Mengzhi Wang, Kinman Au, Anastassia Ailamaki, Anthony Brockwell, Christos Faloutsos, Gregory R. Ganger  Home/Search
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Abstract: Storage device performance prediction is a key element of self-managed storage systems and application planning tasks, such as data assignment. This work explores the application of a machine learning tool, CART models, to storage device modeling. Our approach predicts a device's performance as a function of input workloads, requiring no knowledge of the device internals. We propose two uses of CART models: one that predicts per-request response times (and then derives aggregate values) and one ... (Update)
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BibTeX entry: (Update)
Mengzhi Wang, Kinman Au, Anastassia Ailamaki, Anthony Brockwell, Christos Faloutsos, and Gregory R. Ganger. Storage device performance prediction with CART models. SIGMETRICS Perform. Eval. Rev., 32(1):412--413, 2004. http://citeseer.ist.psu.edu/wang04storage.html More
@misc{ wang04storage,
author = "M. Wang and K. Au and A. Ailamaki and A. Brockwell and C. Faloutsos and
G. Ganger",
title = "Storage device performance prediction with CART models",
text = "Mengzhi Wang, Kinman Au, Anastassia Ailamaki, Anthony Brockwell, Christos
Faloutsos, and Gregory R. Ganger. Storage device performance prediction
with CART models. SIGMETRICS Perform. Eval. Rev., 32(1):412--413, 2004.",
year = "2004",
url = "citeseer.ist.psu.edu/wang04storage.html" }
Citations (may not include all citations):692 the self-similar nature of Ethernet traffic - Leland, Taqq et al. - 1993
579 Self-similarity in world wide web traffic evidence and possi.. - Crovella, Bestavros - 1996
431 A tutorial on Support Vector Machines for pattern recognitio.. - Burges
284 An introduction to disk drive modeling - Ruemmler, Wilkes - 1994
268 Making large-scale SVM learning practical - Joachims - 1999
167 Unix disk access patterns - Ruemmler, Wilkes - 1993
109 A multifractal wavelet model with application to network tra.. - Riedi, Crouse et al. - 1999
94 The Elements of Statistical Learning: Data Mining (context) - Hastie, Tibshirani et al. - 2001
66 Multivariate observations (context) - Seber - 1984
53 An analytic performance model of disk arrays (context) - Lee, Katz - 1993
41 Classification and Regression Trees (context) - Brieman, Friedman et al. - 1984
30 Generating representative synthetic workloads: An unsolved p.. - Ganger - 1995
20 The Pantheon storage-system simulator - Wilkes - 1995
20 storage: Brick-based storage with automated administration (context) - Ganger, Strunk et al. - 2003
16 A performance evaluation of RAID architectures - Chen, Towsley - 1996
15 Total cost of storage ownership --- A user-oriented approach (context) - Group - 2000
14 Simple table-based modeling of storage devices (context) - Anderson - 2001
13 analytical throughput model for modern disk arrays (context) - Uysal, Alvarez et al. - 2001
11 The DiskSim simulation environment version (context) - Bucy, Ganger - 2003
10 Don't waste your storage dollars: What you need to know (context) - Allen - 2001
6 A conversation with Jim Gray (context) - Gray - 2003
6 Capturing the spatio-temporal behavior of real traffic data - Wang, Ailamaki et al. - 2002
6 Analysis of self-similarity in I/O workload using structural.. (context) - ia, Gomez et al. - 1999
6 Hardware spending sputters (context) - Lamb - 2001
6 Ergastulum: Quickly finding near-optimal storage system desi.. - Anderson, Kallahalla et al. - 2001
6 intensive workload sequentiality on modern disk arrays (context) - Keeton, Alvarez et al. - 2001
4 Disk array models in Minerva (context) - Merchant, Alvarez - 2001
3 An analytical behavior model for disk drives with readahead .. (context) - Shriver, Merchant et al. - 1998
2 A new approach in the modeling and generation of synthetic d.. (context) - ia, Gomez et al. - 2000
2 QoS specifications for automated storage system management (context) - Wilkes, Rome - 2001
2 and Ralph Becker-Szendy (context) - Kurmas, Keeton - 2001
2 Neareast neighbor pattern classification techniques (context) - Dasarathy - 1991
1 Patern recognitions and Neural Networks (context) - Ripley - 1996
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