Model-based Resource Management for Fine-grained Services

Fine Grained Resource Reservation and Management in Grid Economics

Researchers have been actively looking at utilising new models for network based services. For enterprises and third party service providers can enable their infrastructure based on utility computing and next generation Internet technology to create dynamic virtual organisations. Small fixed and mobile, pervasive and ubiquitous devices will also benefit from networked services and computation p...

Resource Allocation Using Fine-Grained Demand Models

Multi-agent problem solving using market mechanisms is a primary focus area of Intelligent Automation Inc. We have been developing agent-based planning and scheduling techniques, and investigating their feasibility in manufacturing and transportation domains. These domains involve online streams of jobs being executed in dynamic and uncertain environments. Many NASA applications, such as schedu...

Path-Based Attention Neural Model for Fine-Grained Entity Typing

Fine-grained entity typing aims to assign entity mentions in the free text with types arranged in a hierarchical structure. Traditional distant supervision based methods employ a structured data source as a weak supervision and do not need hand-labeled data, but they neglect the label noise in the automatically labeled training corpus. Although recent studies use many features to prune wrong da...

A Model for Fine-Grained Data Citation

An increasing amount of information is being collected in structured, evolving, curated databases, driving the question of how information extracted from such datasets via queries should be cited. Unlike traditional research products, such books and journals, which have a fixed granularity, data citation is a challenge because the granularity varies. Different portions of the database, with var...

A Fine-Grained Model for Code Mobility