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INTEGER PROGRAMMING

  • Integer programming
  • Mathematical optimization problem restricted to integers

    An integer programming, also known as integer optimization, problem is a mathematical optimization or feasibility program in which some or all of the variables

    Integer programming

    Integer_programming

  • Linear programming
  • Method to solve optimization problems

    be integers, then the problem is called an integer programming (IP) or integer linear programming (ILP) problem. In contrast to linear programming, which

    Linear programming

    Linear programming

    Linear_programming

  • Linear programming relaxation
  • Concept in integral mathematics

    programming relaxation has a value differing from that of the unrelaxed 0–1 integer program. The linear programming relaxation of an integer program may

    Linear programming relaxation

    Linear_programming_relaxation

  • Quadratic programming
  • Solving an optimization problem with a quadratic objective function

    linear constraints on the variables. Quadratic programming is a type of nonlinear programming. "Programming" in this context refers to a formal procedure

    Quadratic programming

    Quadratic_programming

  • List of optimization software
  • optimizer) a software package for linear programming, integer programming, nonlinear programming, stochastic programming, and global optimization. The "What's

    List of optimization software

    List_of_optimization_software

  • Integer overflow
  • Computer arithmetic error

    In computer programming, an integer overflow occurs when an arithmetic operation on integers attempts to create a numeric value that is outside of the

    Integer overflow

    Integer overflow

    Integer_overflow

  • Cutting-plane method
  • Optimization technique for solving (mixed) integer linear programs

    cuts. Such procedures are commonly used to find integer solutions to mixed integer linear programming (MILP) problems, as well as to solve general, not

    Cutting-plane method

    Cutting-plane method

    Cutting-plane_method

  • Integer (computer science)
  • Datum of integral data type

    for writing integer literals in many programming languages: Many programming languages, especially those influenced by C, prefix an integer literal with

    Integer (computer science)

    Integer_(computer_science)

  • AMPL
  • Algebraic modeling language

    among them: Linear programming Quadratic programming Nonlinear programming Mixed-integer programming Mixed-integer quadratic programming with or without

    AMPL

    AMPL

  • GNU Linear Programming Kit
  • Software package

    GNU Linear Programming Kit (GLPK) is a software package intended for solving large-scale linear programming (LP), mixed integer programming (MIP), and

    GNU Linear Programming Kit

    GNU_Linear_Programming_Kit

  • Discrete optimization
  • Branch of mathematical optimization

    problems on graphs, matroids and other discrete structures integer programming constraint programming These branches are all closely intertwined however, since

    Discrete optimization

    Discrete_optimization

  • Dynamic programming
  • Problem optimization method

    Dynamic Programming in Macroeconomic Models." An introduction to dynamic programming as an important tool in economic theory. Dynamic Programming Explained:

    Dynamic programming

    Dynamic programming

    Dynamic_programming

  • Semidefinite programming
  • Subfield of convex optimization

    Semidefinite programming (SDP) is a subfield of mathematical programming concerned with the optimization of a linear objective function (a user-specified

    Semidefinite programming

    Semidefinite_programming

  • Branch and bound
  • Optimization by removing non-optimal solutions to subproblems

    This approach is used for a number of NP-hard problems: Integer programming Nonlinear programming Travelling salesman problem (TSP) Quadratic assignment

    Branch and bound

    Branch_and_bound

  • Combinatorial optimization
  • Subfield of mathematical optimization

    satisfaction problem Cutting stock problem Dominating set problem Integer programming Job shop scheduling Knapsack problem Metric k-center / vertex k-center

    Combinatorial optimization

    Combinatorial optimization

    Combinatorial_optimization

  • Branch and price
  • Mathematical combinatorial optimization method

    combinatorial optimization for solving integer linear programming (ILP) and mixed integer linear programming (MILP) problems with many variables. The

    Branch and price

    Branch_and_price

  • Branch and cut
  • Combinatorial optimization method

    for solving integer linear programs (ILPs), that is, linear programming (LP) problems where some or all the unknowns are restricted to integer values. Branch

    Branch and cut

    Branch_and_cut

  • Gérard Cornuéjols
  • American mathematician (born 1950)

    optimization, integer programming, mathematical programming, and graph theory. His work includes facility-location problems, polyhedral methods for integer programming

    Gérard Cornuéjols

    Gérard Cornuéjols

    Gérard_Cornuéjols

  • Cramer's rule
  • Formula for systems of linear equations

    prove that an integer programming problem whose constraint matrix is totally unimodular and whose right-hand side is integer, has integer basic solutions

    Cramer's rule

    Cramer's_rule

  • Graver basis
  • bases enable iterative solutions of linear and various nonlinear integer programming problems in polynomial time. They were introduced by Jack E. Graver

    Graver basis

    Graver_basis

  • Mathematical optimization
  • Study of mathematical algorithms for optimization problems

    transformed into a convex program. Integer programming studies linear programs in which some or all variables are constrained to take on integer values. This is

    Mathematical optimization

    Mathematical optimization

    Mathematical_optimization

  • Quadratically constrained quadratic program
  • Optimization problem in mathematics

    formulated as a quadratically constrained quadratic program. Since 0–1 integer programming is NP-hard in general, QCQP is also NP-hard. However, even for a

    Quadratically constrained quadratic program

    Quadratically_constrained_quadratic_program

  • Automatic label placement
  • solutions, integer programming etc. Some versions of the map label placement problem can be formulated as multiple choices integer programming (MCIP) problems

    Automatic label placement

    Automatic_label_placement

  • Feasible region
  • Initial set of valid possible values

    non-negative. In pure integer programming problems, the feasible set is the set of integers (or some subset thereof). In linear programming problems, the feasible

    Feasible region

    Feasible region

    Feasible_region

  • MPS (format)
  • File format

    (Mathematical Programming System) is a file format for presenting and archiving linear programming (LP) and mixed integer programming problems. The format

    MPS (format)

    MPS_(format)

  • Integer set library
  • check convex hull (integer) affine hull integer projection computing the lexicographic minimum using parametric integer programming coalescing parametric

    Integer set library

    Integer_set_library

  • Relaxation (approximation)
  • example, a linear programming relaxation of an integer programming problem removes the integrality constraint and so allows non-integer rational solutions

    Relaxation (approximation)

    Relaxation_(approximation)

  • Greedy algorithm
  • Sequence of locally optimal choices

    of a dynamic programming algorithm. Uriel Feige notes that: [Greedy algorithms] may be viewed as the ultimate form of dynamic programming, in which only

    Greedy algorithm

    Greedy algorithm

    Greedy_algorithm

  • Special ordered set
  • Special case of discrete optimization

    variables, rather than individual variables, as in ordinary mixed integer programming. Knowing that a variable is part of a set and that it is ordered

    Special ordered set

    Special_ordered_set

  • Nonlinear programming
  • Solution process for some optimization problems

    that deals with problems that are not linear. Let n, m, and p be positive integers. Let X be a subset of Rn (usually a box-constrained one), let f, gi, and

    Nonlinear programming

    Nonlinear_programming

  • Bayesian optimization
  • Sequential model-based optimization of expensive black-box functions

    Combinatorial Paradigms Approximation algorithm Dynamic programming Greedy algorithm Integer programming Branch and bound/cut Graph algorithms Minimum spanning

    Bayesian optimization

    Bayesian_optimization

  • Hermite normal form
  • Matrix form in linear algebra

    x} is restricted to have integer coordinates only. Other applications of the Hermite normal form include integer programming, cryptography, and abstract

    Hermite normal form

    Hermite_normal_form

  • Perfect graph
  • Graph with tight clique-coloring relation

    closely connected to the theory of linear programming and integer programming. Both linear programs and integer programs are expressed in canonical form as seeking

    Perfect graph

    Perfect graph

    Perfect_graph

  • Rectangle packing
  • Optimization problem in mathematics

    rectangle packing problem for fixed sizes and orientations as an integer linear program. Further, constraints and variables can be added to minimize the

    Rectangle packing

    Rectangle_packing

  • Broyden–Fletcher–Goldfarb–Shanno algorithm
  • Optimization method

    target. However, some real-life applications (like Sequential Quadratic Programming methods) routinely produce negative or nearly-zero curvatures. This can

    Broyden–Fletcher–Goldfarb–Shanno algorithm

    Broyden–Fletcher–Goldfarb–Shanno_algorithm

  • Laurence Wolsey
  • British mathematician (born 1945)

    Wolsey is a Belgian-English mathematician working in the field of integer programming. His mother Anna Wolsey-Mautner was the daughter of the Viennese

    Laurence Wolsey

    Laurence Wolsey

    Laurence_Wolsey

  • Nelder–Mead method
  • Numerical optimization algorithm

    (1973). "On Search Directions for Minimization Algorithms". Mathematical Programming. 4: 193–201. doi:10.1007/bf01584660. S2CID 45909653. McKinnon, K. I.

    Nelder–Mead method

    Nelder–Mead method

    Nelder–Mead_method

  • Levenberg–Marquardt algorithm
  • Algorithm used to solve non-linear least squares problems

    proofs". Proceedings of the Jet Propulsion Laboratory Seminar on Tracking Programs and Orbit Determination: 1–9. Wiliamowski, Bogdan; Yu, Hao (June 2010)

    Levenberg–Marquardt algorithm

    Levenberg–Marquardt_algorithm

  • Constrained conditional model
  • Machine learning and inference framework

    works use an integer linear programming (ILP) solver to solve the decision problem. Although theoretically solving an Integer Linear Program is exponential

    Constrained conditional model

    Constrained_conditional_model

  • Type safety
  • Extent to which a programming language discourages type errors

    are not of the appropriate data type, e.g. trying to add a string to an integer. Type enforcement can be static (catching potential errors at compile time)

    Type safety

    Type_safety

  • Nl (format)
  • File format for presenting and archiving mathematical programming problems

    among them: Linear programming Quadratic programming Nonlinear programming Mixed-integer programming Mixed-integer quadratic programming with or without

    Nl (format)

    Nl_(format)

  • CPLEX
  • Optimization software package for linear programming

    by IBM. The IBM ILOG CPLEX Optimizer solves integer programming problems, very large linear programming problems using either primal or dual variants

    CPLEX

    CPLEX

  • Constrained optimization
  • Optimizing objective functions that have constrained variables

    optimization Constraint satisfaction problem (CSP) Constraint programming Integer programming Metric projection Penalty method Superiorization Rossi, Francesca;

    Constrained optimization

    Constrained_optimization

  • Register allocation
  • Computer compiler optimization technique

    |citeseerx= (help) A Tutorial on Integer Programming Archived 2009-09-05 at the Wayback Machine Conference Integer Programming and Combinatorial Optimization

    Register allocation

    Register_allocation

  • Optimal facility location
  • Optimization problem

    Conforti, Michele; Cornuéjols, Gérard; Zambelli, Giacomo (2014). Integer Programming. Graduate Texts in Mathematics. Vol. 271. doi:10.1007/978-3-319-11008-0

    Optimal facility location

    Optimal_facility_location

  • Simplex algorithm
  • Algorithm for linear programming

    "Simplex algorithms". In J. E. Beasley (ed.). Advances in linear and integer programming. Oxford Science. pp. 1–46. MR 1438309. Maros, István (2003). Computational

    Simplex algorithm

    Simplex algorithm

    Simplex_algorithm

  • Metaheuristic
  • Optimization technique

    page number (link) Glover, Fred (January 1986). "Future paths for integer programming and links to artificial intelligence" (PDF). Computers and Operations

    Metaheuristic

    Metaheuristic

  • HiGHS optimization solver
  • Numerical software

    open-source software to solve linear programming (LP), mixed-integer programming (MIP), and convex quadratic programming (QP) models. Written in C++ and published

    HiGHS optimization solver

    HiGHS optimization solver

    HiGHS_optimization_solver

  • P versus NP problem
  • Unsolved problem in computer science

    problems in operations research are NP-complete, such as types of integer programming and the travelling salesman problem. Efficient solutions to these

    P versus NP problem

    P_versus_NP_problem

  • Gradient method
  • Combinatorial Paradigms Approximation algorithm Dynamic programming Greedy algorithm Integer programming Branch and bound/cut Graph algorithms Minimum spanning

    Gradient method

    Gradient_method

  • Limited-memory BFGS
  • Optimization algorithm

    the Limited Memory Method for Large Scale Optimization". Mathematical Programming B. 45 (3): 503–528. doi:10.1007/BF01589116. S2CID 5681609. Malouf, Robert

    Limited-memory BFGS

    Limited-memory_BFGS

  • Presburger arithmetic
  • Decidable first-order theory of the natural numbers with addition

    translation Pugh, William (1991). "The Omega test: A fast and practical integer programming algorithm for dependence analysis". Proceedings of the 1991 ACM/IEEE

    Presburger arithmetic

    Presburger_arithmetic

  • LINDO
  • Optimizer) is a software package for linear programming, integer programming, nonlinear programming, stochastic programming and global optimization. LINGO is a

    LINDO

    LINDO

  • Iterative method
  • Numerical approximation algorithm

    Combinatorial Paradigms Approximation algorithm Dynamic programming Greedy algorithm Integer programming Branch and bound/cut Graph algorithms Minimum spanning

    Iterative method

    Iterative_method

  • Data type
  • Attribute of data

    the programmer intends to use the data. Most programming languages support basic data types of integer numbers (of varying sizes), floating-point numbers

    Data type

    Data type

    Data_type

  • Convex optimization
  • Subfield of mathematical optimization

    a convex quadratic function. Second order cone programming are more general. Semidefinite programming are more general. Conic optimization are even more

    Convex optimization

    Convex_optimization

  • Vehicle routing problem
  • Optimization problem

    vehicle routing problem (VRP) is a combinatorial optimization and integer programming problem which asks "What is the optimal set of routes for a fleet

    Vehicle routing problem

    Vehicle routing problem

    Vehicle_routing_problem

  • Sequential quadratic programming
  • Optimization algorithm

    Sequential quadratic programming (SQP) is an iterative method for constrained nonlinear optimization, also known as Lagrange-Newton method. SQP methods

    Sequential quadratic programming

    Sequential_quadratic_programming

  • Manfred W. Padberg
  • German mathematician (1941–2014)

    advisor was Egon Balas and his dissertation was titled Essays in Integer Programming. Afterwards he worked from 1971 to 1974 at the Berlin Science Center

    Manfred W. Padberg

    Manfred_W._Padberg

  • Ellipsoid method
  • Iterative method for minimizing convex functions

    Atallah, CRC Press 1999, 31-1 to 31-37. V. Chandru and M.R.Rao, Integer Programming, Chapter 32 in Algorithms and Theory of Computation Handbook, edited

    Ellipsoid method

    Ellipsoid method

    Ellipsoid_method

  • Integer square root
  • Greatest integer less than or equal to square root

    number theory, the integer square root (isqrt) of a non-negative integer n is the non-negative integer m which is the greatest integer less than or equal

    Integer square root

    Integer_square_root

  • Fourier–Motzkin elimination
  • Mathematical algorithm for eliminating variables from a system of linear inequalities

    miscellaneous url (link) Schrijver, Alexander (1998). Theory of Linear and Integer Programming. John Wiley & sons. pp. 155–156. ISBN 978-0-471-98232-6. Keßler,

    Fourier–Motzkin elimination

    Fourier–Motzkin_elimination

  • Gradient descent
  • Optimization algorithm

    forward–backward algorithm for monotone inclusions (which includes convex programming and variational inequalities). Gradient descent is a special case of

    Gradient descent

    Gradient descent

    Gradient_descent

  • Talent scheduling
  • Optimization problem in computer science

    this problem is unlikely to have pseudo-polynomial algorithm. The integer programming model is given by: In this model, e i {\displaystyle e_{i}} means

    Talent scheduling

    Talent scheduling

    Talent_scheduling

  • River crossing puzzle
  • Class of logic puzzles

    may be analyzed using graph-theoretic methods, by dynamic programming, or by integer programming. Let G = ( V , E ) {\displaystyle G=(V,E)} be an undirected

    River crossing puzzle

    River crossing puzzle

    River_crossing_puzzle

  • APOPT
  • programming (LP) Quadratic programming (QP) Quadratically constrained quadratic program (QCQP) Nonlinear programming (NLP) Mixed integer programming (MIP)

    APOPT

    APOPT

  • Karmarkar's algorithm
  • Linear programming algorithm

    Application to Upper Bounds in Integer Quadratic Optimization Problems, Proceedings of Second Conference on Integer Programming and Combinatorial Optimisation

    Karmarkar's algorithm

    Karmarkar's_algorithm

  • Floor and ceiling functions
  • Nearest integers from a number

    returns the greatest integer less than or equal to x, written ⌊x⌋ or floor(x). Similarly, the ceiling function returns the least integer greater than or equal

    Floor and ceiling functions

    Floor and ceiling functions

    Floor_and_ceiling_functions

  • COIN-OR
  • Software for operations research

    framework for solving mixed integer programs (MIPs) over heterogeneous networks. It can use CLP, CPLEX, XPRESS or other linear programming solvers to solve the

    COIN-OR

    COIN-OR

  • Interior-point method
  • Algorithms for solving convex optimization problems

    programming". Dokl. Akad. Nauk SSSR. 174 (1): 747–748. Zbl 0189.19504. Karmarkar, N. (1984). "A new polynomial-time algorithm for linear programming"

    Interior-point method

    Interior-point method

    Interior-point_method

  • Dhrystone
  • Computer benchmarking program

    computing benchmark program developed in 1984 by Reinhold P. Weicker intended to be representative of system (integer) programming. The Dhrystone grew

    Dhrystone

    Dhrystone

  • BARON
  • purely integer, and mixed-integer nonlinear problems can be solved by the solver. Linear programming (LP), nonlinear programming (NLP), mixed integer programming

    BARON

    BARON

  • Lp solve
  • Solver for linear programs

    software command line utility and library for solving linear programming and mixed integer programming problems. It ships with support for two file formats,

    Lp solve

    Lp_solve

  • T. C. Hu
  • Taiwanese-American computer scientist

    Physical Design commemorated his contributions to the field. Reviews of Integer Programming and Network Flows: Ellis Johnson, Bulletin of the AMS, doi:10

    T. C. Hu

    T._C._Hu

  • GNU MathProg
  • Algebraic modeling language

    linear programming (LP), mixed integer programming (MIP), and other related optimisation problems. It is a subset of the AMPL (A Mathematical Programming Language)

    GNU MathProg

    GNU_MathProg

  • Tabu search
  • Local search algorithm

    found during its execution. Fred Glover (1986). "Future Paths for Integer Programming and Links to Artificial Intelligence". Computers and Operations Research

    Tabu search

    Tabu_search

  • Hill climbing
  • Optimization algorithm

    convex problems by hill-climbing include the simplex algorithm for linear programming and binary search. To attempt to avoid getting stuck in local optima

    Hill climbing

    Hill climbing

    Hill_climbing

  • Penalty method
  • Type of algorithm for constrained optimization

    Other nonlinear programming algorithms: Sequential quadratic programming Successive linear programming Sequential linear-quadratic programming Interior point

    Penalty method

    Penalty_method

  • FRACTRAN
  • Turing-complete esoteric programming language invented by John Conway

    the list produces an integer when multiplied by n, then halt. The name FRACTRAN is a portmanteau of "fraction" and the programming language FORTRAN. Conway

    FRACTRAN

    FRACTRAN

  • Rosenbrock methods
  • Methods in numerical computation

    Combinatorial Paradigms Approximation algorithm Dynamic programming Greedy algorithm Integer programming Branch and bound/cut Graph algorithms Minimum spanning

    Rosenbrock methods

    Rosenbrock_methods

  • Pascal (programming language)
  • Programming language

    and procedural programming language, designed by Niklaus Wirth as a small, efficient language intended to encourage good programming practices using

    Pascal (programming language)

    Pascal_(programming_language)

  • Pointer (computer programming)
  • Object which stores memory addresses in a computer program

    — Donald Knuth, Structured Programming, with go to Statements In computer science, a pointer is an object in many programming languages that stores a memory

    Pointer (computer programming)

    Pointer (computer programming)

    Pointer_(computer_programming)

  • Ellis L. Johnson
  • American industrial engineer and mathematician (1938–2024)

    to integer programming pioneered by Gomory. In particular, Johnson showed how the approach can be extended to the case of mixed integer programs. As

    Ellis L. Johnson

    Ellis_L._Johnson

  • Hilbert basis (linear programming)
  • minimal set of integer vectors in C such that every integer vector in C is a conical combination of the vectors in the Hilbert basis with integer coefficients

    Hilbert basis (linear programming)

    Hilbert_basis_(linear_programming)

  • Bat algorithm
  • metaheuristic algorithms including the bat algorithm is given by Yang where a demo program in MATLAB/GNU Octave is available, while a comprehensive review is carried

    Bat algorithm

    Bat_algorithm

  • Edmonds–Karp algorithm
  • Algorithm to compute the maximum flow in a flow network

    Combinatorial Paradigms Approximation algorithm Dynamic programming Greedy algorithm Integer programming Branch and bound/cut Graph algorithms Minimum spanning

    Edmonds–Karp algorithm

    Edmonds–Karp_algorithm

  • RAPTOR (software)
  • to implement than integer programming; however if a scoring function has pairwise contact potential included, dynamic programming cannot globally optimize

    RAPTOR (software)

    RAPTOR_(software)

  • Sridhar Tayur
  • American businessman

    "47-779 – Quantum Integer Programming – CMU Fall 2020". bernalde.github.io. Retrieved 2021-10-30. "47-779/785 – Quantum Integer Programming and Quantum Machine

    Sridhar Tayur

    Sridhar Tayur

    Sridhar_Tayur

  • C data types
  • Data types supported by the C programming language

    of integer types <limits.h>. Rationale for International Standard—Programming Languages—C Revision 5.10 (PDF). p. 25, § 5.2.4.2.1 Sizes of integer types

    C data types

    C_data_types

  • Scoring algorithm
  • Form of Newton's method used in statistics

    Combinatorial Paradigms Approximation algorithm Dynamic programming Greedy algorithm Integer programming Branch and bound/cut Graph algorithms Minimum spanning

    Scoring algorithm

    Scoring_algorithm

  • Golden-section search
  • Technique for finding an extremum of a function

    approximate the probe positions of golden section search while probing only integer sequence indices, the variant of the algorithm for this case typically

    Golden-section search

    Golden-section search

    Golden-section_search

  • Outline of algorithms
  • Overview of and topical guide to algorithms

    integration Monte Carlo method Linear programming Simplex algorithm Interior-point method Integer programming Dynamic programming Gradient descent Stochastic gradient

    Outline of algorithms

    Outline_of_algorithms

  • Constraint satisfaction problem
  • Set of objects whose state must satisfy limits

    (SAT), satisfiability modulo theories (SMT), mixed integer programming (MIP) and answer set programming (ASP) are all fields of research focusing on the

    Constraint satisfaction problem

    Constraint_satisfaction_problem

  • Big M method
  • Method of solving linear programming problems

    operations research, the Big M method is a method of solving linear programming problems using the simplex algorithm. The Big M method extends the simplex

    Big M method

    Big_M_method

  • Polyhedral combinatorics
  • Combinitorics of Polyhedra

    polytopes, whose vertices are subsets of a hypercube) arising from integer programming problems. A face of a convex polytope P may be defined as the intersection

    Polyhedral combinatorics

    Polyhedral_combinatorics

  • Travelling salesman problem
  • NP-hard problem in combinatorial optimization

    Directed Graphs and Integer Programs", IBM Mathematical research Project (Princeton University) Dantzig, George B. (1963), Linear Programming and Extensions

    Travelling salesman problem

    Travelling salesman problem

    Travelling_salesman_problem

  • Objective-C
  • General-purpose, object-oriented programming language

    general-purpose, object-oriented programming language that adds Smalltalk-style message passing (messaging) to the C programming language. Originally developed

    Objective-C

    Objective-C

  • Frank–Wolfe algorithm
  • Optimization algorithm

    1016/0041-5553(66)90114-5. Frank, M.; Wolfe, P. (1956). "An algorithm for quadratic programming". Naval Research Logistics Quarterly. 3 (1–2): 95–110. doi:10.1002/nav

    Frank–Wolfe algorithm

    Frank–Wolfe_algorithm

  • Hydrological optimization
  • optimization techniques (such as dynamic programming, linear programming, integer programming, or quadratic programming) to water-related problems. These problems

    Hydrological optimization

    Hydrological_optimization

  • NP-hardness
  • Complexity class

    often are optimization problems: Knapsack optimization problems Integer programming Travelling salesman optimization problem Maximum clique Longest simple

    NP-hardness

    NP-hardness

    NP-hardness

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