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Hillol Kargupta

Papers on DiSC'03


Constructing Simpler Decision Trees from Ensemble Models Using Fourier Analysis

A Resampling Technique for Learning the Fourier Spectrum of Skewed Data

A Random Matrix-Based Approach for Dependency Detection from Data Streams

MobiMine: Monitoring the Stock Market from a PDA

Publications


Note: Links lead to the DBLP on the Web.

Hillol Kargupta

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

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

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

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

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

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

27 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. Applied Intelligence 16 (1): 19-42 (2002)

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

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

24 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)

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

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

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

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

19 Daryl E. Hershberger , Hillol Kargupta: Distributed Multivariate Regression Using Wavelet-Based Collective Data Mining. Journal of Parallel and Distributed Computing 61 (3): 372-400 (2001)

18 Hillol Kargupta, Weiyun Huang , Krishnamoorthy Sivakumar , Erik L. Johnson : Distributed Clustering Using Collective Principal Component Analysis. Knowledge and Information Systems 3 (4): 422-448 (2001)

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

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

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

14 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)

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

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

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

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

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

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

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

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

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

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

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

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

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




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