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Theory and Algorithms Commons

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Full-Text Articles in Theory and Algorithms

Evaluation Of Particle Swarm Optimization Applied To Grid Scheduling, Wilson Higashino, Miriam Capretz, M. Beatriz Toledo May 2015

Evaluation Of Particle Swarm Optimization Applied To Grid Scheduling, Wilson Higashino, Miriam Capretz, M. Beatriz Toledo

Wilson A Higashino

The problem of scheduling independent users’ jobs to resources in Grid Computing systems is of paramount importance. This problem is known to be NP-hard, and many techniques have been proposed to solve it, such as heuristics, genetic algorithms (GA), and, more recently, particle swarm optimization (PSO). This article aims to use PSO to solve grid scheduling problems, and compare it with other techniques. It is shown that many often-overlooked implementation details can have a huge impact on the performance of the method. In addition, experiments also show that the PSO has a tendency to stagnate around local minima in high-dimensional …


Non-Redundant Sequential Rules,Theory And Algorithm, David Lo, Siau-Cheng Khoo, Limsoon Wong Nov 2011

Non-Redundant Sequential Rules,Theory And Algorithm, David Lo, Siau-Cheng Khoo, Limsoon Wong

David LO

A sequential rule expresses a relationship between two series of events happening one after another. Sequential rules are potentially useful for analyzing data in sequential format, ranging from purchase histories, network logs and program execution traces. In this work, we investigate and propose a syntactic characterization of a non-redundant set of sequential rules built upon past work on compact set of representative patterns. A rule is redundant if it can be inferred from another rule having the same support and confidence. When using the set of mined rules as a composite filter, replacing a full set of rules with a …


Lm: A Miner For Scenario-Based Specifications, Tuan Anh Doan, David Lo, Shahar Maoz, Siau-Cheng Khoo Nov 2011

Lm: A Miner For Scenario-Based Specifications, Tuan Anh Doan, David Lo, Shahar Maoz, Siau-Cheng Khoo

David LO

We present LM, a tool for mining scenario-based specifications in the form of Live Sequence Charts, a visual language that extends sequence diagrams with modalities. LM comes with a project management component, a wizard-like interface to the mining algorithm, a set of pre- and postprocessing extensions, and a visualization module.