Raj Bhatnagar

Raj K Bhatnagar

Professor

Rhodes Hall

826

CEAS - Elec Eng & Computer Science - 0030

Education

Ph.D: University of Maryland College Park, 1989

Research and Practice Interests

Data mining, pattern recognition, AI, uncertainty handling, algorithms for bioinformatics.

Research Support

Grant: #SN07-UC-06-03 Investigators:Bhatnagar, Raj 06-01-2006 -05-31-2008 Ohio Board of Regents Smart Sensor Technology Role:PI $117,786.00 Closed Level:State of Ohio

Grant: #CNS-0521189 Investigators:Bhatnagar, Raj 09-01-2005 -08-31-2009 National Science Foundation Acquisition of Instrumentation for Sensor, Cluster, and Network-Based Distributed Computing Role:PI $286,150.00 Closed Level:Federal

Grant: #SC1406980003/Amend 3 Investigators:Bhatnagar, Raj 06-30-1998 -11-01-2000 Department of the Air Force Unified Design of 1-D Automatic Target Recognition Systems for Surveillance and Attack Role:PI $100,342.00 Closed Level:Federal

Grant: #F0947/A04 Investigators:Bhatnagar, Raj 05-12-1999 -05-11-2002 Department of the Air Force Smart Parallel Search Extension for Moving and Stationary Target Acquisition and Recognition Role:PI $99,796.00 Closed Level:Federal

Grant: #60011149 / RF01123094 Investigators:Bhatnagar, Raj 02-01-2008 -08-31-2008 Department of Education Teach Course Parallel and Distributed Computing for the Ralph Regala School of Computational Science Role:PI $3,000.00 Closed Level:Federal

Grant: #SRS 006018 Investigators:Bhatnagar, Raj; Bhattacharya, Prabir 09-01-2007 -08-31-2012 Cincinnati Children's Hospital Medical Center Education Collaboration Agreement with Cincinnati Children's Hospital and Medical Center Role:Collaborator $405,296.00 Closed Level:Private Non-Profit

Grant: #TAATC-Reid Investigators:Bhatnagar, Raj 06-21-2010 -08-26-2011 Department of Labor Trade Adjustment Assistance Training Contract Role:PI $23,263.00 Closed Level:Federal

Grant: #ECA - Master for 11 Students Investigators:Agrawal, Dharma; Bakshi, Arjun; Berman, Kenneth; Bhatnagar, Raj; Bhattacharya, Prabir; Borowczak, Mike; Chaganti, Shikha; Davis, Karen; Guo, Minzhe; Helmicki, Arthur; Kohram, Mojtaba; Li, Hailong; Mukherjee, Tuhin; Ralescu, Anca; Ren, Zhaowei; Tan, Lirong; Vemuri, Ranganadha; Wu, Chao; Zhu, Cheng 09-01-2012 -08-31-2013 Cincinnati Children's Hospital Medical Center Education Collaboration Agreement with CCHMC - 11 Students Role:Collaborator $246,693.00 Active Level:Private Non-Profit

Grant: #New Award 2013 Investigators:Bhatnagar, Raj 01-01-2013 -06-30-2013 Ohio Development Services Agency Sensor-Data Based Prediction System for Spindle Breakdown Role:PI $26,500.00 Active Level:State of Ohio

Grant: #TechSolve Incorporated/Student Portion of the Award Investigators:Bhatnagar, Raj 07-05-2015 -04-08-2016 TechSolve Incorporated Advanced Signal Processing and Pattern Recognition for Spindle Health Prognostics Role:PI $40,501.00 Active Level:Industry

Grant: #Master Service Agreement Investigators:Bhatnagar, Raj 08-15-2017 -08-16-2022 Charles Schwab & Co., INC. Master Services Agreement between Charles Schwab & Co, Inc and University of Cincinnati Role:PI $.00 Active Level:Industry

Grant: #Edaptive Master Agreement Investigators:Bhatnagar, Raj; Gerner, Frank 02-01-2018 -01-31-2025 EDAptive Computing, Incorporated Edaptive Computing Master Alliance Agreement Role:PI $.00 Active Level:Industry

Grant: #2018 Exhibit A-1: Project Specification Investigators:Bhatnagar, Raj 08-27-2018 -06-26-2019 Air Force Research Laboratory Research and development for verification of trust in microelectronics designs Role:PI $86,784.00 Active Level:Federal

Grant: #Exhibit A-2: Project Specification Investigators:Bhatnagar, Raj 08-27-2018 -12-31-2018 Air Force Research Laboratory Application and research into advanced analytics development Role:PI $26,035.20 Active Level:Federal

Grant: #2018 Exhibit A-3: Project Specification Investigators:Bhatnagar, Raj 08-27-2018 -08-26-2019 Air Force Research Laboratory Application and research into advanced analytics development Role:PI $52,070.40 Active Level:Federal

Grant: #2018 Exhibit A-4: Project Specification / FA8604-18-C-4006 Investigators:Bhatnagar, Raj 11-01-2018 -05-31-2020 Air Force Research Laboratory EXHIBIT A-4: Application and research into advanced enterprise document management systems Role:PI $149,000.00 Awarded Level:Federal

Grant: #2018 Exhibit A-5: Project Specification / FA8604-18-C-4007 Investigators:Bhatnagar, Raj 11-01-2018 -05-31-2020 Air Force Research Laboratory EXHIBIT A-5: Application and research into advanced enterprise document management systems and desktop application integration Role:PI $149,000.00 Awarded Level:Federal

Grant: #Exh A-6 SETS02-UC/MAA-2018 - FA8650-14-D-1724/0002 Investigators:Bhatnagar, Raj; Gerner, Frank; Niu, Nan 05-26-2019 -08-24-2019 Air Force Research Laboratory Exhibit A-6: Application and research into Using SYSML as basis for vulnerability assessment Role:Collaborator $21,868.00 Awarded Level:Federal

Grant: #Exh A-7 STAMP01-UC/MAA-2018 / FA8650-18-F-1613 Investigators:Bhatnagar, Raj; Gerner, Frank; Minai, Ali 05-26-2019 -08-24-2019 Air Force Research Laboratory Exhibit A-7: Application and research into using ML analytics to evaluate/improve verification test processes and results Role:PI $40,245.00 Awarded Level:Federal

Grant: #STAMP01-UC/MAA-2018 (A-8) / FA8650-18-F-1613 Investigators:Bhatnagar, Raj; Minai, Ali; Niu, Nan; Ralescu, Anca; Vemuri, Ranganadha 08-26-2019 -12-28-2019 Air Force Research Laboratory Exhibit A-8: Application and research into using ML analytics to evaluate/improve verification test processes and results Role:PI $123,689.40 Awarded Level:Federal

Grant: #STAMP02-UC/MAA-2018 (A-9) / FA8650-20-F-1956 Investigators:Bhatnagar, Raj; Minai, Ali; Niu, Nan; Vemuri, Ranganadha 12-29-2019 -05-02-2020 Air Force Research Laboratory Exhibit A-9: Application and research into using ML analytics to evaluate/improve verification test processes and results Role:PI $98,661.80 Awarded Level:Federal

Grant: #STAMP02-UC/MAA-2018 / Exh A-10_FA8650-20-F-1956 Investigators:Bhatnagar, Raj; Minai, Ali; Niu, Nan; Vemuri, Ranganadha 05-03-2020 -08-22-2020 Air Force Research Laboratory Application and research into using ML analytics to evaluate/improve verification test processes and results Role:PI $114,519.08 Awarded Level:Federal

Grant: #TAME01-UC/MAA-2018 (A-11) Investigators:Bhatnagar, Raj; Minai, Ali; Niu, Nan 08-23-2020 -01-02-2021 Air Force Research Laboratory Exhibit A-11: Application and research into using ML analytics to evaluate/improve verification test processes and results Role:PI $115,942.33 Awarded Level:Federal

Grant: #TAME01-UC/MAA-2018 (A-12) / GSA No. 47QFLA20R0008/47QFLA20F0096 Investigators:Bhatnagar, Raj; Minai, Ali; Niu, Nan 01-03-2021 -05-01-2021 Air Force Research Laboratory EXHIBIT A-12: Application and research into using ML analytics to evaluate/improve verification test processes and results Role:PI $99,270.10 Awarded Level:Federal

Grant: #MASTER AGREEMENT - ECI Data Analytics and Cybersecurity Simulation Cen Investigators:Bhatnagar, Raj; Gerner, Frank 06-01-2019 -05-31-2024 EDAptive Computing, Incorporated MASTER AGREEMENT - ECI Data Analytics and Cybersecurity Simulation Center Role:PI 0.00 Hold Level:Industry

Grant: #TAME01-UC/MAA-2018 (A-13) / GSA Contract No. 47QFLA20R0008/47QFLA20F00 Investigators:Bhatnagar, Raj; Minai, Ali; Niu, Nan 05-02-2021 -08-21-2021 Air Force Research Laboratory Application and Research Into Using ML Analytics to Evaluate/Improve Verification Test Processes and Results Role:PI 62358.34 Hold Level:Federal

Grant: #TAME01-UC/MAA-2018 (A-14) / 47QFLA20D0007/47QFLA20F0096 Investigators:Bhatnagar, Raj; Minai, Ali 08-22-2021 -01-01-2022 Air Force Research Laboratory Exhibit A-14: Application and Research Into Using ML Analytics to Evaluate/Improve Verification Test Processes and Results Role:PI 0.00 Hold Level:Federal

Publications

Peer Reviewed Publications

Sardana D.;Bhatnagar R. (01-12-2017. ) Core Periphery Structures in Weighted Graphs Using Greedy Growth.Proceedings - 2016 IEEE/WIC/ACM International Conference on Web Intelligence, WI 2016, , 1-8 More Information

Chawla P.;Bhatnagar R.;Han C. (01-01-2016. ) Interactive pattern exploration: Securely mining distributed databases.Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), , 9734 ,229-237 More Information

Patchala J.;Bhatnagar R. (12-22-2015. ) Learning relaxed 3-clusters from pairs of related datasets.Proceedings - 2015 IEEE International Conference on Big Data, IEEE Big Data 2015, , 1529-1538 More Information

Bhatnagar R.;Kumar L. (12-22-2015. ) An efficient map-reduce algorithm for computing formal concepts from binary data.Proceedings - 2015 IEEE International Conference on Big Data, IEEE Big Data 2015, , 1519-1528 More Information

Sardana D.;Bhatnagar R.;Pavel R.;Iverson J. (12-22-2015. ) Data driven predictive analytics for a spindle's health.Proceedings - 2015 IEEE International Conference on Big Data, IEEE Big Data 2015, , 1378-1387 More Information

Bhatnagar R. (01-01-2015. ) Design of algorithms for big data analytics.Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), , 9498 ,101-107 More Information

Patchala J.;Bhatnagar R.;Gopalakrishnan S. (01-01-2015. ) Author attribution of email messages using parse-tree features.Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), , 9166 ,313-327 More Information

Paliwal D.;Bhatnagar R. (10-16-2014. ) A negotiation protocol for optimal decision making by collaborating agents.Proceedings - 2014 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT 2014, , 3 ,165-200 More Information

Joshi V.;Bhatnagar R. (01-01-2014. ) CBOF: Cohesiveness-based outlier factor a novel definition of outlier-ness.Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), , 8556 LNAI ,175-189 More Information

Khedr A.;Bhatnagar R. (01-01-2014. ) New algorithm for clustering distributed data using K-means .Computing and Informatics, , 33 (4 ) ,943-964

Joshi V.;Bhatnagar R. (01-01-2014. ) Outlier analysis using lattice of contiguous subspaces.Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), , 8610 LNCS ,238-250 More Information

Sardana D.;Bhatnagar R. (01-01-2014. ) Graph clustering using mutual K-nearest neighbors.Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), , 8610 LNCS ,35-48 More Information

Joshi V.;Bhatnagar R. (01-01-2014. ) eSelect: Effective subspace selection for detection of anomalies.Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), , 8610 LNCS ,251-262 More Information

Sardana D.;Bhatnagar R.;Pavel R.;Iverson J. (01-01-2014. ) Investigations on spindle bearings health prognostics using a data mining approach .MFPT 2014 Conference: Technology Solutions for Affordable Sustainment, ,

Wu C.;Bakshi A.;Aronow B.;Jegga A.;Bhatnagar R. (01-01-2013. ) A biclustering algorithm to discover functional modules from ENCODE ChIP-seq data.Proceedings - IEEE 13th International Conference on Data Mining Workshops, ICDMW 2013, , 96-103 More Information

Bakshi A.;Bhatnagar R. (12-01-2012. ) Learning cost-sensitive rules for non-forced classification.Proceedings - 12th IEEE International Conference on Data Mining Workshops, ICDMW 2012, , 154-161 More Information

Zhang M.;Su S.;Bhatnagar R.;Hassett D.;Lu L. (07-24-2012. ) Prediction and analysis of the protein interactome in Pseudomonas aeruginosa to enable network-based.PLoS ONE, , 7 (7 ) , More Information

Hu Z.;Bhatnagar R. (04-01-2012. ) Clustering algorithm based on mutual K-nearest neighbor relationships.Statistical Analysis and Data Mining, , 5 (2 ) ,100-113 More Information

Hu Z.;Bhatnagar R. (01-01-2012. ) Mining low-variance biclusters to discover coregulation modules in sequencing datasets.Scientific Programming, , 20 (1 ) ,15-27 More Information

Hu Z.;Bhatnagar R. (12-01-2011. ) Discovery of versatile temporal subspace patterns in 3-D datasets.Proceedings - IEEE International Conference on Data Mining, ICDM, , 1092-1097 More Information

Alqadah F.;Bhatnagar R. (09-16-2011. ) A game theoretic framework for heterogeneous information network clustering.Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, , 795-803 More Information

Hu Z.;Bhatnagar R. (08-19-2011. ) Algorithm for low-variance biclusters to identify coregulation modules in sequencing datasets.Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, , More Information

Alqadah F.;Bhatnagar R. (03-01-2011. ) Similarity measures in formal concept analysis.Annals of Mathematics and Artificial Intelligence, , 61 (3 ) ,245-256 More Information

Alqadah F.;Bhatnagar R. (12-01-2010. ) Similarity measures in formal concept analysis .11th International Symposium on Artificial Intelligence and Mathematics, ISAIM 2010, ,

Hu Z.;Bhatnagar R. (12-01-2010. ) Algorithm for discovering low-variance 3-clusters from real-valued datasets.Proceedings - IEEE International Conference on Data Mining, ICDM, , 236-245 More Information

Alqadah F.;Bhatnagar R.;Jegga A. (12-01-2010. ) Mining maximally banded matrices in binary data .Proceedings of the 10th SIAM International Conference on Data Mining, SDM 2010, , 942-953

Alqadah F.;Bhatnagar R.;Jegga A. (12-01-2010. ) A novel framework for detecting maximally banded matrices in binary data.Statistical Analysis and Data Mining, , 3 (6 ) ,431-445 More Information

Zhang M.;Fang C.;Xu Y.;Bhatnagar R.;Lu L. (12-01-2010. ) An Integrative scoring approach to identify transcriptional regulations controlling lung surfactant .Proceedings - IEEE International Conference on Data Mining, ICDM, , 787-792 More Information

Sinha A.;Bhatnagar R. (12-01-2009. ) Algorithm for concept traversal in multiple databases.Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI, , 370-374 More Information

Alqadah F.;Bhatnagar R. (12-01-2009. ) Discovering substantial distinctions among incremental bi-clusters .Society for Industrial and Applied Mathematics - 9th SIAM International Conference on Data Mining 2009, Proceedings in Applied Mathematics, , 1 ,196-207

Bian H.;Bhatnagar R. (05-15-2009. ) Mining subspace clusters from distributed data.Studies in Computational Intelligence, , 208 ,73-82 More Information

Matson E.;Deloach S.;Bhatnagar R. (03-23-2009. ) Evaluation of properties in the transition of capability based agent organization.Web Intelligence and Agent Systems, , 7 (1 ) ,1-21 More Information

Narayanaswamy S.;Bhatnagar R. (12-22-2008. ) A lattice-based model for recommender systems.Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI, , 2 ,349-356 More Information

Matson E.;Bhatnagar R. (12-01-2008. ) Knowledge sharing between agents in a transitioning organization.Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), , 4870 LNAI ,187-202 More Information

Alqadah F.;Bhatnagar R. (12-01-2008. ) An effective algorithm for mining 3-clusters in vertically partitioned data.International Conference on Information and Knowledge Management, Proceedings, , 1103-1112 More Information

Alqadah F.;Bhatnagar R. (12-01-2008. ) Detecting significant distinguishing sets among Bi-clusters.International Conference on Information and Knowledge Management, Proceedings, , 1455-1456 More Information

Bian H.;Bhatnagar R. (09-15-2008. ) An algorithm for mining weighted dense maximal 1-complete regions.Studies in Computational Intelligence, , 118 ,31-48 More Information

Kalyan A.;Bhatnagar R. (06-02-2008. ) Localized construction of aggregation trees in sensor networks.Proceedings of SPIE - The International Society for Optical Engineering, , 6961 , More Information

Matson E.;Bhatnagar R. (06-02-2008. ) From sensor networks to sensor organizations.Proceedings of SPIE - The International Society for Optical Engineering, , 6961 , More Information

Sinha A.U.;Bhatnagar R. (12-01-2007. ) Efficient and scalable motif discovery using graphbased search .2007 IEEE Symposium on Computational Intelligence and Bioinformatics and Computational Biology, CIBCB 2007, , 197-204

Ramamurthy S.;Bhatnagar R. (12-01-2007. ) Tracking recurrent concept drift in streaming data using ensemble classifiers.Proceedings - 6th International Conference on Machine Learning and Applications, ICMLA 2007, , 404-409 More Information

Matson E.;Bhatnagar R. (12-01-2007. ) Properties of capability based agent organization transition.Proceedings - 2006 IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT 2006 Main Conference Proceedings), IAT'06, , 59-65 More Information

Bian H.;Bhatnagar R.;Young B. (12-01-2007. ) An efficient constraint-based closed set mining algorithm.Proceedings - 6th International Conference on Machine Learning and Applications, ICMLA 2007, , 67-72 More Information

Sinha A.;Phatak M.;Bhatnagar R.;Jegga A. (12-01-2007. ) Identifying functional binding motifs of tumor protein p53 using support vector machines.Proceedings - 6th International Conference on Machine Learning and Applications, ICMLA 2007, , 506-511 More Information

Young B.;Bhatnagar R.;Tatavarty G.;Bian H. (12-01-2007. ) Covariance matrix computations with federated databases.Proceedings - 6th International Conference on Machine Learning and Applications, ICMLA 2007, , 172-177 More Information

Matson E.;Bhatnagar R. (11-15-2007. ) Organization capable intelligent sensors.Proceedings of SPIE - The International Society for Optical Engineering, , 6560 , More Information

Tatavarty G.;Bhatnagar R.;Young B. (09-25-2007. ) Discovery of temporal dependencies between frequent patterns in multivariate time series.Proceedings of the 2007 IEEE Symposium on Computational Intelligence and Data Mining, CIDM 2007, , 688-696 More Information

Khedr A.;Bhatnagar R. (06-07-2007. ) Agents for integrating distributed data for complex computations .Computing and Informatics, , 26 (2 ) ,149-170

Muthukrishnan A.;Bhatnagar R. (12-01-2006. ) Concept-based organization and retrieval of technical documents .Proceedings of the 17th Midwest Artificial Intelligence and Cognitive Science Conference, MAICS 2006, , 85-92

Bian H.;Bhatnagar R. (12-01-2006. ) Towards more supervised subspace clustering .Proceedings of the 17th Midwest Artificial Intelligence and Cognitive Science Conference, MAICS 2006, , 93-98

Sharma A.;Bhatnagar R. (12-01-2006. ) Clustering spatio-temporal patterns using levelwise search .Proceedings of the 17th Midwest Artificial Intelligence and Cognitive Science Conference, MAICS 2006, , 99-104

Bian H.;Bhatnagar R. (12-01-2006. ) Efficiently mining maximal 1-complete regions from dense datasets .Proceedings - IEEE International Conference on Data Mining, ICDM, , 423-427

Khedr A.;Bhatnagar R. (09-11-2006. ) Agents for integrating distributed data for complex computations .Turkish Journal of Electrical Engineering and Computer Sciences, , 14 (2 ) ,313-327

Bian H.;Bhatnagar R. (12-01-2005. ) An algorithm for lattice-structured subspace clusters .Proceedings of the 2005 SIAM International Conference on Data Mining, SDM 2005, , 591-595

Vettel L.;Bhatnagar R. (12-01-2005. ) Learning deterministic finite automata to capture sequential patterns .Proceedings of the 2nd Indian International Conference on Artificial Intelligence, IICAI 2005, , 1390-1409

Haiyun B.;Bhatnagar R. (12-01-2005. ) A levelwise search algorithm for interesting subspace clusters.Proceedings - IEEE International Conference on Data Mining, ICDM, , 573-576 More Information

Bhatnagar R.;Rao C. (12-01-2005. ) Energy resource management based on data mining and artificial intelligence .Proceedings ACEEE Summer Study on Energy Efficiency in Industry, ,

Khedr A.;Bhatnagar R. (12-01-2004. ) Decomposable Algorithms for Computing Minimum Spanning Tree .Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), , 2918 ,33-44

Bhatnagar R.;Kurra G.;Niu W. (12-01-2003. ) Mining high dimensional data for classifier knowledge.Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, , 481-486 More Information

Bhatnagar R.;Seibert B.;Vettel L.;Freudenthal E.;Morgenthaler D. (12-01-2003. ) Chunk-based matching of images for ATR.Proceedings of SPIE - The International Society for Optical Engineering, , 5095 ,303-314 More Information

Bhatnagar R.;Myers S. (01-01-2000. ) Building class models for ATR .Proceedings of SPIE - The International Society for Optical Engineering, , 4053 ,322-331

Bhatnagar R.;Williams R.;Tennety V. (01-01-2000. ) Syntactic pattern recognition of HRR signatures .Proceedings of SPIE - The International Society for Optical Engineering, , 4053 ,452-466

Bhatnagar R.;Williams R.;Kant T. (01-01-1999. ) Evidence theoretic approach for classification of HRR signatures .Proceedings of SPIE - The International Society for Optical Engineering, , 3721 ,395-403

Bhatnagar R.;Dilsavor R.;Minardi M.;Pitts D. (12-01-1998. ) Intra-class variability in ATR systems.Proceedings of SPIE - The International Society for Optical Engineering, , 3370 ,383-395 More Information

Bhatnagar R.;Williams R. (12-01-1997. ) Templates with lower mean square error for ATR .Proceedings of SPIE - The International Society for Optical Engineering, , 3070 ,285-293

Bhatnagar R.;Srinivasan S. (12-01-1997. ) Pattern discovery in distributed databases .Proceedings of the National Conference on Artificial Intelligence, , 503-508

Bhatnagar R.;Horvitz R.;Williams R. (01-01-1997. ) A hybrid system for target classification.Pattern Recognition Letters, , 18 (11-13 ) ,1399-1403 More Information

Bhatnagar R. (01-01-1995. ) Context hypothesization using probabilistic knowledge.Fundamenta Informaticae, , 23 (2-4 ) ,225-246 More Information

Bhatnagar R. (01-01-1994. ) Learning characteristic rules in a target language.Machine Intelligence and Pattern Recognition, , 16 (C ) ,267-278 More Information

Bhatnagar R.;Kanal L. (01-01-1993. ) Abduction of precise situation models.Proceedings - 2nd International Symposium on Uncertainty Modeling and Analysis, ISUMA 1993, , 73-78 More Information

Bhatnagar R.;Kanal L. (01-01-1993. ) Structural and Probabilistic Knowledge for Abductive Reasoning.IEEE Transactions on Pattern Analysis and Machine Intelligence, , 15 (3 ) ,233-245 More Information

Bhatnagar R.;Kanal L.N. (01-01-1990. ) Reasoning by hypothesizing causal models.Proceedings of ISUMA 1990 - 1st International Symposium on Uncertainty Modeling and Analysis, , 552-557 More Information

Bhatnagar R.;Kanal L. (01-01-1988. ) Constructing Alternate Preferred Lines of Reasoning in Inconsistent Knowledge Environments.Machine Intelligence and Pattern Recognition, , 7 (C ) ,353-366 More Information

Bhatnagar R.;Kanal L. (12-01-1986. ) MECHANIZING DECISION MAKING WITH UNCERTAIN INFORMATION. 101-103

Bhatnagar R.;Kanal L. (01-01-1986. ) Handling Uncertain Information: A Review of Numeric and Non-numeric Methods.Machine Intelligence and Pattern Recognition, , 4 (C ) ,3-26 More Information