On the growth of random knapsacks
نویسندگان
چکیده
where the pairs (I+$, Xi) 2 0 are assumed to be independent draws from a common . . . . . joint distribution Fwx. If we think of the pairs (w,Xi) as the weights and values, respectively, of a collection of n objects, then this problem can be thought of as finding the collection of objects of maximum value which will fit in a “knapsack” with weight capacity 1. Our main result, Theorem 2.4, computes the asymptotic value of the random variables I$, with increasing n, for a very large class of joint distributions Fwx. Frieze and Clarke [2] computed the asymptotic value of this random knapsack problem for a particular F,, (where Wand X are mutually independent and both uniformly distributed on the interval (0,l)) as part of their analysis of approximation algorithms for the deterministic knapsack problem. In a related paper, Meante, Rinnooy Kan, Stougie, and Vercellis [3] analyze a random knapsack problem in which the knapsack capacity grows in proportion to the number n of items. Under this assumption, v,/n converges. Among their results, Meante et al. compute this limit. In contrast, when the knapsack capacity is fixed the growth rate of V,
منابع مشابه
Solving Subset Sum Problems of Densioty close to 1 by "randomized" BKZ-reduction
Subset sum or Knapsack problems of dimension n are known to be hardest for knapsacks of density close to 1. These problems are NP-hard for arbitrary n. One can solve such problems either by lattice basis reduction or by optimized birthday algorithms. Recently Becker, Coron, Joux [BCJ10] present a birthday algorithm that follows Schroeppel, Shamir [SS81], and HowgraveGraham, Joux [HJ10]. This al...
متن کاملConnecting Efficient Knapsacks – Experiments with the Equally-Weighted Bi-Criteria Knapsack Problem
There are many applications of the classical knapsack problem in which the weight of the items being considered for the knapsack are identical, e.g., selecting successful applicants for grants, awarding scholarships to students, etc. Often there are multiple criteria for selecting items to be placed in the knapsack. This paper presents two new algorithms for finding efficient bi-criteria knapsa...
متن کاملRandom Order Contention Resolution Schemes
Contention resolution schemes have proven to be an incredibly powerful concept which allows to tackle a broad class of problems. The framework has been initially designed to handle submodular optimization under various types of constraints, that is, intersections of exchange systems (including matroids), knapsacks, and unsplittable flows on trees. Later on, it turned out that this framework per...
متن کاملA new generic algorithm for hard knapsacks (preprint)
In this paper, we study the complexity of solving hard knapsack problems, especially knapsacks with a density close to 1 where lattice based low density attacks are not an option. For such knapsacks, the current state-of-the-art is a 28-year old algorithm by Shamir and Schroeppel which is based on birthday paradox techniques and yields a running time of Õ(2) for knapsacks of n elements and uses...
متن کاملRandom Knapsacks with Many Constraints
We provide new results on asymptotic values for the random knapsack problem. For a very general model in which the parameters are determined by a rather arbitrary joint distribution, we compute the rate of growth as the number of objects increases, the number of constraints being fixed. For a particular model, we find strong bounds on the asymptotic value as the numbers of objects and constrain...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Discrete Applied Mathematics
دوره 28 شماره
صفحات -
تاریخ انتشار 1990