Belief-Revision, Algorithms and Equity-Based Incentives Under Combined MN-TU, Regret-Minimization and Perception Regimes

  • Michael I. C. Nwogugu


Equity-Based Incentives (EBIs) include all equity based instruments that organizations issue to their employees, shareholders, or Board members or agents; and which are intended to have some incentive effect. EBIs include Employee Stock Options (ESOs); Dividend Equivalent Rights (DERs); shares of incentive stock with vesting conditions; shares of Deferred Stock with vesting conditions; Contingent Rights; Warrants, equity-linked compensation instruments, etc. The common element of all EBIs is that each has a contingent claim on the organization’s assets, or equity or cashflow.


  1. Abernethy, J., Bartlett, P., & Hazan, E. (2011). Blackwell Approachability and Low-Regret Learning Are Equivalent. Journal of Machine Learning Research: Workshop & Conference Proceedings, 19, 27–46.Google Scholar
  2. Accinelli, E., Bazzano, B., et al. (2015). Nash Equilibrium in Evolutionary Competitive Models of Firms and Workers Under External Regulation. Journal of Dynamics & Games, 2(1), 1–32.CrossRefGoogle Scholar
  3. Acharya, V., & Bisin, A. (2009). Managerial Hedging, Equity Ownership, and Firm Value. RAND Journal of Economics, 40(1), 47–77.CrossRefGoogle Scholar
  4. Aggarwal, R., & Samwick, A. (1999a). The Other Side of the Trade-Off: The Impact of Risk on Executive Compensation. Journal of Political Economy, 107(1), 65–105.CrossRefGoogle Scholar
  5. Aggarwal, R., & Samwick, A. (1999b). Executive Compensation, Strategic Competition and Relative Performance Evaluation: Theory and Evidence. Journal of Finance, 54(6), 1999–2043.CrossRefGoogle Scholar
  6. Aggarwal, R., & Samwick, A. (2006). Empire-Builders and Shirkers: Investment, Firm Performance, and Managerial Incentives. Journal of Corporate Finance, 12(3), 489–515.CrossRefGoogle Scholar
  7. Anantharaman, D., & Lee, Y. (2014). Managerial Risk Taking Incentives and Corporate Pension Policy. Journal of Financial Economics, 111, 328–351.CrossRefGoogle Scholar
  8. Andrews, M., Pritchett, L., & Woolcock, M. (2017). Building State Capability: Evidence, Analysis, Action. Oxford: Oxford University Press.Google Scholar
  9. Antonio, L., & Coello, C. (2018). Coevolutionary Multiobjective Evolutionary Algorithms: Survey of the State-of-the-Art. IEEE Transactions on Evolutionary Computation, 22(6), 851–865.CrossRefGoogle Scholar
  10. Arthur, W. B. (1999). Complexity and the Economy. Science, 284, 107–109.CrossRefGoogle Scholar
  11. Babenko, I., & Tserlukevich, Y. (2009). Analyzing the Tax Benefits of Employee Stock Options. Journal of Finance, 64, 1797–1825.Google Scholar
  12. Babenko, I., Lemmon, M., & Tserlukevich, Y. (2011). Employee Stock Options and Investment. Journal of Finance, 66, 981–1009.Google Scholar
  13. Bakke, T., Mahmudi, H., et al. (2016). The Causal Effect of Option Pay on Corporate Risk Management. Journal of Financial Economics, 120, 623–643.CrossRefGoogle Scholar
  14. Bakshi, G., Cao, C., & Chen, Z. (2000). Do Call Prices and the Underlying Stock Always Move in the Same Direction? Review of Financial Studies, 13, 549–584.CrossRefGoogle Scholar
  15. Bamberger, M., Vaessen, J., & Raimondo, E. (2016). Dealing with Complexity in Development Evaluation. Thousand Oaks: Sage.Google Scholar
  16. Banerjee, S., Güçbilmez, U., & Pawlina, G. (2014). Optimal Exercise of Jointly Held Real Options: A Nash Bargaining Approach with Value Diversion. European Journal of Operational Research, 239(2), 565–578.CrossRefGoogle Scholar
  17. Bargeron, L., Lehn, K., & Zutter, C. (2010). Sarbanes-Oxley and Corporate Risk-Taking. Journal of Accounting and Economics, 49, 34–52.CrossRefGoogle Scholar
  18. Barraclough, K., & Whaley, R. E. (2012). Early Exercise of Put Options on Stocks. Journal of Finance, 67(4), 1423–1456.CrossRefGoogle Scholar
  19. Bayoumi, T., Pickford, S., & Subacchi, P. (2016). Managing Complexity: Economic Policy Cooperation After the Crisis. Washington, DC: Brookings Institution Press.Google Scholar
  20. Bebchuk, L., Fried, J., & Walker, D. (2003). Managerial Power and Rent Extraction in the Design of Executive Compensation. University of Chicago Law Review, 69(3), 75–762.Google Scholar
  21. Bernstein, A., Mannor, S., & Shimkin, N. (2013). Opportunistic Strategies for Generalized No-Regret Problems. Journal of Machine Learning Research: Workshop & Conference Proceedings, 30, 158–171.Google Scholar
  22. Bettis, J., Bizjak, J., & Lemmon, M. (2001). Managerial Ownership, Incentive Contracting and the Use of Zero Cost Collars and Equity Swaps by Corporate Insiders. Journal of Financial and Quantitative Analysis, 36, 345–370.CrossRefGoogle Scholar
  23. Bettis, C., Bizjak, J., & Lemmon, M. (2005). Excise Behavior, Valuation and the Incentive Effects of Employee Stock Options. Journal of Financial Economics, 76, 445–470.CrossRefGoogle Scholar
  24. Bloom, M., & Milkovich, G. (1998). Relationships Among Risk, Incentive Pay, and Organizational Performance. Academy of Management Journal, 41(3), 283–297.Google Scholar
  25. Bogus, C. (1993). Excessive Executive Compensation and the Failure of Corporate Democracy. Buffalo Law Review, 41, 1–10.Google Scholar
  26. Bratton, W. (2002). Enron and the Dark Side of Shareholder Value. Tulane Law Review.Google Scholar
  27. Brink, A., & Rankin, F. (2013). The Effects of Risk Preference and Loss Aversion on Individual Behavior Under Bonus, Penalty, and Combined Contract Frames. Behavioral Research in Accounting, 25(2), 145–170.CrossRefGoogle Scholar
  28. Byrne, D., & Callaghan, G. (2014). Complexity Theory and the Social Sciences: The State of the Art. London: Routledge. Google Scholar
  29. Cai, W., & Singham, D. (2018). A Principal–Agent Problem with Heterogeneous Demand Distributions for a Carbon Capture and Storage System. European Journal of Operational Research, 264(1), 239–256.CrossRefGoogle Scholar
  30. Cappelli, P., Conyon, M., & Almeda, D. (2019). Social Exchange and the Effects of Employee Stock Options. ILR.Google Scholar
  31. Carter, M., and Lynch, L. (2001). The Effect of Accounting on Economic Behavior: Evidence from Stock Option Repricing (Working Paper). Available at:,mec75/repricing-1abstract.pdf.
  32. Çelen, B., & Özertürk, S. (2007). Implications of Executive Hedge Markets for Firm Value Maximization. Journal of Economics & Management Strategy, 16(2), 319–349.CrossRefGoogle Scholar
  33. Cenci, M., Corradini, M., Feduzi, A., & Gheno, A. (2015). Half-Full or Half-Empty? A Model of Decision Making Under Risk. Journal of Mathematical Psychology, 68–69, 1–6.CrossRefGoogle Scholar
  34. Chang, X., Fu, K., et al. (2015). Non-Executive Employee Stock Options and Corporate Innovation. Journal of Financial Economics, 115, 168–188.CrossRefGoogle Scholar
  35. Chen, J., & Leung, W., et al. (2018). Does CDS Trading Affect Risk-Taking Incentives in Managerial Compensation? (Working Papers 2018-19), Swansea University, School of Management, UK.Google Scholar
  36. Chica, M., Chiong, R., et al. (2018). A Networked N-Player Trust Game and Its Evolutionary Dynamics. IEEE Transactions on Evolutionary Computation, 22(6), 866–878.CrossRefGoogle Scholar
  37. Chockalingam, A., & Feng, H. (2015). The Implication of Missing the Optimal-Exercise Time of an American Option. European Journal of Operational Research, 243(3), 883–896.CrossRefGoogle Scholar
  38. Corgnet, B., Gómez-Miñambres, J., & Hernan-Gonzalez, R. (2015). Goal Setting and Monetary Incentives: When Large Stakes Are Not Enough. Management Science, 61(12), 2926–2944.CrossRefGoogle Scholar
  39. Corgnet, B., Gómez-Miñambres, J., & Hernán-González, R. (2018). Goal Setting in the Principal–Agent Model: Weak Incentives for Strong Performance. Games & Economic Behavior, 109, 311–326.CrossRefGoogle Scholar
  40. Corgnet, B., & Hernán-González, R. (2018). Revisiting the Trade-Off Between Risk and Incentives: The Shocking Effect of Random Shocks? Management Science, 65(3), 955–1453.Google Scholar
  41. Corgnet, B., Hernán-Gonzalez, R., & Rassenti, S. (2015). Firing Threats: Incentive Effects and Impression Management. Games & Economic Behavior, 91, 97–113.CrossRefGoogle Scholar
  42. Cowgill, B., & Zitzewitz, E. (2014). Incentive Effects of Equity Compensation: Employee-Level Evidence from Google (Working Paper). Dartmouth University, USA: Department of Economics.Google Scholar
  43. Cumming, D., Siegel, D. S., & Wright, M. (2007). Private Equity, Leveraged Buyouts, and Governance. Journal of Corporate Finance, 13, 439–460.Google Scholar
  44. Cunat, V., & Guadalupe, M. (2005). How Does Product Market Competition Shape Incentive Contracts. Journal of the European Economic Association, 3, 1038–1082.CrossRefGoogle Scholar
  45. Dal Forno, A., & Merlone, U. (2010). Incentives and Individual Motivation in Supervised Work Groups. European Journal of Operational Research, 207(2), 878–885.CrossRefGoogle Scholar
  46. Davis-Stober, C., Brown, N., & Cavagnaro, D. (2015). Individual Differences in the Algebraic Structure of Preferences. Journal of Mathematical Psychology, 66, 70–82.CrossRefGoogle Scholar
  47. De la Bruslerie, H., & Deffains-Crapsky, C. (2008). Information Asymmetry, Contract Design and Process of Negotiation: The Stock Options Awarding Case. Journal of Corporate Finance, 14(2), 73–91.CrossRefGoogle Scholar
  48. Deb, K., Zhu, L., & Kulkarni, S. (2018). Handling Multiple Scenarios in Evolutionary Multiobjective Numerical Optimization. IEEE Transactions on Evolutionary Computation, 22(6), 920–933.CrossRefGoogle Scholar
  49. DeFusco, R., Johnson, R., & Zorn, T. (1990). The Effect of Executive Stock Option Plans on Stockholders and Bondholders. Journal of Finance, 45(2), 617–627.CrossRefGoogle Scholar
  50. Dmitriev, A., Tsukanova, O., & Maltseva, A. (2017). Modeling of Microblogging Social Networks: Dynamical System vs. Random Dynamical System. Procedia Computer Science, 122, 812–819.CrossRefGoogle Scholar
  51. Duan, J., & Wei, J. (2005). Executive Stock Options and Incentive Effects Due to Systematic Risk. Journal of Banking & Finance, 29(5), 1185–1211.CrossRefGoogle Scholar
  52. Durlauf, S. (2012). Complexity, Economics, and Public Policy. Politics, Philosophy & Economics, 11(1), 45–75.CrossRefGoogle Scholar
  53. Dutta, S. (2003). Capital Budgeting and Managerial Compensation: Incentive and Retention Effects. Accounting Review, 78(1), 71–94.CrossRefGoogle Scholar
  54. Engstrom, M. (2002). A Note on Rational Call Option Exercise. Journal of Futures Markets, 22(5), 471–482.CrossRefGoogle Scholar
  55. Espinosa-Avila, E., Longoria, P., & Hernández-Quiroz, F. (2017). Game Theory and Dynamic Programming in Alternate Games. Journal of Dynamics & Games, 4(3), 205–216.CrossRefGoogle Scholar
  56. Feess, E., & Thun, J. (2014). Surplus Division and Investment Incentives in Supply Chains: A Biform-Game Analysis. European Journal of Operational Research, 234(3), 763–773.CrossRefGoogle Scholar
  57. Finch, J. (Ed.). (2013). Complexity and the Economy—Implications for Economic Policy. Cheltenham: Edward Elgar.Google Scholar
  58. Foster, D. P., & Vohra, R. (1999). Regret in the On-Line Decision Problem. Games & Economic Behavior, 29, 7–35.CrossRefGoogle Scholar
  59. Francis, B., Gupta, A., & Hasan, I. (2015). Impact of Compensation Structure and Managerial Incentives on Bank Risk Taking. European Journal of Operational Research, 242(2), 651–676.CrossRefGoogle Scholar
  60. Francis, B., Hasan, I., & Sharma, Z. (2011). Incentives and Innovation: Evidence from CEO Compensation Contracts (Working Paper, Bank of Finland Research Discussion Paper 17). Google Scholar.Google Scholar
  61. Garvey, G., & Mawani, A. (2005). Risk-Taking Incentives of Employee Stock Options and the Asset Substitution Problem. Accounting & Finance, 45, 3–23.CrossRefGoogle Scholar
  62. Gaver, J., & Gaver, K. (1993). Additional Evidence on the Association Between the Investment Opportunity Set and Corporate Financing, Dividend, and Compensation Policies. Journal of Accounting and Economics, 16, 125–160.Google Scholar
  63. Gete, P., & Gómez, J. (2015). Compensation Contracts and Fire Sales. Journal of Financial Stability, 18, 154–171.CrossRefGoogle Scholar
  64. Gilson, R., & Schizer, D. (2003). Understanding Venture Capital Structure: A Tax Explanation for Convertible Preferred Stock. Harvard Law Review, 116, 874–916.CrossRefGoogle Scholar
  65. Gong, Q., Liang, J., et al. (2015). Causal Effects of Stock Options on Employee Retention: A Regression Discontinuity Approach (Working Paper). Stanford University, USA.
  66. Grant, S., Kline, J., & Quiggin, J. (2018). Contracting Under Uncertainty: A Principal–Agent Model with Ambiguity Averse Parties. Games & Economic Behavior, 109, 582–597.CrossRefGoogle Scholar
  67. Hall, B., & Murphy, K. J. (2001). Stock Options for Undiversified Executives (National Bureau of Economic Research Working Paper 8052).Google Scholar
  68. He, Z., Li, S., Wei, B., & Yu, J. (2014). Uncertainty, Risk, and Incentives: Theory and Evidence. Management Science, 60(1), 206–226.CrossRefGoogle Scholar
  69. Heath, C., Huddart, S., & Lang, M. (1999). Psychological Factors and Stock Option Exercise. Quarterly Journal of Economics, 114(2), 601–627.CrossRefGoogle Scholar
  70. Hermalin, B. (1992). The Effects of Competition on Executive Behavior. RAND Journal of Economics, 23(3), 350–365.CrossRefGoogle Scholar
  71. Hertzberg, A., Liberti, J., & Paravisini, D. (2010). Information and Incentives Inside the Firm: Evidence from Loan Officer Rotation. Journal of Finance, 65, 795–828.CrossRefGoogle Scholar
  72. Ho, C. (2005). Corporate Governance and Corporate Competitiveness: An International Analysis. Corporate Governance: An International Review, 13(2), 211–253.CrossRefGoogle Scholar
  73. Hofer, C., Jäger, G., & Füllsack, M. (2018). Critical Transitions and Early Warning Signals in Repeated Cooperation Games. Journal of Dynamics & Games, 5(3), 223–230.CrossRefGoogle Scholar
  74. Ibanez, A., & Paraskevopoulos, I. (2010). The Sensitivity of American Options to Suboptimal Exercise Strategies. Journal of Financial and Quantitative Analysis, 45(6), 1563–1590.CrossRefGoogle Scholar
  75. Inarra, E., Laruelle, A., & Zuazo-Garin, P. (2015). Games with Perception. Journal of Mathematical Psychology, 64–65, 58–65.CrossRefGoogle Scholar
  76. Inderst, R., & Laux, C. (2005). Incentives in Internal Capital Markets: Capital Constraints, Competition, and Investment Opportunities. The Rand Journal of Economics, 36(1), 215–228.Google Scholar
  77. Jacob, R., & Koschutzki, D., et al. (2013). Algorithms for Centrality Indices. In Network Analysis (pp. 62–82). Volume 3418 of the series Lecture Notes in Computer Science. Berlin: Springer.Google Scholar
  78. Joh, S. (1999). Strategic Managerial Incentive Compensation in Japan: Relative Performance Evaluation and Product Market Collusion. Review of Economics and Statistics, 81(2), 303–313.CrossRefGoogle Scholar
  79. John, K., Litov, L., & Yeung, B. (2008). Corporate Governance and Risk-Taking. Journal of Finance, 63, 1679–1728.CrossRefGoogle Scholar
  80. Johnson, S., & Tian, Y. (2000). The Value and Incentive Effects of Nontraditional Executive Stock Option Plans. Journal of Financial Economics, 57, 3–34.Google Scholar
  81. Johnson, S., & Tian, Y. (2004). Risk-Averse Executives, Multiple Common Risks, and the Efficiency and Incentives of Indexed Executive Stock Options. Journal of Derivatives Accounting, 1(1), 11–28.Google Scholar
  82. Karuna, C. (2007). Industry Product Market Competition and Managerial Incentives. Journal of Accounting and Economics, 43(2–3), 275–297.CrossRefGoogle Scholar
  83. Katz, A. (1990). The Strategic Structure of Offer and Acceptance: Game Theory and the Law of Contract Formation. Michigan Law Review, 89(2), 215–295.CrossRefGoogle Scholar
  84. Kato, H., Lemmon, M., Luo, L., & Schallheim, J. (2004, August). An Empirical Examination of the Costs and Benefits of Executive Stock Options: Evidence from Japan (Working Paper).Google Scholar
  85. Kelly, K. (2010). The Effects of Incentives on Information Exchange and Decision Quality in Groups. Behavioral Research in Accounting, 22(1), 43–48.CrossRefGoogle Scholar
  86. Kim, S., & Ng, J. (2018). Executive Bonus Contract Characteristics and Share Repurchases. The Accounting Review, 93(1), 289–316.CrossRefGoogle Scholar
  87. Kirman, A. (2016). Complexity and Economic Policy: A Paradigm Shift or a Change in Perspective? A Review Essay on David Colander and Roland Kupers’s Complexity and the Art of Public Policy. Journal of Economic Literature, 54(2), 534–572.CrossRefGoogle Scholar
  88. Klos, T., Van Ahee, G., & Tuyls, K. (2010). Evolutionary Dynamics of Regret Minimization. In J. L. Balcázar, F. Bonchi, A. Gionis, & M. Sebag (Eds.), Machine Learning and Knowledge Discovery in Databases (Vol. 6322). ECML PKDD 2010. Lecture Notes in Computer Science. Berlin and Heidelberg: Springer.Google Scholar
  89. Kroumova, M., & Sesil, J. (2006). Intellectual Capital, Monitoring, and Risk: What Predicts the Adoption of Employee Stock Options? Industrial Relations: A Journal of Economy & Society, 45(4), 734–775.Google Scholar
  90. Kuang, Y. (2008). Performance-Vested Stock Options and Earnings Management. Journal of Business Finance & Accounting, 35(9–10), 1049–1078.CrossRefGoogle Scholar
  91. Kuehn, C., Malavolta, G., & Rasmussen, M. (2018). Early-Warning Signals for Bifurcations in Random Dynamical Systems with Bounded Noise. Journal of Mathematical Analysis and Applications, 464(1), 58–77.CrossRefGoogle Scholar
  92. Kuhlman, C., & Mortveit, H. (2014). Attractor Stability in Non-uniform Boolean Networks. Theoretical Computer Science, 559, 20–33.CrossRefGoogle Scholar
  93. Kyriacou, K., & Mase, B. (2006). The Adverse Consequences of Share-Based Pay in Risky Companies. Journal of Management and Governance, 10(3), 307–323.CrossRefGoogle Scholar
  94. Laux, V. (2015). Executive Pay, Innovation, and Risk-Taking. Journal of Economics & Management Strategy, 24, 275–305.CrossRefGoogle Scholar
  95. Liao, W., Lu, C., & Wang, H. (2014). Venture Capital, Corporate Governance, and Financial Stability of IPO Firms. Emerging Markets Review, 18, 19–33.CrossRefGoogle Scholar
  96. Lupu, I. (2015). The Indirect Relation Between Corporate Governance and Financial Stability. Procedia Economics and Finance, 22, 538–543.CrossRefGoogle Scholar
  97. Mannor, S., & Perchet, V. (2013). Approachability, Fast and Slow. Journal of Machine Learning Research: Workshop & Conference Proceedings, 30, 1–16.Google Scholar
  98. Mannor, S., & Shimkin, N. (2008). Regret Minimization in Repeated Matrix Games with Variable Stage Duration. Games & Economic Behavior, 63, 227–258.CrossRefGoogle Scholar
  99. Mannor, S., Stoltz, G., & Perchet, V. (2011). Robust Approachability and Regret Minimization in Games with Partial Monitoring. Journal of Machine Learning Research: Workshop & Conference Proceedings, 19, 515–536.Google Scholar
  100. Mao, C., & Zhang, C. (2018). Managerial Risk-Taking Incentive and Firm Innovation: Evidence from FAS 123R. Journal of Financial & Quantitative Analysis, 53(2), 867–898.CrossRefGoogle Scholar
  101. Marquis, J., Gel, E., et al. (2015). Impact of Number of Interactions, Different Interaction Patterns, and Human Inconsistencies on Some Hybrid Evolutionary Multiobjective Optimization Algorithms. Decision Sciences, 46(5), 981–1006.CrossRefGoogle Scholar
  102. Martyn, I., & Kuhn, T., et al. (2012). Computing Evolutionary Distinctiveness Indices in Large Scale Analysis. Algorithms for Molecular Biology, 7(6). Scholar
  103. Martynova, N., Ratnovski, L., & Vlahu, R. (2015, November). Bank Profitability and Risk-Taking (IMF Working Paper).Google Scholar
  104. Mehran, H., & Rosenberg, J. (2008, June). The Effect of Employee Stock Options on Bank Investment Choice, Borrowing, and Capital. Federal Reserve Bank of New York Staff Reports, no. 305.Google Scholar
  105. Melnik, S., Ward, J., Gleeson, J., & Porter, M. (2013). Multi-stage Complex Contagions. Chaos, 23, 013124.
  106. Miklashevich, I. (2003). Mathematical Representation of Social Systems: Uncertainty and Optimization of Social System Evolution. Non Linear Phenomena in Complex Systems, 6(2), 678–686.Google Scholar
  107. Minhat, M., & Abdullah, M. (2016). Bankers’ Stock Options, Risk-Taking and the Financial Crisis. Journal of Financial Stability, 22, 121–128. Google Scholar
  108. Moylan, C. (2000). The Treatment of Employee Stock Options in Nations Economic Accounts. Bureau of Economic Analysis, US Dept. Of Commerce.Google Scholar
  109. Mulder, L., Jordan, J., & Rink, F. (2015). The Effect of Specific and General Rules on Ethical Decisions. Organizational Behavior and Human Decision Processes, 126, 115–129.CrossRefGoogle Scholar
  110. Nickell, S. (1999). Product Markets and Labor Markets. Labor Economics, 6, 1–20.CrossRefGoogle Scholar
  111. Norde, H., Ozen, U., & Slikker, M. (2016). Setting the Right Incentives for Global Planning and Operations. European Journal of Operational Research, 253(2), 441–455.CrossRefGoogle Scholar
  112. Nwogugu, M. (2004). Legal, Economic and Behavioral Issues in Accounting for Stock Options. Managerial Auditing Journal, 19(9), 1078–1118.CrossRefGoogle Scholar
  113. Nwogugu, M. (2006). Regret Minimization, Willingness-To-Accept-Losses and Framing. Applied Mathematics & Computation, 179(2), 440–450.CrossRefGoogle Scholar
  114. Nwogugu, M. (2007a). Decision-Making, Risk and Corporate Governance: A Critique of Methodological Issues in Bankruptcy/Recovery Prediction Models. Applied Mathematics and Computation, 185(1), 178–196.CrossRefGoogle Scholar
  115. Nwogugu, M. (2007b). Some Game Theory and Financial Contracting Issues in Large Corporate Transactions. Applied Mathematics and Computation, 186(2), 1018–1030.CrossRefGoogle Scholar
  116. Nwogugu, M. (2007c). Equity-Based Incentives: Wealth Transfers, Disruption Costs and New Models. Corporate Control Ownership & Control, 5(1), 292–304.Google Scholar
  117. Nwogugu, M. (2013). Decision-Making, Sub-additive Recursive Matching Noise and Biases in Risk-Weighted Index Calculation Methods in In-Complete Markets with Partially Observable Multi-attribute Preferences. Discrete Mathematics, Algorithms & Applications, 05, 1350020.Google Scholar
  118. Nwogugu, M. (Revised 2015). Decision Analysis, Conflict Resolution, Optimal Exercise and the Control of Monetization of Equity Based Incentives. Available at
  119. Nwogugu, M. (2017). Anomalies in Net Present Value, Returns and Polynomials, and Regret Theory in Decision Making. Palgrave Macmillan.Google Scholar
  120. Nwogugu, M. (2019). Indices, Index Funds and ETFs HCI: Exploring HCI, Nonlinear Risk and Homomorphisms. London: Palgrave Macmillan.Google Scholar
  121. OECD. (_____). Employee Stock Option Plans: Impact on Transfer Pricing.
  122. OECD (Ed.). (2016, September 29–30). New Approaches to Economic Challenges—Insights into Complexity and Policy. Paris: OECD Headquarters. https://www.Oecd.Org/Naec/Insights%20into%20Complexity%20and%20Policy.Pdf.
  123. Oyer, P. (2004). Why Do Firms Use Incentives That Have No Incentive Effects. Journal of Finance, 59, 1619–1650.CrossRefGoogle Scholar
  124. Peng, E., Yan, A., & Yan, M. (2016). Accounting Accruals, Heterogeneous Investor Beliefs, and Stock Returns. Journal of Financial Stability, 24, 88–103.CrossRefGoogle Scholar
  125. Perc, M., Donnay, K., & Helbing, D. (2013). Understanding Recurrent Crime as System-Immanent Collective Behavior. PLoS One, 8(10), e76063.CrossRefGoogle Scholar
  126. Perchet, V. (2009). Calibration and Internal No-Regret with Random Signals. In Algorithmic Learning Theory (pp. 68–82). Lecture Notes in Computer Science, 5809. Berlin: Springer.Google Scholar
  127. Perchet, V. (2011). No-Regret with Partial Monitoring: Calibration-Based Optimal Algorithms. Journal of Machine Learning Research: Workshop & Conference Proceedings, 12, 1893–1921.Google Scholar
  128. Perchet, V. (2014). Approachability, Regret and Calibration: Implications and Equivalences. Journal of Dynamics & Games, 2, 181–254.CrossRefGoogle Scholar
  129. Perry, T., & Zenner, M. (2001). Pay for Performance? Government Regulation and the Structure of Compensation Contracts. Journal of Financial Economics, 62(3), 453–488.CrossRefGoogle Scholar
  130. Petrohilos-Andrianos, Y., & Xepapadeas, A. (2016). On the Evolution of Compliance and Regulation with Tax Evading Agents. Journal of Dynamics & Games, 3(3), 231–260.CrossRefGoogle Scholar
  131. Plosser, M., & Santos, J. (2018). Banks’ Incentives and Inconsistent Risk Models. The Review of Financial Studies, 31(6), 2080–2112.CrossRefGoogle Scholar
  132. Pool, V. K., Stoll, H. R., & Whaley, R. E. (2008). Failure to Exercise Call Options: An Anomaly and a Trading Game. Journal of Financial Markets, 11(1), 1–35.CrossRefGoogle Scholar
  133. Post, D. G., & Eisen, M. (2000). How Long Is the Coastline of the Law? Thoughts on the Fractal Nature of Legal Systems. Journal of Legal Studies, 29, 545–555.CrossRefGoogle Scholar
  134. Poteshman, A. M., & Serbin, V. (2003). Clearly Irrational Financial Market Behavior: Evidence from the Early Exercise of Exchange Traded Stock Options. The Journal of Finance, 58(1), 37–70.CrossRefGoogle Scholar
  135. Prendergast, C. (2002). The Tenuous Tradeoff Between Risk and Incentives. Journal of Political Economy, 110(5), 1071–1081.CrossRefGoogle Scholar
  136. Raith, M. (2003). Competition, Risk and Managerial Incentives. American Economic Review, 93(4), 1425–1435.CrossRefGoogle Scholar
  137. Rakhlin, A., Sridharan, K., & Tewari, A. (2011). Online Learning: Beyond Regret. Journal of Machine Learning Research: Workshop & Conference Proceedings, 19, 559–594.Google Scholar
  138. Raviv, A., & Sisli-Ciamarra, E. (2013). Executive Compensation, Risk Taking and the State of the Economy. Journal of Financial Stability, 9(1), 55–68.CrossRefGoogle Scholar
  139. Roberts, S., & Pashler, H. (2005, September). How Persuasive Is a Good Fit? A Comment on Theory Testing (Working Paper #763), University of California Postprints, University of California, USA.Google Scholar
  140. Room, G. (2011). Complexity, Institutions, and Public Policy. Cheltenham: Edward Elgar.Google Scholar
  141. Rubin, J., & Sheremeta, R. (2016). Principal–Agent Settings with Random Shocks. Management Science, 62(4), 985–999.CrossRefGoogle Scholar
  142. Salzano, M., & Colander, D. (2007). Complexity Hints for Economic Policy. Milan: Springer.Google Scholar
  143. Sánchez-Sánchez, F., & Vargas-Valencia, M. (2018). Games with Nested Constraints Given by a Level Structure. Journal of Dynamics & Games, 5(2), 95–107.CrossRefGoogle Scholar
  144. Santalo, J. (2002). Substitution Between Product Market Competition and Financial Managerial Incentives (Working Paper), University of Chicago.Google Scholar
  145. Schmidt, K. (1997). Managerial Incentives and Product Market Competition. Review of Economic Studies, 64, 191–213.CrossRefGoogle Scholar
  146. Setterfield, M. (2004). Worker Insecurity and US Macroeconomic Performance During the 1990s. Review of Radical Political Economics, 37(2), 155–177.CrossRefGoogle Scholar
  147. Shani, Y., Danziger, S., & Zeelenberg, M. (2015). Choosing Between Options Associated with Past and Future Regret. Organizational Behavior and Human Decision Processes, 126, 107–114.CrossRefGoogle Scholar
  148. Soulaimani, S., Quincampoix, M., & Sorin, S. (2009). Repeated Games and Qualitative Differential Games: Approachability and Comparison of Strategies. SIAM Journal of Control & Optimization, 48, 2461–2479.CrossRefGoogle Scholar
  149. Stoltz, G., & Lugosi, G. (2005). Internal Regret in On-Line Portfolio Selection. Machine Learning, 59, 125–159.CrossRefGoogle Scholar
  150. Sun, J., & Fang, Y. (2015). Executives’ Professional Ties Along the Supply Chain: The Impact on Partnership Sustainability and Firm Risk. Journal of Financial Stability, 20, 144–154.CrossRefGoogle Scholar
  151. Thelen, E. (2005). Dynamic Systems Theory and Complexity of Change. Psychoanalytic Dialogues, 15, 255–283.CrossRefGoogle Scholar
  152. Tilakaratne, C., Mammadov, M., & Morris, S. (2009). Modified Neural Network Algorithms for Predicting Trading Signals of Stock Market Indices. Advances in Decision Sciences, 2009.Google Scholar
  153. Trafimow, D. (2003). Hypothesis Testing and Theory Evaluation at the Boundaries: Surprising Insights from Bayes’s Theorem. Psychological Review, 110(3), 526–535.CrossRefGoogle Scholar
  154. Viossat, Y., & Zapechelnyuk, A. (2013). No-Regret Dynamics and Fictitious Play. Journal of Economic Theory, 148, 825–842.CrossRefGoogle Scholar
  155. Williams, C., & Arrigo, B. A. (2002). Law, Psychology and Justice: Chaos Theory and New (Dis)Order. Albany: State University of New York Press.Google Scholar
  156. Wiseman, R., & Gomez-Mejia, L. (1998). A Behavioral Agency Model of Managerial Risk-Taking. Academy of Management Review, 23(1), 133–153.CrossRefGoogle Scholar
  157. Wu, Y. (2009). The Incentive Effect of Repricing in Employee Stock Options. Review of Accounting and Finance, 8(1), 38–53.CrossRefGoogle Scholar
  158. Wulf, J. (2007). Authority, Risk, and Performance Incentives: Evidence from Division Manager Positions Inside Firms. The Journal of Industrial Economics, 55(1), 169–196.CrossRefGoogle Scholar
  159. Xue, L., Ray, G., & Zhao, X. (2017). Managerial Incentives and IT Strategic Posture. Information Systems Research, 28(1), 180–198.Google Scholar
  160. Young, T. (1997). The ABCs of Crime: Attractors, Bifurcations and Chaotic Dynamics. In D. Milanovic (Ed.), Chaos, Criminology and Social Justice: The New Orderly (Dis)Order. Westport: Praeger Publishers.Google Scholar
  161. Zagenczyk, T., Cruz, K., & Woodard, A. (2013). The Moderating Effect of Machiavellianism on the Psychological Contract Breach-Organizational Identification/Dis-identification Relationships. Journal of Business and Psychology, 28(3), 287–299.CrossRefGoogle Scholar

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© The Author(s) 2019

Authors and Affiliations

  • Michael I. C. Nwogugu
    • 1
  1. 1.EnuguNigeria

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