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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Ying Chen |
| Copyright Year | 2005 |
| Description | Author affiliation: Dept. of Storage Syst., IBM Almaden Res. Center, San Jose, CA (Ying Chen) |
| Abstract | The foremost crucial step towards a fully automated information lifecycle management (ILM) is to differentiate information by values in an unbiased manner and understand how values change over time. This paper presents an information valuation approach that quantifies the value of a given piece of information based on its usage over time. Our case study based on several real world NFS file server traces collected from Harvard University shows that such a model is simple, effective, and tangible since it relies on measurable metrics and observable facts. It captures the changing nature of the file value throughout their lifecycles, reflects the value differences among different files, and hence allows one to compare and classify files. More importantly, through additional analysis of the model outputs one can gain new insights into files, e.g., what files are most valuable and when. We show that files in different value classes exhibit different characteristics and can be characterized by unique sets of attributes. By devising algorithms to extract such attributes automatically for different classes of files, storage systems can predict what class a file would belong to early in its lifecycle, e.g., at the creation time. The file valuation, classification, and class membership prediction can then guide a wide range of new optimizations, e.g., data placement across tiered storage and data protection |
| Sponsorship | IEEE Comput. Soc. Nat. Sci. Found |
| Starting Page | 135 |
| Ending Page | 146 |
| File Size | 244578 |
| Page Count | 12 |
| File Format | |
| ISBN | 0796522769 |
| DOI | 10.1109/ICAC.2005.35 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2005-06-13 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Cost accounting Information management Storage automation Resource management Databases File servers Data mining Protection Availability US Department of Defense |
| Content Type | Text |
| Resource Type | Article |
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