Modeling Bursty Traffic (2008)
Mengzhi Wang, Spiros Papadimitriou, Tara Madhyastha, Christos Faloutsos, Ngai Hang Chan
Network, web, and disk I/O traffic are usually bursty, self-similar [9, 3, 5, 6] and therefore can not be modeled adequately with Poisson arrivals[9]. However, we do want to model these types of...
Mengzhi Wang, Kinman Au, Anastassia Ailamaki, Anthony Brockwell, Christos Faloutsos, Gregory R. Ganger
This work explores the application of a machine learning tool, CART modeling, to storage devices. We have developed approaches to predict a device’s performance as a function of input workloads,...
• Dissertation Topic: Storage device performance modeling using machine learning techniques (2008)
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Mengzhi Wang, Tara Madhyastha, Ngai Hang Chan, Spiros Papadimitriou, Christos Faloutsos
Network, web, and disk I/O traffic are usually bursty, self-similar [9, 3, 5, 6] and therefore can not be modeled adequately with Poisson arrivals[9]. However, we do want to model these types of...
Mengzhi Wang, Tara Madhyastha, Ngai Hang Chan, Spiros Papadimitriou, Christos Faloutsos
Network, web, and disk I/O traffic are usually bursty, self-similar [9, 3, 5, 6] and therefore can not be modeled adequately with Poisson arrivals[9]. However, we do want to model these types of...
Transactional Virtual Memory with Fine-grained (2007)
Lightweighted Recoverable Virtual Memory (RVM) [5] is a software mechanism to support persistent virtual memory regions in the face of system crashes. Regions maintained by RVM are accessed in...
T.P. Lanyasunya, Hongrong Wang, E.A. Mukisira, Mengzhi Wang, D.M. Kuria, Zhang Jie, ...
Effect of forage type and chemical composition on vigor of rumen microbial community was investigated in vitro. Dry herbage samples used as culture media substrates were obtained from Sorghum almum,...
T.P. Lanyasunya, Hongrong Wang, E.A. Mukisira, Mengzhi Wang, D.M. Kuria, Zhang Jie, ...
in vitro. Dry herbage samples used as culture media substrates were obtained from Sorghum almum, Vicia villosa and Commelina benghalensis established and harvested at 6, 10 and 14 weeks. Chemical...
T.P. Lanyasunya, Hongrong Wang, E.A. Mukisira, Mengzhi Wang, D.M. Kuria, Zhang Jie, ...
Effect of forage type and chemical composition on vigor of rumen microbial community was investigated <I>in vitro</I>. Dry herbage samples used as culture media substrates were obtained...
Performance Modeling of Storage Devices using Machine Learning (2006)
Mengzhi Wang, Gregory R. Ganger, John Wilkes, Hewlett Packard Laboratories
also sponsored through generous grants from the EMC Corporation and the Intel
Storage device performance prediction with CART models (2004)
Wang, Mengzhi, Au, Kinman, Ailamaki, Anastassia, Brockwell, Anthony, Faloutsos, Christos, Ganger, Gregory R.
Storage device performance prediction with CART models (2004)
Mengzhi Wang, Kinman Au, Anastassia Ailamaki, Anthony Brockwell, Christos Faloutsos, Gregory R. Ganger
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...
Storage device performance prediction with CART models (2004)
Mengzhi Wang, Kinman Au, Anastassia Ailamaki, Anthony Brockwell, Christos Faloutsos, Gregory R. Ganger
Storage device performance prediction is a key element of self-managed storage systems. This work explores the application of a machine learning tool, CART models, to storage device modeling. Our...
Storage device performance prediction with CART models (2004)
Mengzhi Wang, Kinman Au, Anastassia Ailamaki, Anthony Brockwell, Christos Faloutsos, Gregory R. Ganger
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...
Storage device performance prediction with CART models (2004)
Mengzhi Wang, Kinman Au, Anastassia Ailamaki, Anthony Brockwell, Christos Faloutsos, Gregory R. Ganger
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...
Storage device performance prediction with CART models (2004)
Mengzhi Wang, Kinman Au, Anastassia Ailamaki, Anthony Brockwell, Christos Faloutsos, Gregory R. Ganger
Storage device performance prediction with CART models (2004)
Mengzhi Wang, Kinman Au, Anastassia Ailamaki, Anthony Brockwell, Christos Faloutsos, Gregory R. Ganger
Storage device performance prediction is a key element of self-managed storage systems. This work explores the application of a machine learning tool, CART models, to storage device modeling. Our...
Hot DB’02 Course Project Reports: Hot Topics in Database Systems, Fall 2002 (2003)
Edited Anastassia Ailamaki, Stavros Harizopoulos, Deepayan Chakrabarti, Stavros Harizopoulos, Hyang-ah Kim, Suman Nath, ...
Capturing the spatio-temporal behavior of real traffic data (2002)
Mengzhi Wang, Anastassia Ailamaki, Christos Faloutsos
{mzwang, natassa, christos}cs. cmu. edu Traffic, like disk and memory accesses, typically exhibits burstiness, temporal locality and spatial locality. There is much recent ground-breaking work on...
Data mining meets performance evaluation: Fast algorithms for modeling bursty traffic (2002)
Mengzhi Wang, Tara Madhyastha, Ngai Hang Chan, Spiros Papadimitriou, Christos Faloutsos
Network, web, and disk I/O traffic are usually bursty, self-similar [9, 3, 5, 6] and therefore can not be modeled adequately with Poisson arrivals[9]. However, we do want to model these types of...
Data mining meets performance evaluation: Fast algorithms for modeling bursty traffic (2002)
Mengzhi Wang, Tara Madhyastha, Ngai Hang Chan
Network, web, and disk I/O traffic are usually bursty, self-similar [9, 3, 5, 6] and therefore can not be modeled adequately with Poisson arrivals[9]. However, we do want to model these types of...
Data mining meets performance evaluation: Fast algorithms for modeling bursty traffic (2002)
Mengzhi Wang, Tara Madhyastha, Ngai Hang, Chan Spiros, Papadimitriou Christos Faloutsos, Piusburgh Pa
Network, web, and disk I/0 traffic are usually bursty, self-similar [9, 3, 5, 6] and therefore can not be modeled adequately with Poisson arrivals[9]. However, we do want to model these types of...
Data mining meets performance evaluation: Fast algorithms for modeling bursty traffic (2002)
Mengzhi Wang, Tara Madhyastha, Ngai Hang Chan, Spiros Papadimitriou, Christos Faloutsos
Network, web, and disk I/O traffic are usually bursty, self-similar [9, 3, 5, 6] and therefore can not be modeled adequately with Poisson arrivals[9]. However, we do want to model these types of...
Capturing the Spatio-Temporal Behavior of Real Traffic Data (2002)
Mengzhi Wang, Anastassia Ailamaki, Christos Faloutsos
Traffic, like disk and memory accesses, typically exhibits burstiness, temporal locality and spatial locality. There is much recent ground-breaking work on temporal modeling (self-similarity etc), on...
Data mining meets performance evaluation: Fast algorithms for modeling bursty traffic (2002)
Mengzhi Wang, Tara Madhyastha, Ngai Hang Chan, Spiros Paradimitriou, Christos Faloutsos
Network, web, and disk I/O traffic are usually bursty, self-similar [9, 3, 5, 6] and therefore can not be modeled adequately with Poisson arrivals[9]. However, we do want to model these types of...
Intraprocedural Code Layout Optimization (2001)
Abstract With the advent of memory hierarchies in modern computer systems maximizing cache locality turned into a very important problem for optimizing compilers. Several compiler based solutions...