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We propose and develop an efficient implementation of the robust tabu search heuristic for sparse quadratic assignment problems. The traditional implementation of the heuristic applicable to all quadratic assignment problems is of O(N^2)…

数据结构与算法 · 计算机科学 2010-09-27 Gerald Paul

For almost two decades the question of whether tabu search (TS) or simulated annealing (SA) performs better for the quadratic assignment problem has been unresolved. To answer this question satisfactorily, we compare performance at various…

数据结构与算法 · 计算机科学 2010-10-04 Gerald Paul

Quadratic Assignment Problem (QAP) is an NP-hard combinatorial optimization problem, therefore, solving the QAP requires applying one or more of the meta-heuristic algorithms. This paper presents a comparative study between Meta-heuristic…

人工智能 · 计算机科学 2014-07-21 Gamal Abd El-Nasser A. Said , Abeer M. Mahmoud , El-Sayed M. El-Horbaty

Multi-vehicle routing has become increasingly important with the rapid development of autonomous vehicle technology. Dial-a-ride problem, a variant of vehicle routing problem (VRP), deals with the allocation of customer requests to…

人工智能 · 计算机科学 2018-02-15 Songguang Ho , Sarat Chandra Nagavarapu , Ramesh Ramasamy Pandi , Justin Dauwels

Real-time heuristic search is a popular model of acting and learning in intelligent autonomous agents. Learning real-time search agents improve their performance over time by acquiring and refining a value function guiding the application…

人工智能 · 计算机科学 2007-05-23 Vadim Bulitko

In this paper, a robust sequential quadratic programming method for constrained optimization is generalized to problem with an {expectation} objective function {and} deterministic equality and inequality constraints. A stochastic line…

最优化与控制 · 数学 2024-10-07 Songqiang Qiu , Vyacheslav Kungurtsev

The paper presents a study of local search heuristics in general and variable neighborhood search in particular for the resolution of an assignment problem studied in the practical work of universities. Here, students have to be assigned to…

人工智能 · 计算机科学 2008-09-08 Martin Josef Geiger , Wolf Wenger

Causal discovery in time-series data presents a significant computational challenge. Standard algorithms are often prohibitively expensive for datasets with many variables or samples. This study introduces and validates a heuristic…

机器学习 · 计算机科学 2025-08-22 Ziyang Jiao , Ce Guo , Wayne Luk

Vehicle Routing Problem is a well-known problem in logistics and transportation, and the variety of such problems is explained by the fact that it occurs in many real-life situations. It is an NP-hard combinatorial optimization problem and…

人工智能 · 计算机科学 2016-09-30 Ivan S. Grechikhin

Quadratic assignment problem is one of the great challenges in combinatorial optimization. It has many applications in Operations research and Computer Science. In this paper, the author extends the most-used rounding approach to a…

计算复杂性 · 计算机科学 2011-05-11 Wajeb Gharibi , Yong Xia

The bipartite boolean quadratic programming problem (BBQP) is a generalization of the well studied boolean quadratic programming problem. The model has a variety of real life applications; however, empirical studies of the model are not…

人工智能 · 计算机科学 2013-05-27 Fred Glover , Tao Ye , Abraham P. Punnen , Gary Kochenberger

This study investigates the area of general quadratic integer programming (QIP), encompassing both unconstrained (UQIP) and constrained (CQIP) variants. These NP-hard problems have far-reaching applications, yet the non-convex cases have…

离散数学 · 计算机科学 2025-12-17 Haibo Wang , Bahram Alidaee

A quadratic assignment problem (QAP) is a combinatorial optimization problem that belongs to the class of NP-hard ones. So, it is difficult to solve in the polynomial time even for small instances. Research on the QAP has thus focused on…

神经与进化计算 · 计算机科学 2020-07-30 Zohreh Raziei , Reza Tavakkoli-Moghaddam , Siavash Tabrizian

Backtracking search algorithms are often used to solve the Constraint Satisfaction Problem (CSP). The efficiency of backtracking search depends greatly on the variable ordering heuristics. Currently, the most commonly used heuristics are…

人工智能 · 计算机科学 2021-12-28 Wen Song , Zhiguang Cao , Jie Zhang , Andrew Lim

We propose a quantum heuristic algorithm to solve a traveling salesman problem by generalizing Grover search. Sufficient conditions are derived to greatly enhance the probability of finding the tours with extremal costs, reaching almost to…

量子物理 · 物理学 2013-01-08 Jeongho Bang , Seokwon Yoo , James Lim , Junghee Ryu , Changhyoup Lee , Jinhyoung Lee

The Equitable Coloring Problem is a variant of the Graph Coloring Problem where the sizes of two arbitrary color classes differ in at most one unit. This additional condition, called equity constraints, arises naturally in several…

离散数学 · 计算机科学 2017-10-27 Isabel Méndez Díaz , Graciela Nasini , Daniel Severín

The Quadratic Assignment Problem (QAP) is an NP-hard problem which has proven particularly challenging to solve: unlike other combinatorial problems like the traveling salesman problem (TSP), which can be solved to optimality for instances…

机器学习 · 计算机科学 2023-10-04 Puneet S. Bagga , Arthur Delarue

The Lin-Kernighan-Helsguan (LKH) heuristic is a classic local search algorithm for the Traveling Salesman Problem (TSP). LKH introduces an $\alpha$-value to replace the traditional distance metric for evaluating the edge quality, which…

数据结构与算法 · 计算机科学 2025-01-09 Long Wang , Jiongzhi Zheng , Zhengda Xiong , Kun He

A sequential quadratic programming method is designed for solving general smooth nonlinear stochastic optimization problems subject to expectation equality constraints. We consider the setting where the objective and constraint function…

最优化与控制 · 数学 2026-03-17 Haoming Shen , Yang Zeng , Baoyu Zhou

Quadratic Unconstrained Binary Optimization models are useful for solving a diverse range of optimization problems. Constraints can be added by incorporating quadratic penalty terms into the objective, often with the introduction of slack…

最优化与控制 · 数学 2021-05-18 Amit Verma , Mark Lewis
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