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EMANUELE BORGONOVO

EMANUELE BORGONOVO
Full Professor
Department of Decision Sciences
 

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Courses a.y. 2019/2020

20486 FONDAMENTI DI BUSINESS ANALYTICS / PRINCIPLES OF BUSINESS ANALYTICS
30400 MATHEMATICS AND STATISTICS - MODULE 1 (MATHEMATICS)
30415 TECHNOLOGICAL INNOVATION SEMINARS I
30514 BIG DATA FOR BUSINESS ANALYTICS
40255 MODELS FOR RISK EVALUATION

Courses previous a.y.


Biographical note

PhD in Probabilistic Risk Assessment at the Massachusetts Institute of Technology, Cambridge (MA), USA, under the supervision of Prof. George E. Apostolakis. He has also attained advanced specialization courses at Harvard University and at MIT Sloan School of Management. He holds an MSc in Nuclear Engineering with specialization in Mathematics and Physics from the Politecnico di Milano.


Academic CV

Full Professor at the Department of Decision Sciences and Director of the Bachelor in Economics, Management and Computer Science (BEMACS).

He has been director of the ELEUSI Research Centre of Bocconi University from 2008 to 2012.

He is the current president Elect of the Decision Analysis Society of INFORMS.

He is Co-Chairman of the Technical Committee on Uncertainty Analysis of the European Safety and Reliability Association since 2013.

He is Co-Editor-In-Chief of the European Journal of Operational Research, Scientific Advisor of the Springer International Series in Operations Research and Management Science and member of the Scientific Committee of the Silvio Tronchetti Provera Foundation.

He has won several national and international awards, among which the 2017 "Chinese Academy of Sciences President's Visiting Professor Fellowship", the 2015 IBM Faculty Award, the 2014 Best Risk Analysis Paper Award, the 2013 Best Referee Award of Risk Analysis, the 2013 Best Reviewer Award of Reliability Engineering and System Safety, the 2012 and 2010 best reviewer award of the European Journal of Operational Research and the 2012 Best Reviewer Award of Environmental Modelling and Software, the Research Excellency Award of Bocconi University for nine consecutive years, 2006-2014, the McCormack Fellowship of the Westinghouse Corporation (in 2000) awarded to the best Ph.D. Candidate of the Nuclear Engineering Department of MIT, the honorary memberhip of "Sigma XI, the Scientific Research Society of North America" and of "Alpha Nu Sigma, the Honorary Society of the American Nuclear Society," of which he was the president of its MIT Section.

He is author of several new sensitivity analysis methods, among which the Differential Importance Measure (DIM). DIM has been presented at the United States Nuclear Regulatory Commission in 2000 and, since 2002, is included in the "Probabilistic Risk Assessment Procedures Guide of NASA Managers and Practitioners".

He has been Guest Lecturer and invited speaker in conferences and workshops in several national and international universities. He has participated in and conducted several national and international research projects in cooperation with Idaho National Laboratories, il Joint Research Center dell’European Commission, Électricité de France, Fitch Ratings SpA , SAS Institute, Fidia Farmaceutici SpA, Siemens, Grandi Stazioni, Charles Rivers Analytics e la US Defence Advanced Research Project Agency (DARPA).

He is member of the Editorial Board of several international journal, among which Risk Analysis, Reliability Engineering and System Safety, Journal of Risk and Reliability, International Journal of Mathematics in Operational Research, International Journal of Risk Management, International Journal of Business Logistics, International Journal of Service and Computing Oriented Manufacturing and Economia&Management. He cooperates as referee with numerous international journals.

He is the author of more than 100 publications. His works have appeared in scientific journals such as Journal of the Royal Statistical Society series B, Management Science, Operations Research, Nature Climate Change, European Journal of Operational Research, Risk Analysis, Water Resources Research, SIAM-ASA Journal on Uncertainty Quantification, Reliability Engineering & System Safety, International Journal of Production Economics, etc..

He is author of the book: "Sensitivity Analysis: An Introduction for the Management Scientist", Springer International Series in Management Science and Operations Research, 2017, http://www.springer.com/gp/book/9783319522579

 


Research areas

Risk Analysis, Decision Analysis, Machine Learning, Uncertainty and Global Sensitivity Analysis, Agent-Based Simulation.


Publications



SELECTED PUBLICATIONS

Selected Publications:

 

Lu, X., Rudi, A., Borgonovo, E., & Rosasco, L. (2019). Faster kriging: Facing High Dimensional Simulators, Operations Research, Forthcoming.

 

Plischke, E., & Borgonovo, E. (2019). Copula theory and probabilistic sensitivity analysis: Is there a connection? European Journal of Operational Research, forthcoming.

 

Antoniano-Villalobos, I., Borgonovo, E., & Siriwardena, S. (2018). Which Parameters Are Important? Differential Importance Under Uncertainty. Risk Analysis, 38(11), 2459–2477.

 

Borgonovo, E., Cillo, A., & Smith, C. L. (2018). On the Relationship between Safety and Decision Significance. Risk Analysis, 38(8), 1541–1558.

 

Borgonovo, E., Morris, M. D., & Plischke, E. (2018). Functional Anova with Multiple Distributions: Implications for the Sensitivity Analysis of Computer Experiments. SIAM/ASA Journal on Uncertainty Quantification, 6(1), 397–427.

 

Borgonovo, E., Wendell, R. E., & Buzzard, G. T. (2018). A Global Tolerance Approach to Sensitivity Analysis in Linear Programming. European Journal of Operational Research, 1(16), 321–337.

 

Borgonovo, E., Cappelli, V., Maccheroni, F., Marinacci, M. Risk analysis and decision theory: A bridge, (2018) European Journal of Operational Research, 264 (1), pp. 280-293.

 

Borgonovo E., 2017. Sensitivity Analysis: An Introduction for the Management Scientist, Springer International Series in Operations Research and Management Science.

 

Marangoni, G., Tavoni, M., Bosetti, V., Borgonovo, E., et al: "Sensitivity of projected long-term CO 2 emissions across the Shared Socioeconomic Pathways (2017) Nature Climate Change, 7 (2), pp. 113-117.

 

Borgonovo, E., Plischke, E. Sensitivity analysis: A review of recent advances (2016), European Journal of Operational Research, 248 (3), pp. 869-887.

(This paper has been inserted in the list of "40 trendsetting papers of the last 40 years" by the European Journal of Operational Research).

 

Borgonovo, E., Marinacci, M., Decision analysis under ambiguity, (2015) European Journal of Operational Research, 244 (3), art. no. 12770, pp. 823-836.

 

Borgonovo E., Tarantola S., Plischke E., and Morris M.D., 2014: “Transformations and Invariance in the Sensitivity Analysis of Computer Experiments,” Journal of the Royal Statistical Society, Series B, forthcoming.

 

Baucells M. and Borgonovo E., 2013: “Invariant Probabilistic Sensitivity Analysis,” Management Science, 59 (11), pp. 2536-2549.

 

Borgonovo E. and Smith C.L., 2011: “A Study of Interactions in the Risk Assessment of Complex Engineering Systems: An Application to Space PSA,” Operations Research, 59(6), 1461-1476.

 

Borgonovo E. Castaings W. and Tarantola S., 2012: “Emulators in Moment Independent Sensitivity Analysis: An Application to Environmental Modelling,” Environmental Modelling&Software, 34, pp. 105-115.

 

Borgonovo E., 2010: “Sensitivity Analysis with Finite Changes: an Application to Modified EOQ Models”, European Journal of Operational Research, 200, pp. 127–138.

 

Borgonovo, E., A new uncertainty importance measure, (2007) Reliability Engineering and System Safety, 92 (6), pp. 771-784.

 

Borgonovo E. and G.E. Apostolakis, 2001: “A new importance measure for risk-informed decision making,” Reliability Engineering & System Safety, 72 (2), pp. 193-212.