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  1. Directory
  2. Faculty
  3. Awi Federgruen

Awi Federgruen

Charles E. Exley Professor of Management
Decision, Risk, and Operations Division
Awi Federgruen
Contact
Office: 946 Kravis
Phone: (212) 8546084
E-mail: [email protected]
Links
Personal Website

Awi Federgruen is the Charles E. Exley Professor of Management and Chair of the Decision, Risk, and Operations (DRO) Division of Columbia University's Graduate School of Business, where he served as Senior Vice Dean from 1997-2002. Professor Federgruen also served for many years as the Chair of the DRO Division, most recently from 2004-2010. Professor Federgruen joined the Columbia faculty in 1979 after receiving his doctorate in Operations Research at the University of Amsterdam in the Netherlands, and after being a Research Fellow at the Mathematical Centre in Amsterdam and a faculty member at the Graduate School of Management of the University of Rochester. He holds a courtesy appointment in Columbia's School of Engineering and Applied Sciences. Professor Federgruen is a world renowned expert in the development and implementation of planning models for supply chain management and logistical systems, in particular in the areas of production, inventory and distribution planning for supply chain management, and the design and analysis of operations strategies for service systems. Much of his recent work focuses on competition, coordination and contracting within supply and service chains. He is also a prime contributor to various areas of quantitative methodology, in particular the areas of applied probability and queuing models, as well as the area of dynamic programming. Professor Federgruen is the recipient of the 2004 Distinguished Fellowship Award by the Manufacturing, Service and Operations Management society for Outstanding Research and Scholarship in Operations Management, and was elected a presidential Fellow of the INFORMS society, its highest award. Professor Federgruen is currently the Editor-in-Chief of Naval Research Logistics, and a former Departmental Editor for the department of Manufacturing, Service and Operations of Management Science, Associate Editor of Operations Research, Senior Editor of Manufacturing, Service and Operations Management and Associate Editor of Naval Research Logistics, the flagship journals of his profession. Along with articles in the popular press (Wall Street Journal, Financial Times, etc.), he is the author of over hundred and forty publications in the premier journals of his field, and he has authored a book on Markovian Control problems and numerous book chapters for important survey text books. The recipient of a series of National Science Foundation and ARPA grants, his Ph.D. students are affiliated with some of the most influential university departments and industrial research laboratories (the Wharton School of the University of Pennsylvania, the Kellogg School of Northwestern University, the Harvard Business School, Cornell, the Fuqua School of Duke University, the Olin School of Washington University, the Simon School of the University of Rochester, the Business and Engineering Schools of Tel Aviv University, the Business School and Statistics Department of the Hebrew University, IBM, AT&T Bell Laboratories, Merck). In addition to many engagements in the financial services industry, Professor Federgruen frequently consults on various supply chain management problems and planning models for companies in a variety of industries, including the pharmaceutical, natural gas, consumer electronics, food, chemical, newspaper and airline industries, both in the United States and overseas. Much of his recent applied work deals with the development and implementation of marketing mix models and strategies, in particular in the pharmaceutical industry. He has also served as a principal consultant for the Israeli Air Force in the area of logistics and procurement policies.

Education
BA, University of Amsterdam, 1972; MS, 1975; DSc, 1978
Joined CBS
1979

All Activities

  • Research
  • Teaching
  • Awards and Honors
  • Press
  • CaseWorks
  • Journal articles
  • Working papers
  • Articles
  • Books
  • Chapters
Journal Article
Federgruen, Awi and Nan Yang
. “Procurement Strategies with Unreliable Suppliers.”
Operations Research
vol.
59
, (January 01, 2011):
1033
-
1039
.
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Journal Article
Allon, Gad, Awi Federgruen , and Margaret Pierson
. “How much is a reduction of your customers' wait worth? An empirical study of the fast-food drive-thru industry based on structural estimation methods.”
Manufacturing & Service Operations Management
vol.
13
, (January 01, 2011):
489
-
507
.
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Journal Article
Federgruen, Awi and Nan Yang
. “Competition under generalized attraction models: Applications to quality competition under yield uncertainty.”
Management Science
vol.
55
, (December 01, 2009):
2028
-
2043
.
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Journal Article
Federgruen, Awi and Nan Yang
. “Optimal supply diversification under general supply risks.”
Operations Research
vol.
57
, (November 01, 2009):
1451
-
1468
.
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Journal Article
Allon, Gad and Awi Federgruen
. “Competition in service industries with segmented markets.”
Management Science
vol.
55
, (April 01, 2009):
619
-
634
.
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Journal Article
Federgruen, Awi and Joern Meissner
. “Competition under time-varying demands and dynamic lot-sizing costs.”
Naval Research Logistics
vol.
56
, (February 01, 2009):
57
-
73
.
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Journal Article
Federgruen, Awi and Joern Meissner
. “Competition under time-varying demands and dynamic lot sizing costs.”
Naval Research Logistics
vol.
56
, (January 01, 2009):
57
-
73
.
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Journal Article
Federgruen, Awi and Nan Yang
. “Selecting a portfolio of suppliers under demand and supply risks.”
Operations Research
vol.
56
, (January 01, 2008):
916
-
936
.
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Journal Article
Bernstein, Fernando and Awi Federgruen
. “Coordination mechanisms for supply chains under price and service competition.”
Manufacturing & Service Operations Management
vol.
9
, (January 01, 2007):
242
-
262
.
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Journal Article
Allon, Gad and Awi Federgruen
. “Competition in service industries.”
Operations Research
vol.
55
, (January 01, 2007):
37
-
55
.
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Journal Article
Federgruen, Awi, Joern Meissner, and Michal Tzur
. “Progressive interval heuristics for multi-item capacitated lot-sizing problems.”
Operations Research
vol.
55
, (January 01, 2007):
490
-
502
.
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Journal Article
Bernstein, Fernando, Fangruo Chen, and Awi Federgruen
. “Coordinating supply chains with simple pricing schemes: The role of vendor-managed inventories.”
Management Science
vol.
52
, (October 01, 2006):
1483
-
1492
.
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Journal Article
Bernstein, Fernando and Awi Federgruen
. “Decentralized supply chains with competing retailers under demand uncertainty.”
Management Science
vol.
51
, (January 01, 2005):
18
-
29
.
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Journal Article
Bernstein, Fernando and Awi Federgruen
. “Comparative statics, strategic complements and substitutes in oligopolies.”
Journal of Mathematical Economics
vol.
40
, (September 01, 2004):
713
-
746
.
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Journal Article
Bernstein, Fernando and Awi Federgruen
. “Dynamic inventory and pricing models for competing retailers.”
Naval Research Logistics
vol.
51
, (March 01, 2004):
258
-
274
.
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Journal Article
Bernstein, Fernando and Awi Federgruen
. “A general equilibrium model for industries with price and service competition.”
Operations Research
vol.
52
, (January 01, 2004):
868
-
886
.
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Journal Article
Bernstein, Fernando and Awi Federgruen
. “Pricing and replenishment strategies in a distribution system with competing retailers.”
Operations Research
vol.
51
, (January 01, 2003):
409
-
426
.
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Journal Article
Federgruen, Awi and Aliza Heching
. “Multilocation combined pricing and inventory control.”
Manufacturing & Service Operations Management
vol.
4
, (January 01, 2002):
275
-
295
.
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Journal Article
Chen, Fangruo, Awi Federgruen , and Yu-Sheng Zheng
. “Coordination mechanisms for a distribution system with one supplier and multiple retailers.”
Management Science
vol.
47
, (May 01, 2001):
693
-
708
.
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Journal Article
Aviv, Yossi and Awi Federgruen
. “Capacitated multi-item inventory systems with random and seasonally fluctuating demands: Implications for postponement strategies.”
Management Science
vol.
47
, (April 01, 2001):
512
-
531
.
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Journal Article
Chen, Fangruo, Awi Federgruen , and Yu-Sheng Zheng
. “Near-optimal pricing and replenishment strategies for a retail/distribution system.”
Operations Research
vol.
49
, (January 01, 2001):
839
-
853
.
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Journal Article
Aviv, Yossi and Awi Federgruen
. “Design for postponement: A comprehensive characterization of its benefits under unknown demand distributions.”
Operations Research
vol.
49
, (January 01, 2001):
578
-
598
.
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Journal Article
Federgruen, Awi and Ziv Katalan
. “The impact of adding a make-to-order item to a make-to-stock production system.”
Management Science
vol.
45
, (July 01, 1999):
980
-
994
.
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Journal Article
Aviv, Yossi and Awi Federgruen
. “The value iteration method for countable state Markov decision processes.”
Operations Research Letters
vol.
24
, (June 01, 1999):
223
-
234
.
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Journal Article
Federgruen, Awi and Michal Tzur
. “Time-partitioning heuristics: Application to one warehouse, multiitem, multiretailer lot-sizing problems.”
Naval Research Logistics
vol.
46
, (January 01, 1999):
463
-
486
.
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Journal Article
Federgruen, Awi and Aliza Heching
. “Combined pricing and inventory control under uncertainty.”
Operations Research
vol.
47
, (January 01, 1999):
454
-
475
.
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Journal Article
Chan, Lap Mui Ann, Awi Federgruen , and David Simchi-Levi
. “Probabilistic analyses and practical algorithms for inventory-routing models.”
Operations Research
vol.
46
, (January 01, 1998):
96
-
106
.
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Journal Article
Federgruen, Awi and Ziv Katalan
. “Determining production schedules under base-stock policies in single facility multi-item production systems.”
Operations Research
vol.
46
, (January 01, 1998):
883
-
898
.
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Journal Article
Federgruen, Awi and Gur Mosheiov
. “Heuristics for multimachine minmax scheduling problems with general earliness and tardiness costs.”
Naval Research Logistics
vol.
44
, (January 01, 1997):
287
-
299
.
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Journal Article
Federgruen, Awi and Garrett van Ryzin
. “Probabilistic analysis of a generalized bin packing problem and applications.”
Operations Research
vol.
45
, (January 01, 1997):
596
-
609
.
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Journal Article
Aviv, Yossi and Awi Federgruen
. “Stochastic inventory models with limited production capacity and periodically varying parameters.”
Probability in the Engineering and Informational Sciences
vol.
11
, (January 01, 1997):
107
-
135
.
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Journal Article
Federgruen, Awi and Gur Mosheiov
. “Single machine scheduling problems with general breakdowns, earliness and tardiness costs.”
Operations Research
vol.
45
, (January 01, 1997):
66
-
71
.
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Journal Article
Federgruen, Awi and Garrett van Ryzin
. “Probabilistic Analysis of a Combined Aggregation and Math Programming Heuristic for a General Class of Vehicle Routing and Scheduling Problems.”
Management Science
vol.
43
, (January 01, 1997):
1060
-
1078
.
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Journal Article
Federgruen, Awi and Gur Mosheiov
. “Heuristics for multimachine scheduling problems with earliness and tardiness costs.”
Management Science
vol.
42
, (November 01, 1996):
1544
-
1555
.
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Journal Article
Federgruen, Awi and Ziv Katalan
. “The stochastic economic lot scheduling problem: Cyclical base-stock policies with idle times.”
Management Science
vol.
42
, (June 01, 1996):
783
-
796
.
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Journal Article
Federgruen, Awi and Michal Tzur
. “Detection of minimal forecast horizons in dynamic programs with multiple indicators of the future.”
Naval Research Logistics
vol.
43
, (January 01, 1996):
169
-
189
.
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Journal Article
Federgruen, Awi and Ziv Katalan
. “Customer waiting-time distributions under base-stock policies in single-facility multi-item production systems.”
Naval Research Logistics
vol.
43
, (January 01, 1996):
533
-
548
.
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Journal Article
Federgruen, Awi and Michal Tzur
. “Fast solution and detection of minimal forecast horizons in dynamic programs with a single indicator of the future: Applications to dynamic lot-sizing models.”
Management Science
vol.
41
, (May 01, 1995):
874
-
893
.
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Journal Article
Federgruen, Awi and Yu-Sheng Zheng
. “Efficient algorithms for finding optimal power-of-two policies for production/distribution systems with general joint setup costs.”
Operations Research
vol.
43
, (January 01, 1995):
458
-
470
.
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Journal Article
Federgruen, Awi and Gur Mosheiov
. “Greedy heuristics for single-machine scheduling problems with general earliness and tardiness costs.”
Operations Research Letters
vol.
16
, (November 01, 1994):
199
-
208
.
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Journal Article
Federgruen, Awi and Ziv Katalan
. “Approximating queue size and waiting time distributions in general polling systems.”
Queueing Systems
vol.
18
, (September 01, 1994):
353
-
386
.
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Journal Article
Federgruen, Awi and Michal Tzur
. “Minimal forecast horizons and a new planning procedure for the general dynamic lot sizing model: Nervousness revisited.”
Operations Research
vol.
42
, (January 01, 1994):
456
-
468
.
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Journal Article
Federgruen, Awi and Michal Tzur
. “The joint replenishment problem with time-varying costs and demands: Efficient, asymptotic and e-optimal solutions.”
Operations Research
vol.
42
, (January 01, 1994):
1067
-
1086
.
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Journal Article
Federgruen, Awi and Yu-Sheng Zheng
. “Optimal power-of-two replenishment strategies in capacitated general production/distribution networks.”
Management Science
vol.
39
, (June 01, 1993):
710
-
727
.
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Journal Article
Federgruen, Awi and Michal Tzur
. “The dynamic lot-sizing model with backlogging: A simple 0(n log n) algorithm and minimal forecast horizon procedure.”
Naval Research Logistics
vol.
40
, (January 01, 1993):
459
-
478
.
Explore Further about The dynamic lot-sizing model with backlogging: A simple 0(n log n) algorithm and minimal forecast horizon procedure
Journal Article
Federgruen, Awi and Yu-Sheng Zheng
. “Optimal control policies for stochastic inventory systems with endogenous supply.”
Probability in the Engineering and Informational Sciences
vol.
7
, (January 01, 1993):
257
-
272
.
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Journal Article
Federgruen, Awi and Gur Mosheiov
. “Simultaneous optimization of efficiency and performance balance measures in single-machine scheduling problems.”
Naval Research Logistics
vol.
40
, (January 01, 1993):
951
-
970
.
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Journal Article
Anily, Shoshana and Awi Federgruen
. “Two-echelon distribution systems with vehicle routing costs and central inventories.”
Operations Research
vol.
41
, (January 01, 1993):
37
-
47
.
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Journal Article
Federgruen, Awi, M. Queyranne, and Yu-Sheng Zheng
. “Simple power-of-two policies are close to optimal in a general class of production/distribution networks with general joint setup costs.”
Mathematics of Operations Research
vol.
17
, (November 01, 1992):
951
-
963
.
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Journal Article
Federgruen, Awi and Yu-Sheng Zheng
. “An efficient algorithm for computing an optimal (r, Q) policy in continuous review stochastic inventory systems.”
Operations Research
vol.
40
, (January 01, 1992):
808
-
813
.
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Journal Article
Federgruen, Awi and Yu-Sheng Zheng
. “The joint replenishment problem with general joint cost structures.”
Operations Research
vol.
40
, (January 01, 1992):
384
-
403
.
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Journal Article
Anily, Shoshana and Awi Federgruen
. “Rejoinder to 'Comments on one-warehouse multiple retailer systems with vehicle routing costs'.”
Management Science
vol.
37
, (November 01, 1991):
1497
-
1499
.
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Journal Article
Federgruen, Awi and Michal Tzur
. “A simple forward algorithm to solve general dynamic lot sizing models with n periods in 0(n log n) or 0(n) time.”
Management Science
vol.
37
, (August 01, 1991):
909
-
925
.
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Journal Article
Federgruen, Awi and Kut So
. “Optimality of threshold policies in single-server queueing systems with server vacations.”
Advances in Applied Probability
vol.
23
, (June 01, 1991):
388
-
405
.
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Journal Article
Zheng, Yu-Sheng and Awi Federgruen
. “Finding optimal (s, S) policies is about as simple as evaluating a single policy.”
Operations Research
vol.
39
, (January 01, 1991):
654
-
665
.
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Journal Article
Anily, Shoshana and Awi Federgruen
. “Structured partitioning problems.”
Operations Research
vol.
39
, (January 01, 1991):
130
-
149
.
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Journal Article
Anily, Shoshana and Awi Federgruen
. “Capacitated two-stage multi-item production/inventory model with joint setup costs.”
Operations Research
vol.
39
, (January 01, 1991):
443
-
455
.
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Journal Article
Anily, Shoshana and Awi Federgruen
. “A class of Euclidean routing problems with general route cost functions.”
Mathematics of Operations Research
vol.
15
, (May 01, 1990):
268
-
285
.
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Journal Article
Anily, Shoshana and Awi Federgruen
. “One warehouse multiple retailer systems with vehicle routing costs.”
Management Science
vol.
36
, (January 01, 1990):
92
-
114
.
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Journal Article
Federgruen, Awi and Chung-Yee Lee
. “The dynamic lot size model with quantity discount.”
Naval Research Logistics
vol.
37
, (January 01, 1990):
707
-
713
.
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Journal Article
Federgruen, Awi and Kut So
. “Optimal maintenance policies for single-server queueing systems subject to breakdowns.”
Operations Research
vol.
38
, (January 01, 1990):
330
-
343
.
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Journal Article
Federgruen, Awi and Kut So
. “Optimal time to repair a broken server.”
Advances in Applied Probability
vol.
21
, (June 01, 1989):
376
-
397
.
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Journal Article
Federgruen, Awi and Henri Groenevelt
. “M/G/c queueing systems with multiple customer classes: Characterization and control of achievable performance under nonpreemptive priority rules.”
Management Science
vol.
34
, (September 01, 1988):
1121
-
1138
.
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Journal Article
Federgruen, Awi and Henri Groenevelt
. “Characterization and optimization of achievable performance in general queueing systems.”
Operations Research
vol.
36
, (January 01, 1988):
733
-
741
.
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Journal Article
Federgruen, Awi and Linda Green
. “Queueing systems with service interruptions II.”
Naval Research Logistics
vol.
35
, (January 01, 1988):
345
-
358
.
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Journal Article
Federgruen, Awi and Henri Groenevelt
. “Polymatroidal flow network models with multiple sinks.”
Networks
vol.
18
, (January 01, 1988):
285
-
302
.
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Journal Article
Anily, Shoshana and Awi Federgruen
. “Simulated annealing methods with general acceptance probabilities.”
Journal of Applied Probability
vol.
24
, (September 01, 1987):
657
-
667
.
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Journal Article
Federgruen, Awi and Henri Groenevelt
. “The impact of the composition of the customer base in general queueing models.”
Journal of Applied Probability
vol.
24
, (September 01, 1987):
709
-
724
.
Explore Further about The impact of the composition of the customer base in general queueing models
Journal Article
Anily, Shoshana and Awi Federgruen
. “Ergodicity in parametric nonstationary Markov chains: An application to simulated annealing methods.”
Operations Research
vol.
35
, (January 01, 1987):
867
-
874
.
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Journal Article
Federgruen, Awi and Paul Schweitzer
. “Variational characterizations in Markov decision processes.”
Journal of Mathematical Analysis and Applications
vol.
117
, (August 01, 1986):
326
-
357
.
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Journal Article
Federgruen, Awi and Paul Zipkin
. “An inventory model with limited production capacity and uncertain demands I: The average-cost criterion.”
Mathematics of Operations Research
vol.
11
, (May 01, 1986):
193
-
207
.
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Journal Article
Federgruen, Awi and Paul Zipkin
. “An inventory model with limited production capacity and uncertain demands II: The discounted-cost criterion.”
Mathematics of Operations Research
vol.
11
, (May 01, 1986):
208
-
215
.
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Journal Article
Federgruen, Awi and Henri Groenevelt
. “Preemptive scheduling of uniform machines by ordinary network flow techniques.”
Management Science
vol.
32
, (March 01, 1986):
341
-
349
.
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Journal Article
Federgruen, Awi, Gregory Prastacos, and Paul Zipkin
. “An allocation and distribution model for perishable products.”
Operations Research
vol.
34
, (January 01, 1986):
75
-
82
.
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Journal Article
Federgruen, Awi and Henri Groenevelt
. “The greedy procedure for resource allocation problems: Necessary and sufficient conditions for optimality.”
Operations Research
vol.
34
, (January 01, 1986):
909
-
918
.
Explore Further about The greedy procedure for resource allocation problems: Necessary and sufficient conditions for optimality
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Journal Article
Federgruen, Awi and Henri Groenevelt
. “Optimal flows in networks with multiple sources and sinks, with applications to oil and gas lease investment programs.”
Operations Research
vol.
34
, (January 01, 1986):
218
-
225
.
Explore Further about Optimal flows in networks with multiple sources and sinks, with applications to oil and gas lease investment programs
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Journal Article
Federgruen, Awi and Paul Zipkin
. “Computing optimal (s,S) policies in inventory models with continuous demands.”
Advances in Applied Probability
vol.
17
, (June 01, 1985):
424
-
442
.
Explore Further about Computing optimal (s,S) policies in inventory models with continuous demands
Journal Article
Federgruen, Awi and Paul Schweitzer
. “A fixed point approach to undiscounted Markov renewal programs.”
SIAM Journal on Algebraic and Discrete Methods
vol.
5
, (December 01, 1984):
539
-
550
.
Explore Further about A fixed point approach to undiscounted Markov renewal programs
Journal Article
Federgruen, Awi and Linda Green
. “An M/G/c queue in which the number of servers required is random.”
Journal of Applied Probability
vol.
21
, (September 01, 1984):
583
-
601
.
Explore Further about An <em>M/G/c</em> queue in which the number of servers required is random
Journal Article
Federgruen, Awi and Paul Schweitzer
. “Successive approximation methods for solving nested functional equations in Markov decision problems.”
Mathematics of Operations Research
vol.
9
, (August 01, 1984):
319
-
344
.
Explore Further about Successive approximation methods for solving nested functional equations in Markov decision problems
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Journal Article
Federgruen, Awi, Henri Groenevelt, and H. C. Tijms
. “Coordinated replenishments in a multi-item inventory system with compound Poisson demands.”
Management Science
vol.
30
, (March 01, 1984):
344
-
357
.
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Journal Article
Federgruen, Awi and Paul Zipkin
. “A combined vehicle routing and inventory allocation problem.”
Operations Research
vol.
32
, (January 01, 1984):
1019
-
1037
.
Explore Further about A combined vehicle routing and inventory allocation problem
Download PDF on A combined vehicle routing and inventory allocation problem
Journal Article
Federgruen, Awi and Paul Zipkin
. “Approximations of dynamic, multilocation production and inventory problems.”
Management Science
vol.
30
, (January 01, 1984):
69
-
84
.
Explore Further about Approximations of dynamic, multilocation production and inventory problems
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Journal Article
Federgruen, Awi and Paul Zipkin
. “Allocation policies and cost approximations for multilocation inventory systems.”
Naval Research Logistics
vol.
31
, (January 01, 1984):
97
-
129
.
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Journal Article
Federgruen, Awi and Paul Zipkin
. “Computational issues in an infinite-horizon, multiechelon inventory model.”
Operations Research
vol.
32
, (January 01, 1984):
818
-
836
.
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Journal Article
Federgruen, Awi and Paul Zipkin
. “An efficient algorithm for computing optimal (s,S) policies.”
Operations Research
vol.
32
, (January 01, 1984):
1268
-
1285
.
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Journal Article
Federgruen, Awi, Paul Schweitzer, and H. C. Tijms
. “Denumerable undiscounted semi-Markov decision processes with unbounded rewards.”
Mathematics of Operations Research
vol.
8
, (May 01, 1983):
298
-
313
.
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Journal Article
Federgruen, Awi and Paul Zipkin
. “Solution techniques for some allocation problems.”
Mathematical Programming
vol.
25
, (January 01, 1983):
13
-
24
.
Explore Further about Solution techniques for some allocation problems
Journal Article
Federgruen, Awi and Zvi Schechner
. “Cost formulas for continuous review inventory models with fixed delivery lags.”
Operations Research
vol.
31
, (January 01, 1983):
957
-
965
.
Explore Further about Cost formulas for continuous review inventory models with fixed delivery lags
Download PDF on Cost formulas for continuous review inventory models with fixed delivery lags
Journal Article
Federgruen, Awi and Paul Schweitzer
. “Nonstationary Markov decision problems with converging parameters.”
Journal of Optimization Theory and Applications
vol.
34
, (June 01, 1981):
207
-
241
.
Explore Further about Nonstationary Markov decision problems with converging parameters
Journal Article
Federgruen, Awi
. “The rate of convergence for backwards products of a convergent sequence of finite Markov matrices.”
Stochastic Processes and their Applications
vol.
11
, (May 01, 1981):
187
-
192
.
Explore Further about The rate of convergence for backwards products of a convergent sequence of finite Markov matrices
Journal Article
Tijms, H. C., M. H. Van Hoorn, and Awi Federgruen
. “Approximations for the steady-state probabilities in the M/G/c queue.”
Advances in Applied Probability
vol.
13
, (March 01, 1981):
186
-
206
.
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Journal Article
Federgruen, Awi and D. Spreen
. “A new specification of the multichain policy iteration algorithm in undiscounted Markov renewal programs.”
Management Science
vol.
26
, (December 01, 1980):
1211
-
1217
.
Explore Further about A new specification of the multichain policy iteration algorithm in undiscounted Markov renewal programs
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Journal Article
Federgruen, Awi
. “On the functional equations in undiscounted and sensitive discounted stochastic games.”
Mathematical Methods of Operations Research
vol.
24
, (December 01, 1980):
243
-
262
.
Explore Further about On the functional equations in undiscounted and sensitive discounted stochastic games
Journal Article
Federgruen, Awi and H. C. Tijms
. “Computation of the stationary distribution of the queue size in an M/G/1 queueing system with variable service rate.”
Journal of Applied Probability
vol.
17
, (June 01, 1980):
515
-
522
.
Explore Further about Computation of the stationary distribution of the queue size in an M/G/1 queueing system with variable service rate
Journal Article
Federgruen, Awi
. “Successive approximation methods in undiscounted stochastic games.”
Operations Research
vol.
28
, (January 01, 1980):
794
-
809
.
Explore Further about Successive approximation methods in undiscounted stochastic games
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Journal Article
Federgruen, Awi, A. Hordijk, and H. C. Tijms
. “Denumerable state semi-Markov decision processes with unbounded costs, average cost criterion.”
Stochastic Processes and their Applications
vol.
9
, (November 01, 1979):
223
-
235
.
Explore Further about Denumerable state semi-Markov decision processes with unbounded costs, average cost criterion
Journal Article
Federgruen, Awi
. “Geometric convergence of value-iteration in multichain Markov decision problems.”
Advances in Applied Probability
vol.
11
, (March 01, 1979):
188
-
217
.
Explore Further about Geometric convergence of value-iteration in multichain Markov decision problems
Journal Article
Federgruen, Awi, A. Hordijk, and H. C. Tijms
. “A note on simultaneous recurrence conditions on a set of denumerable stochastic matrices.”
Journal of Applied Probability
vol.
15
, (December 01, 1978):
842
-
847
.
Explore Further about A note on simultaneous recurrence conditions on a set of denumerable stochastic matrices
Journal Article
Schweitzer, Paul and Awi Federgruen
. “The functional equations of undiscounted Markov renewal programming.”
Mathematics of Operations Research
vol.
3
, (November 01, 1978):
308
-
321
.
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Journal Article
Federgruen, Awi, Paul Schweitzer, and H. C. Tijms
. “Contraction mappings underlying undiscounted Markov decision problems.”
Journal of Mathematical Analysis and Applications
vol.
65
, (October 01, 1978):
711
-
730
.
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Journal Article
Schweitzer, Paul and Awi Federgruen
. “Foolproof convergence in multichain policy iteration.”
Journal of Mathematical Analysis and Applications
vol.
64
, (June 15, 1978):
360
-
368
.
Explore Further about Foolproof convergence in multichain policy iteration
Journal Article
Federgruen, Awi and H. C. Tijms
. “The optimality equation in average cost denumerable state semi-Markov decision problems, recurrency conditions and algorithms.”
Journal of Applied Probability
vol.
15
, (June 01, 1978):
356
-
373
.
Explore Further about The optimality equation in average cost denumerable state semi-Markov decision problems, recurrency conditions and algorithms
Journal Article
Federgruen, Awi
. “On N person stochastic games with denumerable state space.”
Advances in Applied Probability
vol.
10
, (January 01, 1978):
452
-
471
.
Explore Further about On N person stochastic games with denumerable state space
Journal Article
Schweitzer, Paul and Awi Federgruen
. “The asymptotic behavior of undiscounted value iteration in Markov decision problems.”
Mathematics of Operations Research
vol.
2
, (November 01, 1977):
360
-
381
.
Explore Further about The asymptotic behavior of undiscounted value iteration in Markov decision problems
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Journal Article
de Leve, G., Awi Federgruen , and H. C. Tijms
. “A general Markov decision method II: Applications.”
Advances in Applied Probability
vol.
9
, (January 01, 1977):
316
-
335
.
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Journal Article
de Leve, G., Awi Federgruen , and H. C. Tijms
. “A general Markov decision method I: Model and techniques.”
Advances in Applied Probability
vol.
9
, (January 01, 1977):
296
-
315
.
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Working Paper
Federgruen, Awi
. Covid Incidence Rates in Targeted Zipcodes of NYC. January 01, 2020.
Explore Further about Covid Incidence Rates in Targeted Zipcodes of NYC
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Working Paper
Federgruen, Awi and Lijian Lu
. Price Competition under Subsidization: Applications to Medicare Reform. February 06, 2013.
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Download PDF on Price Competition under Subsidization: Applications to Medicare Reform
Working Paper
Federgruen, Awi and Min Wang
. Monotonicity properties of stochastic inventory systems. June 01, 2011.
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Working Paper
Federgruen, Awi, Santiago R. Balseiro, and Assaf Zeevi
. An integrated model for capacity planning and dynamic control in call center networks with general SLAs. May 01, 2011.
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Working Paper
Federgruen, Awi, Gad Allon, and Margaret Pierson
. Price competition under multinomial logit demand functions with random coefficients. February 11, 2010.
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Working Paper
Federgruen, Awi and Min Wang
. Inventory subsidy versus supplier trade credit in decentralized supply chains. January 01, 2010.
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Working Paper
Federgruen, Awi and Nan Yang
. Price competition under yield uncertainty. January 01, 2010.
Explore Further about Price competition under yield uncertainty
Working Paper
Federgruen, Awi and Gad Allon
. The capacity service level trade-off. January 01, 2010.
Explore Further about The capacity service level trade-off
Working Paper
Federgruen, Awi and Nan Yang
. Infinite horizon strategies for replenishment systems with a general pool of suppliers. January 01, 2010.
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Working Paper
Federgruen, Awi and Margaret Pierson
. The impact of mergers and acquisitions in price competition models. January 01, 2010.
Explore Further about The impact of mergers and acquisitions in price competition models
Working Paper
Federgruen, Awi and Assaf Zeevi
. Assessing financial product solutions to America's retirement income planning: A closer look at annuity lifetime withdrawal guarantees and target date mutual funds. January 01, 2010.
Explore Further about Assessing financial product solutions to America's retirement income planning: A closer look at annuity lifetime withdrawal guarantees and target date mutual funds
Working Paper
Federgruen, Awi and M. Kress
. Mass vaccination: Can it be done in time? Completion times in queueing systems. January 01, 2010.
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Working Paper
Federgruen, Awi and Min Wang
. Optimal procurement strategies under general trade credit schemes. January 01, 2010.
Explore Further about Optimal procurement strategies under general trade credit schemes
Working Paper
Federgruen, Awi and M. Hu
. Multi-product supply chains with supplier and retailer competition. January 01, 2010.
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Working Paper
Federgruen, Awi and Fangruo Chen
. Mean-variance analysis of stochastic inventory models. January 01, 2010.
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Working Paper
Allon, Gad and Awi Federgruen
. Outsourcing service processes to a common service provider under price and time competition. December 01, 2008.
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Working Paper
Federgruen, Awi
. Policy Recommendations for Managing the Flu Vaccine Supply. February 01, 2005.
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Working Paper
Federgruen, Awi and Joern Meissner
. Probabilistic analysis of capacitated multi-item lot sizing models. January 01, 2005.
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Book
Federgruen, Awi
. Markovian control problems: Functional equations and algorithms. 
Amsterdam
:
Mathematisch Centrum
, 1983.
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Chapter
Federgruen, Awi and Nan Yang
. “Supply Chain Management Under Simultaneous Supply and Demand Risks.” In
Supply Chain Disruptions: Theory and Practice of Managing Risk
, edited by
Haresh Gurnani, Anuj Mehrotra, and Saibal Ray
,
73
-
114
.
London
:
Springer-Verlag
, 2011.
Explore Further about Supply Chain Management Under Simultaneous Supply and Demand Risks
Chapter
Aviv, Yossi and Awi Federgruen
. “The benefits of design for postponement.” In
Quantitative Models for Supply Chain Management
, edited by
Sridhar Tayur, Ram Ganeshan, and Michael Magazine
,
553
-
584
.
Norwell, MA
:
Kluwer
, 1999.
Explore Further about The benefits of design for postponement
Chapter
Federgruen, Awi
. “Centralized planning models for multi-echelon inventory systems under uncertainty.” In
Logistics of Production and Inventory
, edited by
S. C. Graves et al.
,
133
-
174
.
San Diego
:
Elsevier
, 1993.
Explore Further about Centralized planning models for multi-echelon inventory systems under uncertainty
Chapter
Federgruen, Awi and Paul Schweitzer
. “Discounted and undiscounted value-iteration in Markov decision processes: A survey.” In
Dynamic Programming and its Applications
, edited by
Martin L. Puterman
,
23
-
53
.
Orlando, FL
:
Academic Press
, 1979.
Explore Further about Discounted and undiscounted value-iteration in Markov decision processes: A survey
Chapter
Federgruen, Awi, A. Hordijk, and H. C. Tijms
. “Recurrence Conditions in Denumerable State Markov Decision Processes.” In
Dynamic Programming and Its Applications
, edited by
Martin L. Puterman
,
3
-
22
.
New York
:
Academic Press
, 1978.
Explore Further about Recurrence Conditions in Denumerable State Markov Decision Processes
  • Courses
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Course
B8123: Demand Analytics
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Course
B8108: Supply Chain Analytics
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B9150: Foundations of Operations Management
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Course
B9137: DRO Topics Seminar
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Case Study
Federgruen, Awi
. Vonage Call Center Design.  2010.
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  • Awards & Honors
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In the Media

Opinion: Larry Fink Is Only Half-Right about Globalization's End. A New Era of World Trade Is Here and It Will Create U.S. Jobs

MarketWatch
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Rationing: How It Works and Why It Doesn't

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Here’s What’s Really Going on with That Second Stimulus Check: Trump Is on Board, but Republicans May Not Be

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Biden to Discuss Intensifying Supply Chain Challenges with G-20 Leaders

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Biden Hopes Fines on Lingering Cargo Containers Ease Congestion at Major U.S. Ports

CNBC
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"Vaccine Hunters" Turn to Social Media in the Scramble to Find Shots

Axios
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FedEx Scrambles to Keep COVID-19 Vaccine Shipments on Track Amid Weather Delays

CBS News
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Supplies of N95 Masks Running Low as COVID-19 Surges

CBS News
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The Wrong Way to Contain COVID: Gov. Cuomo's Restrictions Are Way Off Base

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Trump's Attempt to Take the US out of the WHO Is Disastrous for America and Could Make the World Sicker

Business Insider
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Trump Signs Order Requiring Purchases of U.S.-Made Drugs

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Race for Vaccine Faces Daunting Distribution Challenges

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A Race Is on to Make Enough Small Glass Vials to Deliver Coronavirus Vaccine around the World

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In the Media

Fear of Vial Shortage for Covid Vaccines Prompts Flurry of Deals

Bloomberg News
Article

PhD student Zhe Liu wins 2nd Place in POMS-HK Best Student Paper Competition

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PhD student Zhe Liu wins Finalist award in Nicholson Student Paper Competition

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Columbia Business School Faculty Members Awarded Honors

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  • CaseWorks
Case ID
170203

ILUMEXICO: A Built-for-Assembly Supply Chain Strategy

How should the Mexican social enterprise firm ILUMEXICO restructure its procurement and inventory management system in order to more efficiently serve its mission to "combat poverty through electricity"?

View Case on ILUMEXICO: A Built-for-Assembly Supply Chain Strategy
Case ID
132101

How Big a Burden? Valuing General Motors' Retirement Benefits Liability

What was the value of GM's pension liability in the years leading up to its bankruptcy?

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