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November 10, 2015 20:11
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0-1 integer programming is one of the 21 problems Richard Karp showed to be NP-Complete in 1972 http://j.mp/tgXFw5 | |
The Karush-Kuhn-Tucker conditions are necessary for an optimal solution of a nonlinear program http://j.mp/sT4FSn | |
When operations researchers say "programming" they're referring to optimization problems, not computer programming http://j.mp/vthdSt | |
"OR is the science of decision making, the science of choice." (Saul Gass and Arjang Assad) | |
Video lectures from Econ 159: Game Theory at Yale http://j.mp/tzDb9P | |
Operations research, control theory, and machine learning intersect in the study of reinforcement learning http://j.mp/s0n6uN | |
Linear programs have the strong duality property; that is, the optimal values of the primal and dual problems are equal | |
Poisson process http://j.mp/snxTcP | |
The impact that variability of service and inter-arrival times have in queueing systems. http://j.mp/KFkj0z | |
Harry Markowitz won the Nobel Prize in Economics for his portfolio theory involving a nonlinear optimization problem http://j.mp/rLB7Jt | |
M/M/1 queue http://j.mp/vVHl63 | |
Frederick Winslow Taylor developed "scientific management" in the early 20th century to improve labor productivity http://j.mp/sdL5lP | |
A M/M/c queue can be represented by a birth and death process http://j.mp/ufl2Vf | |
Queueing theory is the mathematical study of waiting in lines http://j.mp/w3CKwe | |
Kendall's notation for queueing models http://j.mp/scpGvy | |
Dynamic programming is a method for solving problems by splitting them into smaller subproblems http://j.mp/twPPlW | |
Branch and Bound algorithm for combinatorial optimization problems was proposed by Land and Doig in 1960 http://j.mp/th5WRR | |
[pdf] A proof of Little's law http://j.mp/vF1KCI | |
Agner Krarup Erlang: father of queueing theory http://j.mp/vvjAbv | |
"It is usually very difficult to obtain analytical results for a... model that assume a nonhomogeneous Poisson arrival process" (S. Ross) | |
Stephen Boyd: Lectures on Convex Optimization http://bit.ly/vKK1Cl | |
The Power of Mathematics for industrial engineering and operations research http://j.mp/OzLGdi | |
A Markov decision process is a discrete time stochastic control process http://j.mp/rCwZ1f | |
Karush proved the KKT conditions in his masters thesis in 1939, thirteen years before Kuhn and Tucker published the same result! | |
The max-flow min-cut theorem http://j.mp/sqZ7QO | |
Carrots, Oatmeal, Operations Research http://stiglerdiet.com/blog/2012/Jan/09/carrots-oatmeal-operations-research/ | |
A stochastic process has the Markov property if the conditional probability of the future is independent of the past http://j.mp/vndZdQ | |
PHPSimplex is a free, online linear programming solver http://j.mp/LIYIRt | |
Diagram of distribution relationships by @JohnDCook j.mp/LJ3RJw | |
The Bellman equation is a necessary condition for optimality of a dynamic program http://j.mp/uzIQeW | |
Kruskal and Prim published polynomial time algorithms for finding minimal spanning trees in 1956 and 1957, respectively. | |
[free textbook] Warehouse & Distribution Science by Bartholdi and Hackman http://bit.ly/xgl5LR | |
A Dynamic Programming Model For Baseball http://bit.ly/xJqn4p | |
Brief description of Lagrange duality http://bit.ly/z9H16n via @AnalysisFact | |
[youtube] Newton's Method http://j.mp/rND7um | |
Dantzig and Beale introduce stochastic programming in their 1955 paper "Linear Programming Under Uncertainty." | |
The first OR degree program was at The Case Institute of Technology in Cleveland. The first masters student graduated in 1955. | |
Linear fractional programs, where the objective is a rational function and constraints are linear, can be converted into linear programs | |
The Traveling Salesman Problem http://j.mp/rAKJdo | |
A Markov Process is a stochastic process with the Markov property http://j.mp/rMHOeJ | |
There is no polynomial time approximation scheme for the bin packing problem unless P=NP | |
Frank and Lillian Gilbreth developed motion study to improve productivity... and are the stars of Cheaper by the Dozen http://j.mp/sWmhfU | |
The Bayesian Optimization Algorithm uses Bayesian networks to explore the candidate solution space of a given problem http://j.mp/Irjr9d | |
Narendra Karmarkar developed the interior point method for linear programming at AT&T Bell Labs in 1984 | |
Cutting plane methods are used to reduce the size of the LP relaxation polyhedron of a mixed integer program http://j.mp/tzuwqY | |
Little's law: the average number of customers in a stable queue is the arrival rate times the average time in the system http://j.mp/ulvHx0 | |
Quadratic programming problems have linear constraints and a quadratic objective function http://j.mp/w3e0DD | |
Dantzig used Stigler's diet problem (a 9x77 linear program) to see if the simplex method could handle a "large-scale" problem. | |
Minimax Theorem http://j.mp/sat5Rs | |
Simulation of different airplane boarding strategies http://j.mp/HTw9T4 | |
[youtube] Optimizing Your Diet: What Linear Programming Can Tell You! http://j.mp/tkKUkE | |
For an optimization problem, the duality gap is the difference between the primal and dual optimums; for LP, it's zero http://bit.ly/zXnCMo | |
Nonhomogeneous Poisson processes model arrival processes where the arrival rate changes with time. http://bit.ly/AsOdRe | |
Ordering by earliest due date minimizes the maximum lateness in the single machine scheduling problem | |
The ellipsoid method for linear programming is guaranteed to converge in a finite number of steps http://bit.ly/yaDjNZ | |
Economic order quantity is the order quantity that minimizes total inventory holding costs and ordering costs http://j.mp/IeRRA3 | |
Simplex method moves from a primal feasible solution to dual feasibility; dual simplex moves from dual feasibility to primal feasibility. | |
My Hobby: Embedding NP-Complete Problems in Restaurant Orders on @xkcd http://j.mp/m0BMut via @fbahr | |
Professor Leon Lasdon on the Importance of Operations Research http://j.mp/IAfci3 | |
Queuing at Disney World on Vimeo http://j.mp/IFY21a | |
Convex minimization studies the problem of minimizing convex functions over convex sets http://j.mp/JbvoB7 | |
The assignment problem consists in finding a maximum weight matching in a weighted bipartite graph. It can be solved in polynomial time. | |
Shifting bottleneck heuristic http://j.mp/JtbWmA | |
A stochastic process is a collection of random variables indexed by a totally ordered set T; usually, T is "time." | |
The ellipsoid method was the first polynomial time algorithm for LP. Simplex is exponential in the worst case but is often fast. | |
Tabu search is a neighborhood search metaheuristic that uses memory of points recently visited in attempt to not get stuck in local minima | |
Quadratically constrained quadratic programming is, in general, NP-Hard. http://j.mp/NliGXP | |
Nobel Prize Winners who have published in Management Science http://j.mp/Q8eFVL via @mlesz1 | |
Finding good solutions to the traveling salesman problem with neural networks http://j.mp/Nuo7CN | |
What is the optimal way to find a parking spot? http://j.mp/STiawo by @lamclay | |
RT @seanjtaylor: If you get a degree in operations research you should be allowed to call yourself an optimalogist. | |
Finding an optimal seating chart for a wedding http://j.mp/SCKHpA | |
NP Or Not NP? That Is The Question http://ibm.co/UHoet7 | |
RT @tdhopper: If spherical horses arrived according to an exponential distribution, physicists and queueing theorists would rule the world. | |
Markov's idea that changed the world http://hvrd.me/SDUK3C | |
Behavioral approaches to operational problems at Disney World http://bit.ly/WrfkYa | |
The Mathematics of Queues using Mathematica http://t.co/4zddmIzIRH | |
Visualizing path finding algorithms http://bit.ly/12cxWdh | |
Binary Integer Programming With Python http://bit.ly/18wSa6T via @fperez_org | |
How to pair socks from a pile efficiently? http://bit.ly/15pFnQ6 | |
Classes of Metaheuristics http://j.mp/16a9oHW |
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