Data streams: models and algorithms CC Aggarwal Springer Science & Business Media, 2007 | 1095 | 2007 |

On the privacy preserving properties of random data perturbation techniques H Kargupta, S Datta, Q Wang, K Sivakumar Third IEEE international conference on data mining, 99-106, 2003 | 755 | 2003 |

Random projection-based multiplicative data perturbation for privacy preserving distributed data mining K Liu, H Kargupta, J Ryan IEEE Transactions on knowledge and Data Engineering 18 (1), 92-106, 2005 | 587 | 2005 |

RapidAccurate Optimization of Difficult Problems Using Fast Messy Genetic Algorithms. DE Goldberg, K Deb, H Kargupta, GR Harik ICGA 5, 56-64, 1993 | 585 | 1993 |

In-network outlier detection in wireless sensor networks JW Branch, C Giannella, B Szymanski, R Wolff, H Kargupta Knowledge and information systems 34 (1), 23-54, 2013 | 462 | 2013 |

Collective data mining: A new perspective toward distributed data mining H Kargupta, B Park, D Hershberger, E Johnson Advances in distributed and parallel knowledge discovery 2, 131-174, 1999 | 332 | 1999 |

Distributed data mining: Algorithms, systems, and applications BH Park, H Kargupta | 331 | 2002 |

Distributed data mining in peer-to-peer networks S Datta, K Bhaduri, C Giannella, R Wolff, H Kargupta IEEE internet computing 10 (4), 18-26, 2006 | 291 | 2006 |

Advances in distributed and parallel knowledge discovery H Kargupta, P Chan AAAI Press/MIT Press, 2000 | 254 | 2000 |

The gene expression messy genetic algorithm H Kargupta Proceedings of IEEE International Conference on Evolutionary Computation …, 1996 | 242 | 1996 |

Distributed clustering using collective principal component analysis H Kargupta, W Huang, K Sivakumar, E Johnson Knowledge and Information Systems 3 (4), 422-448, 2001 | 236 | 2001 |

Random-data perturbation techniques and privacy-preserving data mining H Kargupta, S Datta, Q Wang, K Sivakumar Knowledge and Information Systems 7 (4), 387-414, 2005 | 234 | 2005 |

Clustering distributed data streams in peer-to-peer environments S Bandyopadhyay, C Giannella, U Maulik, H Kargupta, K Liu, S Datta Information Sciences 176 (14), 1952-1985, 2006 | 209 | 2006 |

VEDAS: A mobile and distributed data stream mining system for real-time vehicle monitoring H Kargupta, R Bhargava, K Liu, M Powers, P Blair, S Bushra, J Dull, ... Proceedings of the 2004 SIAM International Conference on Data Mining, 300-311, 2004 | 205 | 2004 |

Scalable, Distributed Data Mining-An Agent Architecture. H Kargupta, I Hamzaoglu, B Stafford KDD, 211-214, 1997 | 205 | 1997 |

Collective, hierarchical clustering from distributed, heterogeneous data EL Johnson, H Kargupta Large-Scale Parallel Data Mining, 221-244, 2000 | 184 | 2000 |

K-means clustering over a large, dynamic network S Datta, C Giannella, H Kargupta Proceedings of the 2006 SIAM international conference on data mining, 153-164, 2006 | 176* | 2006 |

An attacker’s view of distance preserving maps for privacy preserving data mining K Liu, C Giannella, H Kargupta European Conference on Principles of Data Mining and Knowledge Discovery …, 2006 | 174 | 2006 |

MobiMine: Monitoring the stock market from a PDA H Kargupta, BH Park, S Pittie, L Liu, D Kushraj, K Sarkar ACM SIGKDD Explorations Newsletter 3 (2), 37-46, 2002 | 166 | 2002 |

Approximate distributed k-means clustering over a peer-to-peer network S Datta, C Giannella, H Kargupta IEEE Transactions on Knowledge and Data Engineering 21 (10), 1372-1388, 2008 | 144 | 2008 |