Raj K Bhatnagar

Ph.D: University of Maryland College Park, 1989

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

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

Investigators:Bhatnagar, Raj 10-01-2023 -12-31-2023 MME Industry 4.0/5.0 Institute MME I45I Educational Seminar: Machine Learning for Industrial Applications Role:PI 10000.00 Hold Level:Industry

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, 1-8More 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, 229-237More 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, 1529-1538More 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, 1519-1528More 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, 1378-1387More 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, 101-107More 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, 313-327More 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, 165-200More 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, 175-189More 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, 238-250More 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, 35-48More 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, 251-262More 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, 96-103More 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, 154-161More 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) , 100-113More Information

Hu Z.;Bhatnagar R.  (01-01-2012). Mining low-variance biclusters to discover coregulation modules in sequencing datasets. Scientific Programming, 20 (1) , 15-27More 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, 1092-1097More 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, 795-803More 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 MiningMore Information

Alqadah F.;Bhatnagar R.  (03-01-2011). Similarity measures in formal concept analysis. Annals of Mathematics and Artificial Intelligence, 61 (3) , 245-256More 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, 236-245More 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) , 431-445More 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, 787-792More Information

Sinha A.;Bhatnagar R.  (12-01-2009). Algorithm for concept traversal in multiple databases. Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI, 370-374More 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, 73-82More 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) , 1-21More 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, 349-356More 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, 187-202More 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, 1103-1112More Information

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

Bian H.;Bhatnagar R.  (09-15-2008). An algorithm for mining weighted dense maximal 1-complete regions. Studies in Computational Intelligence, 118, 31-48More 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, 6961More Information

Matson E.;Bhatnagar R.  (06-02-2008). From sensor networks to sensor organizations. Proceedings of SPIE - The International Society for Optical Engineering, 6961More 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, 404-409More 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, 59-65More 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, 67-72More 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, 506-511More 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, 172-177More Information

Matson E.;Bhatnagar R.  (11-15-2007). Organization capable intelligent sensors. Proceedings of SPIE - The International Society for Optical Engineering, 6560More 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, 688-696More 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, 573-576More 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, 481-486More 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, 303-314More 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, 383-395More 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) , 1399-1403More Information

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

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

Bhatnagar R.;Kanal L.  (01-01-1993). Abduction of precise situation models. Proceedings - 2nd International Symposium on Uncertainty Modeling and Analysis, ISUMA 1993, 73-78More 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) , 233-245More 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, 552-557More 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) , 353-366More 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) , 3-26More Information