Fernando Martinez, Juntao Chen, et al.
AAAI 2025
A stochastic online version of the classical bin packing problem, where a bin corresponds to the capacity of a resource allocated among streams of requests at discrete time units, is a fundamental problem that arises in a wide variety of application areas including bandwidth allocation in networks, memory management in computers, and message transmission in slotted network channels. We derive a mathematical analysis of the corresponding multi-dimensional stochastic process, potentially infinite in each dimension, under a general class of scheduling policies based on a combination of a Lyapunov function technique and matrix-analytic methods. Our analysis yields stability conditions and stationary distributions for this stochastic bin packing process under general probability distributions. We further provide some algorithmic techniques for the numerical computation of these measures. Copyright ©Taylor & Francis, Inc.
Fernando Martinez, Juntao Chen, et al.
AAAI 2025
Ehud Altman, Kenneth R. Brown, et al.
PRX Quantum
Richard M. Karp, Raymond E. Miller
Journal of Computer and System Sciences
A. Gupta, R. Gross, et al.
SPIE Advances in Semiconductors and Superconductors 1990