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Filtering by: Creator Chien, Chih-Chun Remove constraint Creator: Chien, Chih-Chun Degree Field Computer Science Remove constraint Degree Field: Computer Science

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Predicting and Improving Throughput, Responsiveness and Battery Life of Computer Systems by Machine Learning

Creator:

Li, Yunfan

Abstract:

The Machine Learning (ML) algorithms are increasingly explored in varies of fields including designing and optimizing computer systems. Recent research, such as optimizing memory/cache prefetching by ML training or predicting traffic pattern in throughput processors, also exhibits a promising future of introducing ML into computer system design and optimization. Throughput...

Resource Type:

Dissertation
Identifying and Removing On-chip Network Bottleneck in Throughput Processors

Creator:

Li, Yunfan

Abstract:

The high level of parallelism in throughput processors such as GPGPUs has resulted in significantly changed on-chip data traffic behaviors. This demands new research to identify and address the limiting factors of networks-on-chip (NoCs) in the context of throughput processors. In this work, we ﬁrst quantitatively analyze the performance of...

Resource Type:

Masters Thesis
Fine-Grained Object Recognition Under Limited Training Data

Creator:

Lam, Michael Q.

Abstract:

This dissertation addresses object recognition in challenging settings, where distinct object classes are visually very similar (e.g., species of birds and insects) and/or access to training examples of object classes is limited (e.g., due to the associated high costs of data annotation). In this dissertation, we present a variety of...

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Dissertation
Resource placement, data rearrangement, and Hamiltonian cycles in torus networks

Creator:

Bae, Myung Mun

Abstract:

Many parallel machines, both commercial and experimental, have been/are being designed with toroidal interconnection networks. For a given number of nodes, the torus has a relatively larger diameter, but better cost/performance tradeoffs, such as higher channel bandwidth, and lower node degree, when compared to the hypercube. Thus, the torus is...

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Dissertation

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Academic Affiliation

Electrical Engineering and Computer Science3
Computer Science1

Advisor

Bose, Bella1
Chen, Lizhong1
Todorovic, Sinisa1

Commencement Year

Commencement Year range begin – Commencement Year range end

Current results range from 1997 to 2021

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Committee Member

Bolt, John1
Bolte, John1
Budd, Timothy1
Cao, Yue1
Cook, Curtis1
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Creator

Li, Yunfan2
Bae, Myung Mun1
Lam, Michael Q.1

Date

Date range begin – Date range end

Current results range from 1996 to 2021

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Decade

2020-20291
2010-20192
1990-19991

Degree Field

Computer Science[remove]4

Degree Level

Doctoral3
Master's1

Degree Name

Doctor of Philosophy (Ph.D.)3
Master of Science (M.S.)1

Language

English [eng]4

License

All rights reserved3

Non-Academic Affiliation

Oregon State University. Graduate School1

Peer Reviewed

No4

Resource Type

Dissertation3
Masters Thesis1

Rights Statement

In Copyright3
Copyright Not Evaluated1

Subject

High performance computing1
Parallel processing (Electronic computers)1

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