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File Type Classification for Adaptive Object File System

Authors: Phond Phunchongharn; Supart Pornnapa; Tiranee Achalakul;

File Type Classification for Adaptive Object File System

Abstract

This paper gives an overview of a novel storage management concept, called, Adaptive Object File System (AOFS). The design of the file type classification module in AOFS is emphasized. The design attempts to increase the efficiency through the dynamic tuning technique, which automatically classifies files using attributes and access pattern. The file classification, thus, allows files to be stored in the most efficient way. The key idea is to utilize the file properties, such as access pattern, owner, size, and permissions to select adaptive file system policies (e.g. disk allocation, redundancy, and caching strategies). Moreover, a metadata store is maintained to provide the best possible dynamic tuning strategy for any given operating period. The static classification initial design is done based on decision tree, while the dynamic classification adapts the Hidden Markov Model for prediction. The main goal of the AOFS design is to enhance system performance, storage efficiency and flexibility.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
3
Average
Average
Average
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