| 2009 | ||
|---|---|---|
| 76 | Kamalika Das, Kanishka Bhaduri, Sugandha Arora, Wesley Griffin, Kirk D. Borne, Chris Giannella, Hillol Kargupta: Scalable Distributed Change Detection from Astronomy Data Streams Using Local, Asynchronous Eigen Monitoring Algorithms. SDM 2009: 245-156 | |
| 75 | Joel W. Branch, Chris Giannella, Boleslaw K. Szymanski, Ran Wolff, Hillol Kargupta: In-Network Outlier Detection in Wireless Sensor Networks CoRR abs/0909.0685: (2009) | |
| 74 | Souptik Datta, Chris Giannella, Hillol Kargupta: Approximate Distributed K-Means Clustering over a Peer-to-Peer Network. IEEE Trans. Knowl. Data Eng. 21(10): 1372-1388 (2009) | |
| 73 | Ran Wolff, Kanishka Bhaduri, Hillol Kargupta: A Generic Local Algorithm for Mining Data Streams in Large Distributed Systems. IEEE Trans. Knowl. Data Eng. 21(4): 465-478 (2009) | |
| 72 | Souptik Datta, Hillol Kargupta: A communication efficient probabilistic algorithm for mining frequent itemsets from a peer-to-peer network. Statistical Analysis and Data Mining 2(1): 48-69 (2009) | |
| 2008 | ||
| 71 | Domenico Talia, Josep-Lluis Larriba-Pey, Hillol Kargupta, Esther Pacitti: Topic 5: Parallel and Distributed Databases. Euro-Par 2008: 392-393 | |
| 70 | Haimonti Dutta, Hillol Kargupta: Distributed Linear Programming and Resource Management for Data Mining in Distributed Environments. ICDM Workshops 2008: 543-552 | |
| 69 | Kanishka Bhaduri, Hillol Kargupta: An Efficient Local Algorithm for Distributed Multivariate Regression in Peer-to-Peer Networks. SDM 2008: 153-164 | |
| 68 | Kamalika Das, Kanishka Bhaduri, Kun Liu, Hillol Kargupta: Distributed Identification of Top-l Inner Product Elements and its Application in a Peer-to-Peer Network. IEEE Trans. Knowl. Data Eng. 20(4): 475-488 (2008) | |
| 67 | Daniel Dajun Zeng, Hsinchun Chen, Fei-Yue Wang, Hillol Kargupta: Guest Editors' Introduction: Special Section on Intelligence and Security Informatics. IEEE Trans. Knowl. Data Eng. 20(8): 1009-1012 (2008) | |
| 66 | Sourav Mukherjee, Hillol Kargupta: Distributed probabilistic inferencing in sensor networks using variational approximation. J. Parallel Distrib. Comput. 68(1): 78-92 (2008) | |
| 65 | Kanishka Bhaduri, Ran Wolff, Chris Giannella, Hillol Kargupta: Distributed Decision-Tree Induction in Peer-to-Peer Systems. Statistical Analysis and Data Mining 1(2): 85-103 (2008) | |
| 64 | Kanishka Bhaduri, Hillol Kargupta: A Scalable Local Algorithm for Distributed Multivariate Regression. Statistical Analysis and Data Mining 1(3): 177-194 (2008) | |
| 2007 | ||
| 63 | Kanishka Bhaduri, Kamalika Das, Hillol Kargupta: Peer-to-Peer Data Mining, Privacy Issues, and Games. AIS-ADM 2007: 1-10 | |
| 62 | Souptik Datta, Hillol Kargupta: Uniform Data Sampling from a Peer-to-Peer Network. ICDCS 2007: 50 | |
| 61 | Hillol Kargupta, Kamalika Das, Kun Liu: Multi-party, Privacy-Preserving Distributed Data Mining Using a Game Theoretic Framework. PKDD 2007: 523-531 | |
| 60 | Haimonti Dutta, Chris Giannella, Kirk D. Borne, Hillol Kargupta: Distributed Top-K Outlier Detection from Astronomy Catalogs using the DEMAC System. SDM 2007 | |
| 2006 | ||
| 59 | Joel W. Branch, Boleslaw K. Szymanski, Chris Giannella, Ran Wolff, Hillol Kargupta: In-Network Outlier Detection in Wireless Sensor Networks. ICDCS 2006: 51 | |
| 58 | Kun Liu, Chris Giannella, Hillol Kargupta: An Attacker's View of Distance Preserving Maps for Privacy Preserving Data Mining. PKDD 2006: 297-308 | |
| 57 | Souptik Datta, Chris Giannella, Hillol Kargupta: K-Means Clustering Over a Large, Dynamic Network. SDM 2006 | |
| 56 | Ran Wolff, Kanishka Bhaduri, Hillol Kargupta: Local L2-Thresholding Based Data Mining in Peer-to-Peer Systems. SDM 2006 | |
| 55 | Souptik Datta, Kanishka Bhaduri, Chris Giannella, Ran Wolff, Hillol Kargupta: Distributed Data Mining in Peer-to-Peer Networks. IEEE Internet Computing 10(4): 18-26 (2006) | |
| 54 | Kun Liu, Hillol Kargupta, Jessica Ryan: Random Projection-Based Multiplicative Data Perturbation for Privacy Preserving Distributed Data Mining. IEEE Trans. Knowl. Data Eng. 18(1): 92-106 (2006) | |
| 53 | Hillol Kargupta, Byung-Hoon Park, Haimonti Dutta: Orthogonal Decision Trees. IEEE Trans. Knowl. Data Eng. 18(8): 1028-1042 (2006) | |
| 52 | Sanghamitra Bandyopadhyay, Chris Giannella, Ujjwal Maulik, Hillol Kargupta, Kun Liu, Souptik Datta: Clustering distributed data streams in peer-to-peer environments. Inf. Sci. 176(14): 1952-1985 (2006) | |
| 51 | Hillol Kargupta, Vasundhara Puttagunta, Martin Klein, Kakali Sarkar: On-board Vehicle Data Stream Monitoring Using MineFleet and Fast Resource Constrained Monitoring of Correlation Matrices. New Generation Comput. 25(1): 5-32 (2006) | |
| 50 | Kun Liu, Kanishka Bhaduri, Kamalika Das, Phuong Nguyen, Hillol Kargupta: Client-side web mining for community formation in peer-to-peer environments. SIGKDD Explorations 8(2): 11-20 (2006) | |
| 2005 | ||
| 49 | Domenico Talia, Hillol Kargupta, Patrick Valduriez, Rui Camacho: Topic 5 - Parallel and Distributed Databases, Data Mining and Knowledge Discovery. Euro-Par 2005: 347 | |
| 48 | Haimonti Dutta, Hillol Kargupta, Anupam Joshi: Orthogonal Decision Trees for Resource-Constrained Physiological Data Stream Monitoring Using Mobile Devices. HiPC 2005: 118-127 | |
| 47 | Hillol Kargupta, Souptik Datta, Qi Wang, Krishnamoorthy Sivakumar: Random-data perturbation techniques and privacy-preserving data mining. Knowl. Inf. Syst. 7(4): 387-414 (2005) | |
| 2004 | ||
| 46 | Chris Giannella, Ruchita Bhargava, Hillol Kargupta: Multi-agent Systems and Distributed Data Mining. CIA 2004: 1-15 | |
| 45 | Hillol Kargupta, Haimonti Dutta: Orthogonal Decision Trees. ICDM 2004: 427-430 | |
| 44 | Da Meng, Krishnamoorthy Sivakumar, Hillol Kargupta: Privacy-Sensitive Bayesian Network Parameter Learning. ICDM 2004: 487-490 | |
| 43 | Chris Giannella, Kun Liu, Todd Olsen, Hillol Kargupta: Communication Efficient Construction of Decision Trees Over Heterogeneously Distributed Data. ICDM 2004: 67-74 | |
| 42 | Hillol Kargupta, Ruchita Bhargava, Kun Liu, Michael Powers, Patrick Blair, Samuel Bushra, James Dull, Kakali Sarkar, Martin Klein, Mitesh Vasa, David Handy: VEDAS: A Mobile and Distributed Data Stream Mining System for Real-Time Vehicle Monitoring. SDM 2004 | |
| 41 | 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) | |
| 40 | Hillol Kargupta, Rajeev Ayyagari, Samiran Ghosh: Learning Functions Using Randomized Genetic Code-Like Transformations: Probabilistic Properties and Experimentations. IEEE Trans. Knowl. Data Eng. 16(8): 894-908 (2004) | |
| 39 | R. Chen, Krishnamoorthy Sivakumar, Hillol Kargupta: Collective Mining of Bayesian Networks from Distributed Heterogeneous Data. Knowl. Inf. Syst. 6(2): 164-187 (2004) | |
| 2003 | ||
| 38 | Hillol Kargupta, Souptik Datta, Qi Wang, Krishnamoorthy Sivakumar: On the Privacy Preserving Properties of Random Data Perturbation Techniques. ICDM 2003: 99-106 | |
| 37 | Vipul Hingne, Anupam Joshi, Timothy W. Finin, Hillol Kargupta, Elias N. Houstis: Towards a Pervasive Grid. IPDPS 2003: 207 | |
| 36 | Hillol Kargupta, Kun Liu, Jessica Ryan: Privacy Sensitive Distributed Data Mining from Multi-party Data. ISI 2003: 336-342 | |
| 35 | Haimonti Dutta, Hillol Kargupta, Souptik Datta, Krishnamoorthy Sivakumar: Analysis of privacy preserving random perturbation techniques: further explorations. WPES 2003: 31-38 | |
| 34 | Sweta Pittie, Hillol Kargupta, Byung-Hoon Park: Dependency detection in MobiMine: a systems perspective. Inf. Sci. 155(3-4): 227-243 (2003) | |
| 2002 | ||
| 33 | Hillol Kargupta, Krishnamoorthy Sivakumar, Samiran Ghosh: A Random Matrix-Based Approach for Dependency Detection from Data Streams. DMKD 2002 | |
| 32 | Rajeev Ayyagari, Hillol Kargupta: A Resampling Technique for Learning the Fourier Spectrum of Skewed Data. DMKD 2002 | |
| 31 | Byung-Hoon Park, Hillol Kargupta: Constructing Simpler Decision Trees from Ensemble Models Using Fourier Analysis. DMKD 2002 | |
| 30 | Hillol Kargupta, Krishnamoorthy Sivakumar, Samiran Ghosh: Dependency Detection in MobiMine and Random Matrices. PKDD 2002: 250-262 | |
| 29 | 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) | |
| 28 | Hillol Kargupta: Editorial: Computation in Gene Expression. Genetic Programming and Evolvable Machines 3(2): 111-112 (2002) | |
| 27 | Hillol Kargupta, Samiran Ghosh: Toward Machine Learning Through Genetic Code-like Transformations. Genetic Programming and Evolvable Machines 3(3): 231-258 (2002) | |
| 26 | Hillol Kargupta, Philip Chan: Book Reviews. Review of Advances in Distributed and Parallel Knowledge Discovery. Pattern Anal. Appl. 5(4): 399-401 (2002) | |
| 25 | 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) | |
| 2001 | ||
| 24 | Hillol Kargupta, Byung-Hoon Park: Mining Decision Trees from Data Streams in a Mobile Environment. ICDM 2001: 281-288 | |
| 23 | R. Chen, Krishnamoorthy Sivakumar, Hillol Kargupta: Distributed Web Mining Using Bayesian Networks from Multiple Data Streams. ICDM 2001: 75-82 | |
| 22 | Hillol Kargupta, Anupam Joshi: Data mining "to go": ubiquitous KDD for mobile and distributed environments. KDD Tutorials 2001 | |
| 21 | Hillol Kargupta, Byung-Hoon Park: Gene Expression and Fast Construction of Distributed Evolutionary Representation. Evolutionary Computation 9(1): 43-69 (2001) | |
| 20 | Daryl E. Hershberger, Hillol Kargupta: Distributed Multivariate Regression Using Wavelet-Based Collective Data Mining. J. Parallel Distrib. Comput. 61(3): 372-400 (2001) | |
| 19 | Hillol Kargupta, Weiyun Huang, Krishnamoorthy Sivakumar, Erik L. Johnson: Distributed Clustering Using Collective Principal Component Analysis. Knowl. Inf. Syst. 3(4): 422-448 (2001) | |
| 2000 | ||
| 18 | Hillol Kargupta: Computation in Genetic Code-Like Transformations. GECCO 2000: 937- | |
| 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) | |
| 1999 | ||
| 13 | Erik L. Johnson, Hillol Kargupta: Collective, Hierarchical Clustering from Distributed, Heterogeneous Data. Large-Scale Parallel Data Mining 1999: 221-244 | |
| 1998 | ||
| 12 | Hillol Kargupta, Sanghamitra Bandyopadhyay: Further Experimentations on the Scalability of the GEMGA. PPSN 1998: 315-324 | |
| 1997 | ||
| 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 | |
| 1996 | ||
| 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 | |
| 1995 | ||
| 5 | Hillol Kargupta: Signal-to-noise, Crosstalk, and Long Range Problem Difficulty in Genetic Algorithms. ICGA 1995: 193-200 | |
| 1993 | ||
| 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 | |
| 1992 | ||
| 2 | Hillol Kargupta, Kalyanmoy Deb, David E. Goldberg: Ordering Genetic Algorithms and Deception. PPSN 1992: 49-58 | |
| 1991 | ||
| 1 | Hillol Kargupta, Robert E. Smith: System Identification with Evolving Polynomial Networks. ICGA 1991: 370-376 | |