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  1. A Naïve Bayes Regularized Logistic Regression Estimator for Low-dimensional Classification

    Article • International Journal of Approximate Reasoning, June 2024, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  2. Probabilistic graphical models for predicting post-traumatic stress disorder in US veterans

    Article • INFORMS Journal on Computing, November 2023, INFORMS

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  3. Computing the decomposable entropy of belief-function graphical models

    Article • International Journal of Approximate Reasoning, October 2023, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  4. On conditional belief functions in directed graphical models in the Dempster-Shafer theory

    Article • International Journal of Approximate Reasoning, September 2023, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  5. Making inferences in incomplete Bayesian networks: A Dempster-Shafer belief function approach

    Article • International Journal of Approximate Reasoning, June 2023, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  6. Entropy for evaluation of Dempster-Shafer belief function models

    Article • International Journal of Approximate Reasoning, December 2022, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  7. Glenn Shafer — A short biography

    Article • International Journal of Approximate Reasoning, February 2022, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  8. Probability and statistics: Foundations and history. Special Issue in honor of Glenn Shafer

    Article • International Journal of Approximate Reasoning, February 2022, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  9. On Conditional Belief Functions in the Dempster-Shafer Theory

    Article • January 2022, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  10. Entropy-Based Learning of Compositional Models from Data

    Article • January 2021, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  11. An interval-valued utility theory for decision making with Dempster-Shafer belief functions

    Article • International Journal of Approximate Reasoning, September 2020, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  12. On properties of a new decomposable entropy of Dempster-Shafer belief functions

    Article • International Journal of Approximate Reasoning, April 2020, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  13. A new hybrid logistic regression-naive Bayes classifier

    Article • International Journal of Approximate Reasoning, February 2020, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  14. Define expected value for Dempster-Shafer belief functions with numeric state spaces.

    Article • International Journal of General Systems, September 2019, Taylor & Francis

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  15. Evidence Gathering for Hypothesis Resolution using Judicial Evidential Reasoning

    Article • Information Fusion, September 2018, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  16. Evidence Gathering for Hypothesis Resolution Using Judicial Evidential Reasoning

    Article • July 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  17. Selecting a good subset of features for classification

    Article • Machine Learning, June 2018, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  18. How much uncertainty is there in a belief functions in the Dempster-Shafer theory?

    Article • International Journal of Approximate Reasoning, January 2018, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  19. A definition of decomposable entropy for Dempster-Shafer belief functions.

    Article • January 2018, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  20. Combination and Composition in Probabilistic Models

    Article • December 2017, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  21. Ambiguity aversion and a decision-theoretic framework using belief functions

    Article • November 2017, Institute of Electrical & Electronics Engineers (IEEE)

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  22. How to convert nonlinear functions to piecewise linear ones.

    Article • International Journal of Intelligent Systems, March 2017, Wiley

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  23. On computing probabilities of dismissal of 10b-5 securities class-action cases

    Article • Decision Support Systems, February 2017, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  24. Causal compositional models in valuation-based systems with examples in specific theories

    Article • International Journal of Approximate Reasoning, May 2016, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  25. Entropy of Belief Functions in the Dempster-Shafer Theory: A New Perspective

    Article • January 2016, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  26. Solving Bayesian networks with discrete and continuous variables with deterministic conditionals

    Article • International Journal of Intelligent Systems, December 2014, Hindawi Publishing Corporation

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  27. Compositional models in valuation-based systems

    Article • International Journal of Approximate Reasoning, January 2014, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  28. Causal Compositional Models in Valuation-Based Systems

    Article • January 2014, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  29. Two issues in using mixtures of polynomials for inference in hybrid Bayesian networks

    Article • International Journal of Approximate Reasoning, July 2012, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  30. A new heuristic for learning Bayesian networks from limited datasets: a real-time recommendation system application with RFID systems in grocery stores

    Article • Annals of Operations Research, June 2012, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  31. A Framework for Solving Hybrid Influence Diagrams Containing Deterministic Conditional Distributions

    Article • Decision Analysis, March 2012, INFORMS

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  32. Compositional Models in Valuation-Based Systems

    Article • January 2012, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  33. Conditioning in Decomposable Compositional Models in Valuation-Based Systems

    Article • January 2012, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  34. Some practical issues in inference in hybrid Bayesian networks with deterministic conditionals

    Article • November 2011, Institute of Electrical & Electronics Engineers (IEEE)

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  35. Extended Shenoy–Shafer architecture for inference in hybrid bayesian networks with deterministic conditionals

    Article • International Journal of Approximate Reasoning, September 2011, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  36. Inference in hybrid Bayesian networks using mixtures of polynomials

    Article • International Journal of Approximate Reasoning, July 2011, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  37. A review of representation issues and modeling challenges with influence diagrams

    Article • Omega, June 2011, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  38. A decision theory for partially consonant belief functions

    Article • International Journal of Approximate Reasoning, March 2011, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  39. A Re-definition of Mixtures of Polynomials for Inference in Hybrid Bayesian Networks

    Article • January 2011, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  40. Modeling challenges with influence diagrams: Constructing probability and utility models

    Article • Decision Support Systems, November 2010, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  41. Arc reversals in hybrid Bayesian networks with deterministic variables

    Article • International Journal of Approximate Reasoning, May 2009, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  42. Inference in Hybrid Bayesian Networks with Deterministic Variables

    Article • January 2009, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  43. Decision making with hybrid influence diagrams using mixtures of truncated exponentials

    Article • European Journal of Operational Research, April 2008, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  44. Using Bayesian networks for bankruptcy prediction: Some methodological issues

    Article • European Journal of Operational Research, July 2007, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  45. DISCUSSION OF KYBURG'S “BELIEVING ON THE BASIS OF THE EVIDENCE”

    Article • Computational Intelligence, April 2007, Wiley

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  46. Use of Radio Frequency Identification for Targeted Advertising: A Collaborative Filtering Approach Using Bayesian Networks

    Article • January 2007, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  47. Approximating probability density functions in hybrid Bayesian networks with mixtures of truncated exponentials

    Article • Statistics and Computing, September 2006, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  48. Knowledge representation and integration for portfolio evaluation using linear belief functions

    Article • IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans, July 2006, Institute of Electrical & Electronics Engineers (IEEE)

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  49. Operations for inference in continuous Bayesian networks with linear deterministic variables

    Article • International Journal of Approximate Reasoning, May 2006, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  50. Sequential influence diagrams: A unified asymmetry framework

    Article • International Journal of Approximate Reasoning, May 2006, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  51. Inference in hybrid Bayesian networks with mixtures of truncated exponentials

    Article • International Journal of Approximate Reasoning, April 2006, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  52. On the plausibility transformation method for translating belief function models to probability models

    Article • International Journal of Approximate Reasoning, April 2006, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  53. Sequential valuation networks for asymmetric decision problems

    Article • European Journal of Operational Research, February 2006, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy, Professor Riza Demirer

  54. Decision making on the sole basis of statistical likelihood

    Article • Artificial Intelligence, July 2005, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  55. Two axiomatic approaches to decision making using possibility theory

    Article • European Journal of Operational Research, April 2005, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  56. Nonlinear Deterministic Relationships in Bayesian Networks

    Article • January 2005, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  57. A causal mapping approach to constructing Bayesian networks

    Article • Decision Support Systems, November 2004, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  58. Representing asymmetric decision problems using coarse valuations

    Article • Decision Support Systems, April 2004, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  59. Multistage Monte Carlo Method for Solving Influence Diagrams Using Local Computation

    Article • Management Science, March 2004, INFORMS

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  60. Application of Uncertain Reasoning to Business Decisions: An Introduction

    Article • Information Systems Frontiers, December 2003, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  61. A Comparison of Bayesian and Belief Function Reasoning

    Article • Information Systems Frontiers, December 2003, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  62. A Comparison of Methods for Transforming Belief Function Models to Probability Models

    Article • January 2003, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  63. BAYESIAN CAUSAL MAPS AS DECISION AIDS IN VENTURE CAPITAL DECISION MAKING: METHODS AND APPLICATIONS.

    Article • Academy of Management Proceedings, August 2002, The Academy of Management

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  64. Modeling Financial Portfolios Using Belief Functions

    Article • January 2002, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  65. A Bayesian network approach to making inferences in causal maps

    Article • European Journal of Operational Research, February 2001, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  66. Sequential Valuation Networks: A New Graphical Technique for Asymmetric Decision Problems

    Article • January 2001, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy, Professor Riza Demirer

  67. Valuation network representation and solution of asymmetric decision problems

    Article • European Journal of Operational Research, March 2000, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  68. Computation in Valuation Algebras

    Article • January 2000, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  69. A Comparison of Graphical Techniques for Asymmetric Decision Problems

    Article • Management Science, November 1999, INFORMS

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  70. Some improvements to the Shenoy-Shafer and Hugin architectures for computing marginals

    Article • Artificial Intelligence, July 1998, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  71. Article • Theory and Decision, January 1998, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  72. Binary join trees for computing marginals in the Shenoy-Shafer architecture

    Article • International Journal of Approximate Reasoning, August 1997, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  73. A note on Kirkwood's algebraic method for decision problems

    Article • European Journal of Operational Research, September 1996, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  74. Representing and Solving Asymmetric Decision Problems Using Valuation Networks

    Article • January 1996, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  75. A theory of coarse utility

    Article • Journal of Risk and Uncertainty, July 1995, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  76. Propagating belief functions in AND-trees

    Article • International Journal of Intelligent Systems, January 1995, Hindawi Publishing Corporation

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  77. A comparison of graphical techniques for decision analysis

    Article • European Journal of Operational Research, October 1994, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  78. Consistency in Valuation-Based Systems

    Article • INFORMS Journal on Computing, August 1994, INFORMS

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  79. REPRESENTING CONDITIONAL INDEPENDENCE RELATIONS BY VALUATION NETWORKS

    Article • International Journal of Uncertainty Fuzziness and Knowledge-Based Systems, June 1994, World Scientific Pub Co Pte Lt

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  80. Conditional independence in valuation-based systems

    Article • International Journal of Approximate Reasoning, April 1994, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  81. Attitude Formation Models: Insights from TETRAD

    Article • January 1994, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  82. Valuation Networks and Conditional Independence

    Article • January 1993, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  83. Using possibility theory in expert systems

    Article • Fuzzy Sets and Systems, December 1992, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  84. Valuation-Based Systems for Bayesian Decision Analysis

    Article • Operations Research, June 1992, INFORMS

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  85. Using Dempster-Shafer's belief-function theory in expert systems

    Article • March 1992, SPIE

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  86. Conditional Independence in Uncertainty Theories

    Article • January 1992, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  87. On Spohn's rule for revision of beliefs

    Article • International Journal of Approximate Reasoning, March 1991, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  88. A Fusion Algorithm for Solving Bayesian Decision Problems

    Article • January 1991, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  89. Belief functions and belief maintenance in artificial intelligence

    Article • International Journal of Approximate Reasoning, September 1990, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  90. Probability propagation

    Article • Annals of Mathematics and Artificial Intelligence, March 1990, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  91. Axioms for Probability and Belief-Function Propagation

    Article • January 1990, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  92. A valuation-based language for expert systems

    Article • International Journal of Approximate Reasoning, September 1989, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  93. Propagation of Belief Functions: A Distributed Approach

    Article • January 1988, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  94. Propagating belief functions in qualitative Markov trees

    Article • International Journal of Approximate Reasoning, October 1987, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  95. Modifiable combining functions

    Article • Artificial intelligence for engineering design analysis and manufacturing, February 1987, Cambridge University Press

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  96. Competitive inventory models

    Article • RAIRO - Operations Research, January 1987, EDP Sciences

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  97. Qualitative Markov networks

    Article • January 1987, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  98. Propagating Belief Functions with Local Computations

    Article • IEEE Expert, September 1986, Institute of Electrical & Electronics Engineers (IEEE)

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  99. Two interpretations of the difference principle in Rawls's theory of justice

    Article • Theoria, December 1983, Wiley

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  100. A solution for noncooperative games

    Article • Journal of Optimization Theory and Applications, December 1982, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  101. The Banzhaf power index for political games

    Article • Mathematical Social Sciences, April 1982, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  102. Inducing cooperation by reciprocative strategy in non-zero-sum games

    Article • Journal of Mathematical Analysis and Applications, March 1981, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  103. A dynamic solution concept for abstract games

    Article • Journal of Optimization Theory and Applications, October 1980, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  104. A three-person cooperative game formulation of the world oil market

    Article • Applied Mathematical Modelling, August 1980, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  105. A two-person non-zero-sum game model of the world oil market

    Article • Applied Mathematical Modelling, August 1980, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  106. On Committee Decision Making: A Game Theoretical Approach

    Article • Management Science, April 1980, INFORMS

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  107. On coalition formation: a game-theoretical approach

    Article • International Journal of Game Theory, September 1979, Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  108. On coalition formation in simple games: A mathematical analysis of Caplow's and Gamson's theories

    Article • Journal of Mathematical Psychology, October 1978, Elsevier

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  109. On Spohn's theory of epistemic beliefs

    Article • Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  110. Information sets in decision theory

    Article • Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy

  111. Axioms for Probability and Belief-Function Propagation

    Article • Springer Science + Business Media

    Distinguished Professor Emeritus Prakash Pundalik Shenoy