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Hillol Kargupta

Papers on DiSC'04


On the Privacy Preserving Properties of Random Data Perturbation Techniques

Publications


Note: Links lead to the DBLP on the Web.

Hillol Kargupta

Hillol Kargupta, Byung-Hoon Park : A Fourier Spectrum-Based Approach to Represent Decision Trees for Mining Data Streams in Mobile Environments. IEEE Trans. Knowl. Data Eng. 16 (2): 216-229 (2004)

Hillol Kargupta, Souptik Datta , Qi Wang , Krishnamoorthy Sivakumar : On the Privacy Preserving Properties of Random Data Perturbation Techniques. ICDM 2003 : 99-106

Vipul Hingne , Anupam Joshi , Timothy W. Finin , Hillol Kargupta, Elias N. Houstis : Towards a Pervasive Grid. IPDPS 2003 : 207

Hillol Kargupta, Kun Liu , Jessica Ryan : Privacy Sensitive Distributed Data Mining from Multi-party Data. ISI 2003 : 336-342

Sweta Pittie , Hillol Kargupta, Byung-Hoon Park : Dependency detection in MobiMine: a systems perspective. Inf. Sci. 155 (3-4): 227-243 (2003)

Hillol Kargupta, Krishnamoorthy Sivakumar , Samiran Ghosh : A Random Matrix-Based Approach for Dependency Detection from Data Streams. DMKD 2002

Rajeev Ayyagari , Hillol Kargupta: A Resampling Technique for Learning the Fourier Spectrum of Skewed Data. DMKD 2002

Byung-Hoon Park , Hillol Kargupta: Constructing Simpler Decision Trees from Ensemble Models Using Fourier Analysis. DMKD 2002

Hillol Kargupta, Krishnamoorthy Sivakumar , Samiran Ghosh : Dependency Detection in MobiMine and Random Matrices. PKDD 2002 : 250-262

Byung-Hoon Park , Hillol Kargupta, Erik L. Johnson , E. Sanseverino , Daryl E. Hershberger , L. Silvestre : Distributed, Collaborative Data Analysis from Heterogeneous Sites Using a Scalable Evolutionary Technique. Appl. Intell. 16 (1): 19-42 (2002)

Hillol Kargupta: Editorial: Computation in Gene Expression. Genetic Programming and Evolvable Machines 3 (2): 111-112 (2002)

Hillol Kargupta, Samiran Ghosh : Toward Machine Learning Through Genetic Code-like Transformations. Genetic Programming and Evolvable Machines 3 (3): 231-258 (2002)

Hillol Kargupta, Philip Chan : Book Reviews. Review of Advances in Distributed and Parallel Knowledge Discovery. Pattern Anal. Appl. 5 (4): 399-401 (2002)

Hillol Kargupta, Byung-Hoon Park , Sweta Pittie , Lei Liu , Deepali Kushraj , Kakali Sarkar : MobiMine: Monitoring the Stock Market from a PDA. SIGKDD Explorations 3 (2): 37-46 (2002)

Hillol Kargupta, Byung-Hoon Park : Mining Decision Trees from Data Streams in a Mobile Environment. ICDM 2001 : 281-288

R. Chen , Krishnamoorthy Sivakumar , Hillol Kargupta: Distributed Web Mining Using Bayesian Networks from Multiple Data Streams. ICDM 2001 : 75-82

Hillol Kargupta, Anupam Joshi : Data mining "to go": ubiquitous KDD for mobile and distributed environments. KDD Tutorials 2001

Hillol Kargupta, Byung-Hoon Park : Gene Expression and Fast Construction of Distributed Evolutionary Representation. Evolutionary Computation 9 (1): 43-69 (2001)

Daryl E. Hershberger , Hillol Kargupta: Distributed Multivariate Regression Using Wavelet-Based Collective Data Mining. J. Parallel Distrib. Comput. 61 (3): 372-400 (2001)

Hillol Kargupta, Weiyun Huang , Krishnamoorthy Sivakumar , Erik L. Johnson : Distributed Clustering Using Collective Principal Component Analysis. Knowl. Inf. Syst. 3 (4): 422-448 (2001)

Hillol Kargupta: Computation in Genetic Code-Like Transformations. GECCO 2000 : 937-

Hillol Kargupta, Philip Chan , Vipin Kumar , Zoran Obradovic : Distributed and parallel knowledge discovery (workshop session - title only). KDD 2000 : 534

Hillol Kargupta, Weiyun Huang , Krishnamoorthy Sivakumar , Byung-Hoon Park , Shuren Wang : Collective Principal Component Analysis from Distributed, Heterogeneous Data. PKDD 2000 : 452-457

Hillol Kargupta: The Genetic Code-Like Transformations and Their Effect on Learning Functions. PPSN 2000 : 99-108

Hillol Kargupta, Joydeep Ghosh , Vipin Kumar , Zoran Obradovic : Report from the Workshop on Distributed and Parallel Knowledge Discovery, ACM SIGKDD-2000. SIGKDD Explorations 2 (2): 108-109 (2000)

Erik L. Johnson , Hillol Kargupta: Collective, Hierarchical Clustering from Distributed, Heterogeneous Data. Large-Scale Parallel Data Mining 1999 : 221-244

Hillol Kargupta, Sanghamitra Bandyopadhyay : Further Experimentations on the Scalability of the GEMGA. PPSN 1998 : 315-324

Hillol Kargupta, Brian Stafford : DNA To Protein: Transformations and Their Possible Role in Linkage Learning. ICGA 1997 : 409-417

Hillol Kargupta, Ilker Hamzaoglu , Brian Stafford : Scalable, Distributed Data Mining - An Agent Architecture. KDD 1997 : 211-214

Hillol Kargupta, David E. Goldberg : SEARCH, Blackbox Optimization, And Sample Complexity. FOGA 1996 : 291-324

Hillol Kargupta: The Performance of the Gene Expression Messy Genetic Algorithm On Real Test Functions. International Conference on Evolutionary Computation 1996 : 631-636

Hillol Kargupta, David E. Goldberg : Polynominal Complexity Blackbox Search: Lessons From the SEARCH Framework. International Conference on Evolutionary Computation 1996 : 792-797

Hillol Kargupta: The Gene Expression Messy Genetic Algorithm. International Conference on Evolutionary Computation 1996 : 814-819

Hillol Kargupta: Signal-to-noise, Crosstalk, and Long Range Problem Difficulty in Genetic Algorithms. ICGA 1995 : 193-200

David E. Goldberg , Kalyanmoy Deb , Hillol Kargupta, Georges R. Harik : RapidAccurate Optimization of Difficult Problems Using Fast Messy Genetic Algorithms. ICGA 1993 : 56-64

Hillol Kargupta: Information Transmission in Genetic Algorithm and Shannon's Second Theorem. ICGA 1993 : 640

Hillol Kargupta, Kalyanmoy Deb , David E. Goldberg : Ordering Genetic Algorithms and Deception. PPSN 1992 : 49-58

Hillol Kargupta, Robert E. Smith : System Identification with Evolving Polynomial Networks. ICGA 1991 : 370-376

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