  Clustering High Dimensional Dynamic Data Streams , 2017, ICML.

[33]  Matthias Carnein,et al.  evoStream - Evolutionary Stream Clustering Utilizing Idle Times , 2018, Big Data Res..

[34]  Shanika Karunasekera,et al.  Distributed stream clustering using micro-clusters on Apache Storm , 2017, J. Parallel Distributed Comput..

[35]  Plamen Angelov,et al.  Fully online clustering of evolving data streams into arbitrarily shaped clusters , 2017, Inf. Sci..

[36]  Rahim Tafazolli,et al.  Adaptive Clustering for Dynamic IoT Data Streams , 2017, IEEE Internet of Things Journal.

[37]  Ying Wah Teh,et al.  On Density-Based Data Streams Clustering Algorithms: A Survey , 2014, Journal of Computer Science and Technology.

[38]  Daniel Barbará,et al.  Requirements for clustering data streams , 2002, SKDD.

[39]  Xuelong Li,et al.  Balanced Clustering with Least Square Regression , 2017, AAAI.

[40]  Silviu Maniu,et al.  StreamDM: Advanced Data Mining in Spark Streaming , 2015, 2015 IEEE International Conference on Data Mining Workshop (ICDMW).

[41]  Lin F. Yang,et al.  Sensitivity Sampling Over Dynamic Geometric Data Streams with Applications to k-Clustering , 2018, ArXiv.

[42]  Li Liu,et al.  Dynamic Clustering Scheme for Evolving Data Streams Based on Improved STRAP , 2018, IEEE Access.

[43]  Eyke Hüllermeier,et al.  Open challenges for data stream mining research , 2014, SKDD.

[44]  Raman Arora,et al.  Streaming Principal Component Analysis in Noisy Settings , 2018, ICML.

[45]  Cristiano Cervellera,et al.  QuantTree: Histograms for Change Detection in Multivariate Data Streams , 2018, ICML.

[46]  Hans-Peter Kriegel,et al.  Density-based Projected Clustering over High Dimensional Data Streams , 2012, SDM.