Title :
Dynamic relationships and the persistence of pairings
Author :
Amer, Ahmed ; Long, Darrell D E
Author_Institution :
Jack Baskin Sch. of Eng., California Univ., Santa Cruz, CA, USA
Abstract :
The ability to automatically hoard data on a computer´s local store would go a long way towards freeing the mobile user from dependence on the network and potentially unbounded latencies. An important step in developing a fully automated file hoarding algorithm is the ability to automatically identify strong relationships between files. We present a mechanism for visualizing the degree of long-term relationships inherent in a file access stream. We do this by comparing the performance of static and dynamic relationship predictors. We demonstrate that even the simplest associations (from a static/first-successor predictor) maintain relatively high accuracy over extended periods of time, closely tracking the performance of an equivalent dynamic (last-successor) predictor. We then introduce rank-difference plots, a visualization technique which allows us to demonstrate how this behavior is caused by stable static pairings of files that are lost by the adaptation of the dynamic predictor for a substantial subset of frequently accessed files. We conclude by demonstrating how a third pairing mechanism can make use of these observations to outperform both the dynamic and static predictors
Keywords :
data visualisation; file organisation; mobile computing; dynamic predictor; dynamic predictors; dynamic relationship predictors; dynamic relationships; file access stream; frequently accessed files; fully automated file hoarding algorithm; last-successor predictor; local store; long-term relationships; mobile user; pairing persistence; potentially unbounded latencies; rank-difference plots; stable static pairings; static predictors; static/first-successor predictor; strong relationships; third pairing mechanism; visualization technique; Bandwidth; Computer networks; Data engineering; Delay; Lifting equipment; Memory; Mobile computing; Throughput; Visualization; Wireless communication;
Conference_Titel :
Distributed Computing Systems Workshop, 2001 International Conference on
Conference_Location :
Mesa, AZ
Print_ISBN :
0-7695-1080-9
DOI :
10.1109/CDCS.2001.918751