Hillol Kargupta

According to our database1, Hillol Kargupta authored at least 107 papers between 1991 and 2013.

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Awards

IEEE Fellow

IEEE Fellow 2011, "For contributions to distributed data mining".

Timeline

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Bibliography

2013
In-network outlier detection in wireless sensor networks.
Knowl. Inf. Syst., 2013

Breaching Euclidean distance-preserving data perturbation using few known inputs.
Data Knowl. Eng., 2013

2012
Peer-to-peer distributed text classifier learning in PADMINI.
Statistical Analysis and Data Mining, 2012

Introduction to data mining for sustainability.
Data Min. Knowl. Discov., 2012

Connected Cars: How Distributed Data Mining Is Changing the Next Generation of Vehicle Telematics Products.
Proceedings of the Sensor Systems and Software - Third International ICST Conference, 2012

Making Data Analysis Ubiquitous: My Journey Through Academia and Industry.
Proceedings of the Journeys to Data Mining, 2012

2011
Scalable, asynchronous, distributed eigen monitoring of astronomy data streams.
Statistical Analysis and Data Mining, 2011

Multi-objective optimization based privacy preserving distributed data mining in Peer-to-Peer networks.
Peer-to-Peer Networking and Applications, 2011

A Sustainable Approach for Demand Prediction in Smart Grids using a Distributed Local Asynchronous Algorithm.
Proceedings of the 2011 Conference on Intelligent Data Understanding, 2011

2010
MineFleet®: The Vehicle Data Stream Mining System for Ubiquitous Environments.
Proceedings of the Ubiquitous Knowledge Discovery - Challenges, Techniques, Applications, 2010

A local asynchronous distributed privacy preserving feature selection algorithm for large peer-to-peer networks.
Knowl. Inf. Syst., 2010

MineFleet®: an overview of a widely adopted distributed vehicle performance data mining system.
Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010

The next generation of transportation systems, greenhouse emissions, and data mining.
Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010

PADMINI: A Peer-to-Peer Distributed Astronomy Data Mining System and a Case Study.
Proceedings of the 2010 Conference on Intelligent Data Understanding, 2010

2009
A Generic Local Algorithm for Mining Data Streams in Large Distributed Systems.
IEEE Trans. Knowl. Data Eng., 2009

Approximate Distributed K-Means Clustering over a Peer-to-Peer Network.
IEEE Trans. Knowl. Data Eng., 2009

A communication efficient probabilistic algorithm for mining frequent itemsets from a peer-to-peer network.
Statistical Analysis and Data Mining, 2009

Scalable Distributed Change Detection from Astronomy Data Streams Using Local, Asynchronous Eigen Monitoring Algorithms.
Proceedings of the SIAM International Conference on Data Mining, 2009

A Local Distributed Peer-to-Peer Algorithm Using Multi-Party Optimization Based Privacy Preservation for Data Mining Primitive Computation.
Proceedings of the Proceedings P2P 2009, 2009


TagLearner: A P2P Classifier Learning System from Collaboratively Tagged Text Documents.
Proceedings of the ICDM Workshops 2009, 2009

2008
A Survey of Attack Techniques on Privacy-Preserving Data Perturbation Methods.
Proceedings of the Privacy-Preserving Data Mining - Models and Algorithms, 2008

Guest Editors' Introduction: Special Section on Intelligence and Security Informatics.
IEEE Trans. Knowl. Data Eng., 2008

Distributed Identification of Top-l Inner Product Elements and its Application in a Peer-to-Peer Network.
IEEE Trans. Knowl. Data Eng., 2008

Distributed Decision-Tree Induction in Peer-to-Peer Systems.
Statistical Analysis and Data Mining, 2008

A Scalable Local Algorithm for Distributed Multivariate Regression.
Statistical Analysis and Data Mining, 2008

Distributed probabilistic inferencing in sensor networks using variational approximation.
J. Parallel Distrib. Comput., 2008

An Efficient Local Algorithm for Distributed Multivariate Regression in Peer-to-Peer Networks.
Proceedings of the SIAM International Conference on Data Mining, 2008

Distributed Linear Programming and Resource Management for Data Mining in Distributed Environments.
Proceedings of the Workshops Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008

Topic 5: Parallel and Distributed Databases.
Proceedings of the Euro-Par 2008, 2008

Thoughts on Human Emotions, Breakthroughs in Communication, and the Next Generation of Data Mining.
Proceedings of the Next Generation of Data Mining., 2008

Privacy-Preserving Data Analysis on Graphs and Social Networks.
Proceedings of the Next Generation of Data Mining., 2008

2007
Algorithms for Distributed Data Stream Mining.
Proceedings of the Data Streams - Models and Algorithms, 2007

Distributed Top-K Outlier Detection from Astronomy Catalogs using the DEMAC System.
Proceedings of the Seventh SIAM International Conference on Data Mining, 2007

Multi-party, Privacy-Preserving Distributed Data Mining Using a Game Theoretic Framework.
Proceedings of the Knowledge Discovery in Databases: PKDD 2007, 2007

Uniform Data Sampling from a Peer-to-Peer Network.
Proceedings of the 27th IEEE International Conference on Distributed Computing Systems (ICDCS 2007), 2007

Peer-to-Peer Data Mining, Privacy Issues, and Games.
Proceedings of the Autonomous Intelligent Systems: Multi-Agents and Data Mining, 2007

2006
Random Projection-Based Multiplicative Data Perturbation for Privacy Preserving Distributed Data Mining.
IEEE Trans. Knowl. Data Eng., 2006

Orthogonal Decision Trees.
IEEE Trans. Knowl. Data Eng., 2006

Client-side web mining for community formation in peer-to-peer environments.
SIGKDD Explorations, 2006

On-board Vehicle Data Stream Monitoring Using MineFleet and Fast Resource Constrained Monitoring of Correlation Matrices.
New Generation Comput., 2006

Clustering distributed data streams in peer-to-peer environments.
Inf. Sci., 2006

Distributed Data Mining in Peer-to-Peer Networks.
IEEE Internet Computing, 2006

Local L2-Thresholding Based Data Mining in Peer-to-Peer Systems.
Proceedings of the Sixth SIAM International Conference on Data Mining, 2006

K-Means Clustering Over a Large, Dynamic Network.
Proceedings of the Sixth SIAM International Conference on Data Mining, 2006

An Attacker's View of Distance Preserving Maps for Privacy Preserving Data Mining.
Proceedings of the Knowledge Discovery in Databases: PKDD 2006, 2006

In-Network Outlier Detection in Wireless Sensor Networks.
Proceedings of the 26th IEEE International Conference on Distributed Computing Systems (ICDCS 2006), 2006

2005
Random-data perturbation techniques and privacy-preserving data mining.
Knowl. Inf. Syst., 2005

Distributed data mining and agents.
Eng. Appl. of AI, 2005

Orthogonal Decision Trees for Resource-Constrained Physiological Data Stream Monitoring Using Mobile Devices.
Proceedings of the High Performance Computing, 2005

Topic 5 - Parallel and Distributed Databases, Data Mining and Knowledge Discovery.
Proceedings of the Euro-Par 2005, Parallel Processing, 11th International Euro-Par Conference, Lisbon, Portugal, August 30, 2005

A collaborative distributed privacy-sensitive decision support system for monitoring heterogeneous data sources.
Proceedings of the 2005 International Symposium on Collaborative Technologies and Systems, 2005

2004
A Fourier Spectrum-Based Approach to Represent Decision Trees for Mining Data Streams in Mobile Environments.
IEEE Trans. Knowl. Data Eng., 2004

Learning Functions Using Randomized Genetic Code-Like Transformations: Probabilistic Properties and Experimentations.
IEEE Trans. Knowl. Data Eng., 2004

Collective Mining of Bayesian Networks from Distributed Heterogeneous Data.
Knowl. Inf. Syst., 2004

VEDAS: A Mobile and Distributed Data Stream Mining System for Real-Time Vehicle Monitoring.
Proceedings of the Fourth SIAM International Conference on Data Mining, 2004

Privacy-Sensitive Bayesian Network Parameter Learning.
Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004), 2004

Orthogonal Decision Trees.
Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004), 2004

Communication Efficient Construction of Decision Trees Over Heterogeneously Distributed Data.
Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004), 2004

Multi-agent Systems and Distributed Data Mining.
Proceedings of the Cooperative Information Agents VIII, 8th International Workshop, 2004

2003
Dependency detection in MobiMine: a systems perspective.
Inf. Sci., 2003

Analysis of privacy preserving random perturbation techniques: further explorations.
Proceedings of the 2003 ACM Workshop on Privacy in the Electronic Society, 2003

Privacy Sensitive Distributed Data Mining from Multi-party Data.
Proceedings of the Intelligence and Security Informatics, First NSF/NIJ Symposium, 2003

Towards a Pervasive Grid.
Proceedings of the 17th International Parallel and Distributed Processing Symposium (IPDPS 2003), 2003

On the Privacy Preserving Properties of Random Data Perturbation Techniques.
Proceedings of the 3rd IEEE International Conference on Data Mining (ICDM 2003), 2003

Homeland security and privacy sensitive data mining from multi-party distributed resources.
Proceedings of the 12th IEEE International Conference on Fuzzy Systems, 2003

2002
MobiMine: Monitoring the Stock Market from a PDA.
SIGKDD Explorations, 2002

Book Reviews. Review of Advances in Distributed and Parallel Knowledge Discovery.
Pattern Anal. Appl., 2002

Toward Machine Learning Through Genetic Code-like Transformations.
Genetic Programming and Evolvable Machines, 2002

Editorial: Computation in Gene Expression.
Genetic Programming and Evolvable Machines, 2002

Distributed, Collaborative Data Analysis from Heterogeneous Sites Using a Scalable Evolutionary Technique.
Appl. Intell., 2002

Dependency Detection in MobiMine and Random Matrices.
Proceedings of the Principles of Data Mining and Knowledge Discovery, 2002

Constructing Simpler Decision Trees from Ensemble Models Using Fourier Analysis.
Proceedings of the 2002 ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, 2002

A Random Matrix-Based Approach for Dependency Detection from Data Streams.
Proceedings of the 2002 ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, 2002

A Resampling Technique for Learning the Fourier Spectrum of Skewed Data.
Proceedings of the 2002 ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, 2002

2001
Distributed Clustering Using Collective Principal Component Analysis.
Knowl. Inf. Syst., 2001

Distributed Multivariate Regression Using Wavelet-Based Collective Data Mining.
J. Parallel Distrib. Comput., 2001

Gene Expression and Fast Construction of Distributed Evolutionary Representation.
Evolutionary Computation, 2001

Computation in Gene Expression.
Complex Systems, 2001

A Striking Property of Genetic Code-like Transformations.
Complex Systems, 2001

A Fourier Analysis Based Approach to Learning Decision Trees in a Distributed Environment.
Proceedings of the First SIAM International Conference on Data Mining, 2001

Data mining "to go": ubiquitous KDD for mobile and distributed environments.
Proceedings of the Tutorial notes of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, 2001

Mining Decision Trees from Data Streams in a Mobile Environment.
Proceedings of the 2001 IEEE International Conference on Data Mining, 29 November, 2001

Distributed Web Mining Using Bayesian Networks from Multiple Data Streams.
Proceedings of the 2001 IEEE International Conference on Data Mining, 29 November, 2001

Toward ubiquitous mining of distributed data.
Proceedings of the Data Mining and Knowledge Discovery: Theory, 2001

2000
Report from the Workshop on Distributed and Parallel Knowledge Discovery, ACM SIGKDD-2000.
SIGKDD Explorations, 2000

The Genetic Code-Like Transformations and Their Effect on Learning Functions.
Proceedings of the Parallel Problem Solving from Nature, 2000

Collective Principal Component Analysis from Distributed, Heterogeneous Data.
Proceedings of the Principles of Data Mining and Knowledge Discovery, 2000

Distributed and parallel knowledge discovery (workshop session - title only).
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, 2000

Computation in Genetic Code-Like Transformations.
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO '00), 2000

1999
Collective, Hierarchical Clustering from Distributed, Heterogeneous Data.
Proceedings of the Large-Scale Parallel Data Mining, 1999

1998
Further Experimentations on the Scalability of the GEMGA.
Proceedings of the Parallel Problem Solving from Nature, 1998

1997
SEARCH, Computational Processes in Evolution, and Preliminary Development of the Gene Expression Messy Genetic Algorithm.
Complex Systems, 1997

Scalable, Distributed Data Mining - An Agent Architecture.
Proceedings of the Third International Conference on Knowledge Discovery and Data Mining (KDD-97), 1997

DNA To Protein: Transformations and Their Possible Role in Linkage Learning.
Proceedings of the 7th International Conference on Genetic Algorithms, 1997

Web Based Parallel/Distributed Medical Data Mining Using Software Agents.
Proceedings of the AMIA 1997, 1997

1996
Polynominal Complexity Blackbox Search: Lessons From the SEARCH Framework.
Proceedings of 1996 IEEE International Conference on Evolutionary Computation, 1996

The Gene Expression Messy Genetic Algorithm.
Proceedings of 1996 IEEE International Conference on Evolutionary Computation, 1996

The Performance of the Gene Expression Messy Genetic Algorithm On Real Test Functions.
Proceedings of 1996 IEEE International Conference on Evolutionary Computation, 1996

SEARCH, Blackbox Optimization, And Sample Complexity.
Proceedings of the 4th Workshop on Foundations of Genetic Algorithms. San Diego, 1996

The gene expression messy genetic algorithm for financial applications.
Proceedings of the IEEE/IAFE 1996 Conference on Computational Intelligence for Financial Engineering, 1996

1995
A Temporal Sequence Processor Based on the Biological Reaction-diffusion Process.
Complex Systems, 1995

Signal-to-noise, Crosstalk, and Long Range Problem Difficulty in Genetic Algorithms.
Proceedings of the 6th International Conference on Genetic Algorithms, 1995

1993
Information Transmission in Genetic Algorithm and Shannon's Second Theorem.
Proceedings of the 5th International Conference on Genetic Algorithms, 1993

RapidAccurate Optimization of Difficult Problems Using Fast Messy Genetic Algorithms.
Proceedings of the 5th International Conference on Genetic Algorithms, 1993

1992
Ordering Genetic Algorithms and Deception.
Proceedings of the Parallel Problem Solving from Nature 2, 1992

1991
System Identification with Evolving Polynomial Networks.
Proceedings of the 4th International Conference on Genetic Algorithms, 1991


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