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Joydeep Ghosh

Papers on DiSC'06


CLUMP: A Scalable and Robust Framework for Structure Discovery

A distributed learning framework for heterogeneous data sources

Publications


Note: Links lead to the DBLP on the Web.

Joydeep Ghosh

Suju Rajan , Kunal Punera , Joydeep Ghosh: A Maximum Likelihood Framework for Integrating Taxonomies. AAAI 2005 : 856-861

Kuiyu Chang , Joydeep Ghosh: Probabilistic Principal Surface Classifier. FSKD (2) 2005 : 1236-1244

Kunal Punera , Joydeep Ghosh: CLUMP: A Scalable and Robust Framework for Structure Discovery. ICDM 2005 : 757-760

Gunjan Gupta , Joydeep Ghosh: Robust one-class clustering using hybrid global and local search. ICML 2005 : 273-280

Srujana Merugu , Joydeep Ghosh: A distributed learning framework for heterogeneous data sources. KDD 2005 : 208-217

Arindam Banerjee , Chase Krumpelman , Joydeep Ghosh, Sugato Basu , Raymond J. Mooney : Model-based overlapping clustering. KDD 2005 : 532-537

Suju Rajan , Joydeep Ghosh: Exploiting Class Hierarchies for Knowledge Transfer in Hyperspectral Data. Multiple Classifier Systems 2005 : 417-427

Kunal Punera , Suju Rajan , Joydeep Ghosh: Automatically learning document taxonomies for hierarchical classification. WWW (Special interest tracks and posters) 2005 : 1010-1011

Shi Zhong , Joydeep Ghosh: Generative model-based document clustering: a comparative study. Knowl. Inf. Syst. 8 (3): 374-384 (2005)

Srujana Merugu , Joydeep Ghosh: A privacy-sensitive approach to distributed clustering. Pattern Recognition Letters 26 (4): 399-410 (2005)

Arindam Banerjee , Inderjit S. Dhillon , Joydeep Ghosh, Srujana Merugu : An information theoretic analysis of maximum likelihood mixture estimation for exponential families. ICML 2004

Arindam Banerjee , Inderjit S. Dhillon , Joydeep Ghosh, Srujana Merugu , Dharmendra S. Modha : A generalized maximum entropy approach to bregman co-clustering and matrix approximation. KDD 2004 : 509-514

Suju Rajan , Joydeep Ghosh: An Empirical Comparison of Hierarchical vs. Two-Level Approaches to Multiclass Problems. Multiple Classifier Systems 2004 : 283-292

Arindam Banerjee , Srujana Merugu , Inderjit S. Dhillon , Joydeep Ghosh: Clustering with Bregman Divergences. SDM 2004

Sreangsu Acharyya , Joydeep Ghosh: Outlink estimation for pagerank computation under missing data. WWW (Alternate Track Papers & Posters) 2004 : 486-487

Joseph T. Morgan , Jisoo Ham , Melba M. Crawford , Alex Henneguelle , Joydeep Ghosh: Adaptive Feature Spaces For Land Cover Classification With Limited Ground Truth Data. IJPRAI 18 (5): 777-799 (2004)

Srujana Merugu , Joydeep Ghosh: Privacy-preserving Distributed Clustering using Generative Models. ICDM 2003 : 211-218

Alex Henneguelle , Joydeep Ghosh, Melba M. Crawford : Polyline Feature Extraction for Land Cover Classification using Hyperspectral Data. IICAI 2003 : 256-269

Arindam Banerjee , Inderjit S. Dhillon , Joydeep Ghosh, Suvrit Sra : Generative model-based clustering of directional data. KDD 2003 : 19-28

Shi Zhong , Joydeep Ghosh: Scalable, Balanced Model-based Clustering. SDM 2003

Alexander Strehl , Joydeep Ghosh: Relationship-Based Clustering and Visualization for High-Dimensional Data Mining. INFORMS Journal on Computing 15 (2): 208-230 (2003)

Shi Zhong , Joydeep Ghosh: A Unified Framework for Model-based Clustering. Journal of Machine Learning Research 4 : 1001-1037 (2003)

Alexander Strehl , Joydeep Ghosh: Cluster Ensembles A Knowledge Reuse Framework for Combining Partitionings. AAAI/IAAI 2002 : 93-

Joydeep Ghosh: Multiclassifier Systems: Back to the Future. Multiple Classifier Systems 2002 : 1-15

Joseph T. Morgan , Alex Henneguelle , Melba M. Crawford , Joydeep Ghosh, Amy Neuenschwander : Adaptive Feature Spaces for Land Cover Classification with Limited Ground Truth Data. Multiple Classifier Systems 2002 : 189-200

Arindam Banerjee , Joydeep Ghosh: On Scaling Up Balanced Clustering Algorithms. SDM 2002

Alexander Strehl , Joydeep Ghosh: Cluster Ensembles --- A Knowledge Reuse Framework for Combining Multiple Partitions. Journal of Machine Learning Research 3 : 583-617 (2002)

Kagan Tumer , Joydeep Ghosh: Robust Combining of Disparate Classifiers through Order Statistics. Pattern Anal. Appl. 5 (2): 189-200 (2002)

Shailesh Kumar , Joydeep Ghosh, Melba M. Crawford : Hierarchical Fusion of Multiple Classifiers for Hyperspectral Data Analysis. Pattern Anal. Appl. 5 (2): 210-220 (2002)

Sugato Basu , Raymond J. Mooney , Krupakar V. Pasupuleti , Joydeep Ghosh: Evaluating the novelty of text-mined rules using lexical knowledge. KDD 2001 : 233-238

Kuiyu Chang , Joydeep Ghosh: A Unified Model for Probabilistic Principal Surfaces. IEEE Trans. Pattern Anal. Mach. Intell. 23 (1): 22-41 (2001)

Alexander Strehl , Joydeep Ghosh: A Scalable Approach to Balanced, High-Dimensional Clustering of Market-Baskets. HiPC 2000 : 525-536

A. Agogino , Joydeep Ghosh, Stavros J. Perantonis , Vassilis Virvilis , Sergios Petridis , Paulo J. G. Lisboa : The Role of Multiple, Linear-Projection Based Visualization Techniques in RBF-Based Classification of High Dimensional Data. IJCNN (3) 2000 : 47-52

Shailesh Kumar , Joydeep Ghosh, Melba M. Crawford : A Hierarchical Multiclassifier System for Hyperspectral Data Analysis. Multiple Classifier Systems 2000 : 270-279

Wade Schwartzkopf , Thomas E. Milner , Joydeep Ghosh, Brian L. Evans , Alan C. Bovik : Two-Dimensional Phase Unwrapping Using Neural Networks. SSIAI 2000 : 274-277

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)

Kagan Tumer , Joydeep Ghosh: Robust Combining of Disparate Classifiers through Order Statistics CoRR cs.LG/9905013 : (1999)

Kagan Tumer , Nirmala Ramanujam , Joydeep Ghosh, Rebecca R. Richards-Kortum : Ensembles of Radial Basis Function Networks for Spectroscopic Detection of Cervical Pre-Cancer CoRR cs.NE/9905011 : (1999)

Kagan Tumer , Joydeep Ghosh: Linear and Order Statistics Combiners for Pattern Classification CoRR cs.NE/9905012 : (1999)

Ismail A. Taha , Joydeep Ghosh: Symbolic Interpretation of Artificial Neural Networks. IEEE Trans. Knowl. Data Eng. 11 (3): 448-463 (1999)

T. Kyuel , Wilson S. Geisler , Joydeep Ghosh: Retinally reconstructed images: digital images having a resolution match with the human eye. IEEE Transactions on Systems, Man, and Cybernetics, Part A 29 (2): 235-243 (1999)

Turker Kuyel , Wilson S. Geisler , Joydeep Ghosh: Fast image classification using a sequence of visual fixations. IEEE Transactions on Systems, Man, and Cybernetics, Part B 29 (2): 304-308 (1999)

Kurt D. Bollacker , Joydeep Ghosh: Effective supra-classifiers for knowledge base construction. Pattern Recognition Letters 20 (11-13): 1347-1352 (1999)

Kurt D. Bollacker , Joydeep Ghosh: A Supra-Classifier Architecture for Scalable Knowledge Reuse. ICML 1998 : 64-72

Shishir Shah , J. K. Aggarwal , J. Eledath , Joydeep Ghosh: Multisensor Integration for Scene Classifiction: An Experiment in Human Form Detection. ICIP (2) 1997 : 199-

Wassim S. Chaer , Robert H. Bishop , Joydeep Ghosh: A mixture-of-experts framework for adaptive Kalman filtering. IEEE Transactions on Systems, Man, and Cybernetics, Part B 27 (3): 452-464 (1997)

Srinivasa V. Chakravarthy , Joydeep Ghosh: Function Emulation Using Radial Basis Function Networks. Neural Networks 10 (3): 459-478 (1997)

Bryan W. Stiles , Joydeep Ghosh: Habituation based neural networks for spatio-temporal classification. Neurocomputing 15 (3-4): 273-307 (1997)

Kurt D. Bollacker , Joydeep Ghosh: Knowledge reuse in multiple classifier systems. Pattern Recognition Letters 18 (11-13): 1385-1390 (1997)

Kagan Tumer , Nirmala Ramanujam , Rebecca R. Richards-Kortum , Joydeep Ghosh: Spectroscopic Detection of Cervical Pre-Cancer through Radial Basis Function Networks. NIPS 1996 : 981-987

Kagan Tumer , Joydeep Ghosh: Error Correlation and Error Reduction in Ensemble Classifiers. Connect. Sci. 8 (3): 385-404 (1996)

José N. Amaral , Joydeep Ghosh: A Concurrent Architecture for Serializable Production Systems. IEEE Trans. Parallel Distrib. Syst. 7 (12): 1265-1280 (1996)

Kagan Tumer , Joydeep Ghosh: Analysis of decision boundaries in linearly combined neural classifiers. Pattern Recognition 29 (2): 341-348 (1996)

José N. Amaral , Joydeep Ghosh: Performance measurements of a concurrent production system architecture without global synchronization. IPPS 1995 : 790-797

Song Chong , San-qi Li , Joydeep Ghosh: Predictive Dynamic Bandwidth Allocation for Efficient Transport of Real-Time VBR Video over ATM. IEEE Journal on Selected Areas in Communications 13 (1): 12-23 (1995)

Kagan Tumer , Joydeep Ghosh: Sequence Recognition by Input Anticipation. IEA/AIE 1994 : 77-86

Song Chong , San-qi Li , Joydeep Ghosh: Dynamic Bandwidth Allocation for Efficient Transport of Real-Time VBR Video over ATM. INFOCOM 1994 : 81-90

Joydeep Ghosh, Patrick LaCour , Spence Jackson : OTA Based Neural Network Architectures with On-Chip Tuning of Synapses. VLSI Design 1994 : 71-76

Vijay K. Garg , Joydeep Ghosh: Repeated Computation of Global Functions in a Distributed Environment. IEEE Trans. Parallel Distrib. Syst. 5 (8): 823-834 (1994)

Joydeep Ghosh, Sajal K. Das , Ajita John : Concurrent Processing of Linearly Ordered Data Structures on Hypercube Multicomputers. IEEE Trans. Parallel Distrib. Syst. 5 (9): 898-911 (1994)

Jeffrey T. Draper , Joydeep Ghosh: A Comprehensive Analytical Model for Wormhole Routng in Multicomputer Systems. J. Parallel Distrib. Comput. 23 (2): 202-214 (1994)

Jeffrey T. Draper , Joydeep Ghosh: The M-Cache: A Message-Handling Mechanism for Multicomputer Systems. Parallel Computing 20 (9): 1269-1288 (1994)

Joydeep Ghosh, Nari Krishnamurthy : Fault-Tolerant Arbitration in Multichip Crossbar Switches. VLSI Design 1993 : 351-356

Joydeep Ghosh, Kelvin D. Goveas , Jeffrey T. Draper : Performance Evaluation of a Parallel I/O Subsystem for Hypercube Multicomputers. J. Parallel Distrib. Comput. 17 (1-2): 90-106 (1993)

Jeffrey T. Draper , Joydeep Ghosh: Multipath E-Cube Algorithms (MECA) for Adaptive Wormhole Routing and Broadcasting in itk-ary itn-Cubes. IPPS 1992 : 407-410

Sajal K. Das , Joydeep Ghosh, Narsingh Deo : Stirling Networks: A Versatile Combinatorial Topology for Multiprocessor Systems. Discrete Applied Mathematics 37/38 : 119-146 (1992)

Hung-Jen Chang , Joydeep Ghosh, Kadir Liano : A Macroscopic Model of Neural Ensembles: Learning-Induced Oscillations in a Cell Assembly. Int. J. Neural Syst. 3 (2): 179-198 (1992)

Joydeep Ghosh, Yoan Shin : Efficient Higher-Order Neural Networks for Classification and Function Approximation. Int. J. Neural Syst. 3 (4): 323-350 (1992)

Joydeep Ghosh, Bipul Agarwal : Parallel I/O Subsystems for Distributed-Memory Multicomputers. IPPS 1991 : 381-384

Vijay K. Garg , Joydeep Ghosh: Symmetry in Spite of Hierarchy. ICDCS 1990 : 4-11

Joydeep Ghosh, Kai Hwang : Mapping Neural Networks onto Message-Passing Multicomputers. J. Parallel Distrib. Comput. 6 (2): 291-330 (1989)

Joydeep Ghosh, Kai Hwang : Critical Issues in Mapping Neural Networks on Message-Passing Multicomputers. ISCA 1988 : 3-11

Kai Hwang , Joydeep Ghosh: Hypernet Architectures for Parallel Processing. ICPP 1987 : 810-819

Kai Hwang , Joydeep Ghosh, Raymond Chowkwanyun : Computer Architectures for Artificial Intelligence Processing. IEEE Computer 20 (1): 19-27 (1987)

Kai Hwang , Joydeep Ghosh: Hypernet: A Communication-Efficient Architecture for Constructing Massively Parallel Computers. IEEE Trans. Computers 36 (12): 1450-1466 (1987)

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