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Introduction to the Special Issue on MSST 2016

Lazy Exact Deduplication

Deduplication aims to reduce duplicate data in storage systems by removing redundant copies of data blocks, which are compared to one another using fingerprints. However, repeated on-disk fingerprint lookups lead to high disk traffic, which results in a bottleneck. In this article, we propose a “lazy” data deduplication method, which... (more)

Reducing Write Amplification of Flash Storage through Cooperative Data Management with NVM

Write amplification is a critical factor that limits the stable performance of flash-based storage systems. To reduce write amplification, this... (more)

Optimizing File Systems with Fine-grained Metadata Journaling on Byte-addressable NVM

Journaling file systems have been widely adopted to support applications that demand data consistency. However, we observed that the overhead of... (more)

Understanding and Alleviating the Impact of the Flash Address Translation on Solid State Devices

Flash-based solid state devices (SSDs) have been widely employed in consumer and enterprise storage... (more)

High-Performance General Functional Regenerating Codes with Near-Optimal Repair Bandwidth

Erasure codes are widely used in modern distributed storage systems to prevent data loss and server failures. Regenerating codes are a class of... (more)

Understanding I/O Performance Behaviors of Cloud Storage from a Client’s Perspective

Cloud storage has gained increasing popularity in the past few years. In cloud storage, data is stored in the service provider’s data centers,... (more)

ExaPlan

Multi-tiered storage, where each tier consists of one type of storage device (e.g., SSD, HDD, or disk arrays), is a commonly used approach to achieve both high performance and cost efficiency in large-scale systems that need to store data with vastly different access characteristics. By aligning the access characteristics of the data, either... (more)

NEWS

  • CFP - Special Issue on NVM and Storage (in detail)

  • TOS Editor-in-Chief featured in "People of ACM"
    Sam H. Noh is Editor-in-Chief of ACM Transactions on Storage (TOS) - featured in the periodic series "People of ACM", full article available here
    November 01, 2016
     

  • ACM Transaction on Storage (TOS) welcomes Sam H. Noh as its new Editor-in-Chief for a 3-year term, effective August 1, 2016.
    Sam H. Noh is a professor and Head of the School of the Electrical and Computer Engineering School at UNIST (Ulsan National Institute of Science and Technology) in Ulsan, Korea and a leader in the use of new memory technology such as flash memory and non-volatile memory in storage.
    - August 01, 2016

Forthcoming Articles

Systematic Erasure Codes with Optimal Repair Bandwidth and Storage

Tiny-Tail Flash: Near-Perfect Elimination of Garbage Collection Tail Latencies in NAND SSDs

Flash storage has become the mainstream destination for storage users. However, SSDs do not always deliver the performance that users expect. The core culprit of flash performance instability is the well-known garbage collection (GC) process, which causes long delays as the SSD cannot serve (blocks) incoming I/Os, which then induces the long tail latency problem. We present ttFlash as a solution to this problem. ttFlash is a tiny-tail flash drive (SSD) that eliminates GC-induced tail latencies by circumventing GC-blocked I/Os with four novel strategies: plane-blocking GC, rotating GC, GC-tolerant read, and GC-tolerant flush. These four strategies leverage the timely combination of modern SSD internal technologies such as powerful controller, parity-based redundancies (RAIN), and capacitor-backed RAM. Our strategies are dependent on the use of intra-plane copyback operations. Through an extensive evaluation, we show that ttFlash comes significantly close to a no-GC scenario. Specifically, between 9999.99th percentiles, ttFlash is only 1.0 to 2.6x slower than the no-GC case, while a base approach suffers from 5138ms GC-induced slowdowns.

Application Crash Consistency and Performance with CCFS

Recent research has shown that applications often incorrectly implement crash consistency. We present the Crash-Consistent File System (ccfs), a file system that improves the correctness of application-level crash consistency protocols while maintaining high performance. A key idea in ccfs is the abstraction of a stream. Within a stream, updates are committed in program order, improving correctness; across streams, there are no ordering restrictions, enabling scheduling flexibility and high performance. We empirically demonstrate that applications running atop ccfs achieve high levels of crash consistency. Further, we show that ccfs performance under standard file-system benchmarks is excellent, in the worst case on par with the highest performing modes of Linux ext4, and in some cases notably better. Overall, we demonstrate that both application correctness and high performance can be realized in a modern file system.

vNFS: Maximizing NFS Performance with Compounds and Vectorized I/O

Modern systems use networks extensively, accessing both services and storage across local and remote networks. Latency is a key performance challenge, and packing multiple small operations into fewer large ones is an effective way to amortize that cost, especially after years of significant improvement in bandwidth but not latency. To this end, the NFSv4 protocol supports a compounding feature to combine multiple operations. Yet compounding has been underused since its conception because the synchronous POSIX file-system API issues only one (small) request at a time. We propose vNFS, an NFSv4.1-compliant client that exposes a vectorized high-level API and leverages NFS compound procedures to maximize performance. We designed and implemented vNFS as a user-space RPC library that supports an assortment of bulk operations on multiple files and directories. We found it easy to modify several UNIX utilities, an HTTP/2 server, and Filebench to use vNFS. We evaluated vNFS under a wide range of workloads and network latency conditions, showing that vNFS improves performance even for low-latency networks. On high-latency networks, vNFS can improve performance by as much as two orders of magnitude.

Hybris: Robust Hybrid Cloud Storage

Besides well-known benefits, commodity cloud storage also raises concerns that include security, reliability, and consistency. We present Hybris key-value store, the first robust hybrid cloud storage system, aiming at addressing these concerns leveraging both private and public cloud resources. Hybris robustly replicates metadata on trusted private premises (private cloud), separately from data which is dispersed (using replication or erasure coding) across multiple untrusted public clouds. Hybris maintains metadata stored on private premises at the order of few dozens of bytes per key, avoiding the scalability bottleneck at the private cloud. In turn, the hybrid design allows to efficiently and robustly tolerate cloud outages, but also potential malice in clouds without overhead. Finally, Hybris leverages strong metadata consistency to guarantee to Hybris applications strong data consistency without any modifications to the eventually consistent public clouds. We implemented Hybris in Java and evaluated it using a series of micro and macro-benchmarks. Our results show that Hybris significantly outperforms comparable multi-cloud storage systems and approaches the performance of bare-bone commodity public cloud storage.

Redundancy Does Not Imply Fault Tolerance: Analysis of Distributed Storage Reactions to File-System Faults

We analyze how modern distributed storage systems behave in the presence of file-system faults such as data corruption and read and write errors. We characterize eight popular distributed storage systems and uncover numerous problems related to file-system fault tolerance. We find that modern distributed systems do not consistently use redundancy to recover from file-system faults: a single file-system fault can cause catastrophic outcomes such as data loss, corruption, and unavailability. We also find that the above outcomes arise due to fundamental problems in file-system fault handling that are common across many systems. Our results have implications for the design of next generation fault-tolerant distributed and cloud storage systems.

Efficient Free Space Reclamation in WAFL

NetApp® WAFL® is a transactional file system that uses the copy-on-write mechanism to support fast write performance and efficient snapshot creation. However, copy-on-write increases the demand on the file system to find free blocks quickly, which makes rapid free space reclamation essential. Inability to find free blocks quickly may impede allocations for incoming writes. Efficiency is also important, because the task of reclaiming free space may consume CPU and other resources at the expense of client operations. In this paper, we describe the evolution (over more than a decade) of the WAFL algorithms and data structures for reclaiming space with minimal impact to the overall performance of the storage appliance.

Bibliometrics

Publication Years 2005-2017
Publication Count 221
Citation Count 1508
Available for Download 221
Downloads (6 weeks) 1472
Downloads (12 Months) 13871
Downloads (cumulative) 144883
Average downloads per article 656
Average citations per article 7
First Name Last Name Award
Sarita Adve ACM Fellows (2010)
Emery David Berger ACM Senior Member (2010)
Surendar Chandra ACM Senior Member (2009)
Alok Choudhary ACM Fellows (2009)
Deborah Estrin ACM Athena Lecturer Award (2006)
ACM Fellows (2000)
Jason Flinn ACM Fellows (2016)
Armando Fox ACM Karl V. Karlstrom Outstanding Educator Award (2015)
ACM Distinguished Member (2011)
ACM Senior Member (2009)
Gregory Ganger ACM Distinguished Member (2007)
Garth A Gibson ACM Fellows (2012)
ACM Doctoral Dissertation Award
Series Winner (1991)
Ramesh Govindan ACM Fellows (2011)
Ragib Hasan ACM Senior Member (2015)
John Heidemann ACM Senior Member (2007)
Tei-Wei Kuo ACM Fellows (2015)
Kai Li ACM Fellows (1998)
Ming Li ACM Fellows (2006)
Dahlia Malkhi ACM Fellows (2011)
Ethan L Miller ACM Distinguished Member (2013)
Walid Najjar ACM Distinguished Member (2015)
ACM Senior Member (2014)
Michael Reiter ACM Fellows (2008)
Stefan Savage ACM Prize in Computing (2015)
ACM Fellows (2010)
Steven Scott ACM Fellows (2012)
Kenneth C Sevcik ACM Fellows (1997)
Anand Sivasubramaniam ACM Distinguished Member (2010)
ACM Senior Member (2009)
Chandramohan A Thekkath ACM Fellows (2009)
Gene Tsudik ACM Fellows (2014)
ACM Senior Member (2013)
Amin Vahdat ACM Fellows (2011)
David Wagner ACM Doctoral Dissertation Award
Honorable Mention (2001) ACM Doctoral Dissertation Award
Honorable Mention (2001)
Randy Wang ACM Eugene L. Lawler Award for Humanitarian Contributions within Computer Science and Informatics (2007)
Marianne Winslett ACM Fellows (2006)
Tao Xie ACM Distinguished Member (2015)
ACM Senior Member (2011)
Philip S Yu ACM Fellows (1997)
Demetris Zeinalipour ACM Senior Member (2016)
Yuanyuan Zhou ACM Fellows (2013)
ACM Distinguished Member (2011)
Yuanyuan Zhou ACM Fellows (2013)
ACM Distinguished Member (2011)

First Name Last Name Paper Counts
Andrea Arpaci-Dusseau 10
Youjip Won 6
Teiwei Kuo 6
Remzi Arpaci-Dusseau 6
Erez Zadok 6
Ethan Miller 6
Dan Feng 6
Bianca Schroeder 5
Hyokyung Bahn 5
Cheng Chen 4
Raju Rangaswami 4
Remzi Arpaci-Dusseau 4
Changsheng XIE 4
Hong Jiang 4
Jiwu Shu 4
Charles Wright 4
Qingsong Wei 4
Randal Burns 4
Ilias Iliadis 4
Heonyoung Yeom 4
Narasimha Reddy 4
Weimin Zheng 4
Xiao Qin 4
Lidong Zhou 3
Hyeonsang Eom 3
Eunji Lee 3
Youngjin Yu 3
Darrell Long 3
Suzhen Wu 3
Stergios Anastasiadis 3
Yuanhao Chang 3
Jenwei Hsieh 3
Song Jiang 3
Feng Chen 3
James Cipar 3
Vijayan Prabhakaran 3
Guangyan Zhang 3
Lipin Chang 3
An Wang 3
Samhyuk Noh 3
Yuanyuan Zhou 3
Xubin He 3
Jianxi Chen 3
Geoff Kuenning 3
Nitin Agrawal 3
Ohad Rodeh 3
Bo Mao 3
Patrick Lee 3
Peter Desnoyers 2
Kyuho Park 2
Jun Yang 2
Binbing Hou 2
André Brinkmann 2
Swaminathan Sundararaman 2
Sriram Subramanian 2
Vinodh Venkatesan 2
Dongin Shin 2
Lei Tian 2
Leif Walsh 2
Martín Farach-Colton 2
Prashant Pandey 2
Gregory Ganger 2
Roger Zimmermann 2
Jun Yuan 2
Tao Xie 2
Erik Riedel 2
Mahesh Balakrishnan 2
Ahmed Amer 2
Taeho Hwang 2
Jaemin Jung 2
Michael Bender 2
Jeffrey Chase 2
Eno Thereska 2
Scott Brandt 2
Wei Xue 2
Kiran Muniswamy-Reddy 2
Bradley Kuszmaul 2
Evangelos Eleftheriou 2
Xiaoyu Hu 2
Nikolai Joukov 2
Chinhsien Wu 2
Mark Storer 2
Yang Zhan 2
Kaladhar Voruganti 2
Lanyue Lu 2
Ashvin Goel 2
Shu Yin 2
Michael Swift 2
Gopalan Sivathanu 2
Alma Riska 2
Mahmut Kandemir 2
Arkady Kanevsky 2
Fred Douglis 2
Rob Johnson 2
Donald Porter 2
Zhan Shi 2
Daniel Fryer 2
Angela Brown 2
Jayanta Basak 2
Mario Blaum 2
Adam Manzanares 2
Gene Tsudik 2
Bo Hong 2
William Bolosky 2
Anand Sivasubramaniam 2
Xiaoning Ding 2
Yuehai Xu 2
Darrell Long 2
Chris Dragga 2
Sudhanva Gurumurthi 2
Mingdi Xue 2
Ali Tosun 2
Xiaojun Ruan 2
Peter Reiher 2
Jongmin Gim 2
Eitan Bachmat 2
Zhenmin Li 2
John MacCormick 2
William Jannen 2
Amogh Akshintala 2
Mais Nijim 1
Changhyun Park 1
Jaehyuk Cha 1
Ben Greenstein 1
Stefan Savage 1
Beomjoo Seo 1
Akshat Verma 1
Taokai Lam 1
John Esmet 1
Sabrina Vimercati 1
Darren Sawyer 1
Marina Blanton 1
Jai Menon 1
Rajiv Wickremesinghe 1
Udi Wieder 1
Qi Zhang 1
Kevin Greenan 1
Fernando Farfán 1
Adam Buchsbaum 1
Medha Bhadkamkar 1
Yankit Li 1
Vesna Pavlović 1
Hyeongseog Kim 1
Robert Haas 1
Kristal Pollack 1
Kanchan Chandnani 1
Nan Su 1
Linjun Mei 1
Yongsoo Joo 1
Jehoshua Bruck 1
Feng Zheng 1
Liping Xiang 1
Matthew Wachs 1
Karan Sanghi 1
Fernando André 1
Paulo Sousa 1
Antony Rowstron 1
Gordon Hughes 1
Daniel Ellard 1
Mark Corner 1
Charles Weddle 1
John Douceur 1
Nitin Agrawal 1
Mingqiang Li 1
Sangeetha Seshadri 1
Mark Stanovich 1
José Pereira 1
Ricardo Koller 1
Haifeng Yu 1
Windsor Hsu 1
Hyojun Kim 1
Robert Hall 1
Adilet Kachkeev 1
Samuel Braunfeld 1
Alptekin Küpçü 1
Öznur Özkasap 1
James Plank 1
Tao Xie 1
Tianyu Wo 1
Yuchong Hu 1
Fei Wu 1
Ping Huang 1
Jingui Wang 1
Junjie Ren 1
Kaiwei Li 1
Stephen Scott 1
Hyungkyu Chang 1
Xiaosong Ma 1
Asim Kadav 1
Sukwoo Kang 1
Sheng Qiu 1
Christina Strong 1
Krishna Kant 1
Soyoon Lee 1
Tsansheng Hsu 1
Weikuan Shih 1
Sanjeev Trika 1
Debra Hensgen 1
Pochun Huang 1
Picheng Hsiu 1
Rohit Jain 1
Joel Wolf 1
Phung Huynh 1
Aichun Pang 1
Junfeng Yang 1
Hyunjin Choi 1
Jaewoo Choi 1
Ningfang Mi 1
Vagelis Hristidis 1
Cheng Huang 1
Gaewon You 1
Jasna Milovanovic 1
Jaka Sodnik 1
Sara Stancin 1
Dan Feng 1
Chuan Qin 1
Jiyong Shin 1
Kevin Harms 1
William Allcock 1
Yubiao Pan 1
Ernst Biersack 1
Jianzhong Huang 1
Jiwu Shu 1
Jinyang Li 1
Weihang Jiang 1
Vasily Tarasov 1
Edmund Nightingale 1
Amin Vahdat 1
Changxun Wu 1
Mark Huang 1
Clement Dickey 1
Jibin Wang 1
Sungjin Lee 1
Chunming Hu 1
Xiaoguang Liu 1
Chundong Wang 1
Lee Ward 1
Fan Yang 1
Weishinn Ku 1
Jonathan Strickland 1
Junseok Shim 1
Dahlia Malkhi 1
Gokhan Memik 1
Jianhong Lin 1
Cezary Dubnicki 1
Kei Davis 1
Stephanie Jones 1
Douglas Santry 1
Alexandros Batsakis 1
Sungroh Yoon 1
Ragib Hasan 1
David Holland 1
Michael Vrable 1
Geoffrey Voelker 1
Tsengyi Chen 1
Ian Adams 1
Avishay Traeger 1
Chunghsien Wu 1
Geming Chiu 1
Kristof Roomp 1
Sugata Ghosal 1
Lisa Fleischer 1
Hong Zhu 1
Ruben Michel 1
Kai Li 1
Zachary Peterson 1
Thanumalayan Pillai 1
Samuel Lang 1
Mark Shaw 1
Xianghong Luo 1
Taesun Chung 1
Yan Li 1
Hyungju Cho 1
Mary Baker 1
Abhishek Rajimwale 1
Priya Sehgal 1
Kai Li 1
Joseph Murray 1
Armando Fox 1
Andrew Huang 1
Rahat Mahmood 1
Lianghong Xu 1
Lawrence Chiu 1
Shan Lu 1
Jianwen Zhu 1
Jiguang Wan 1
Benlong Zhang 1
Jinpeng Huai 1
Ren Wang 1
Slavisa Sarafijanovic 1
Julie Kim 1
Matthew Curry 1
Ming Wu 1
Wenguang Chen 1
Mohammed Alghamdi 1
Maithili Narasimha 1
Nandan Tammineedi 1
Vincent Freeh 1
Yang Wang 1
Chris Mason 1
Youyou Lu 1
Long Sun 1
Marianne Winslett 1
James Lentini 1
Kuoyi Huang 1
Angelos Bilas 1
Tsungtai Yeh 1
Rick Coulson 1
Eunki Kim 1
Kevin Bowers 1
Guanying Wu 1
Ben Eckart 1
Sajib Kundu 1
Christos Karamanolis 1
Magnus Karlsson 1
Thomas Schwarz 1
Harikesavan Krishnan 1
Guanlin Lu 1
Myoungsoo Jung 1
Yihua Zhang 1
Edward Chang 1
Ioan Stefanovici 1
Zardosht Kasheff 1
Ning Li 1
Anxiao(Andrew) Jiang 1
Nitin Garg 1
Hakim Weatherspoon 1
Hariharan Gopalakrishnan 1
Robert Ross 1
Xuechen Zhang 1
Leo Arulraj 1
Einar Mykletun 1
Weikeng Liao 1
Deepak Bobbarjung 1
Walid Najjar 1
Josef Bacik 1
Lars Nagel 1
Radu Sion 1
Seokhei Cho 1
Sooyong Kang 1
John Heidemann 1
Xiaodong Li 1
Pieter Hartel 1
Lingfang Zeng 1
Chandramohan Thekkath 1
Kirsten Hildrum 1
Philip YU 1
Seonho Kim 1
Robert Latham 1
John Lui 1
Yuxing Peng 1
Garth Gibson 1
Bruno Quaresma 1
Dushyanth Narayanan 1
Jason Flinn 1
Emery Berger 1
Garth Gibson 1
Mathew Oldham 1
Jacob Lorch 1
TingHao Cheng 1
Alexey Tumanov 1
Jack Sun 1
Ertem Esiner 1
Christopher Meyers 1
Rubao Lee 1
Wei Wang 1
Michael Mesnier 1
Jian Zhou 1
Alexander Thomasian 1
Ivan Popov 1
Zhiwei Sun 1
Ji Zhang 1
Masaaki Tanaka 1
Ying Lin 1
Tyler Simon 1
Jaemin Ryu 1
Yongdai Kim 1
Gerald Popek 1
Demetrios Zeinalipour-Yazti 1
Song Lin 1
Assaf Natanzon 1
Xiaojian Wu 1
Deborah Estrin 1
John Garrison 1
Thanos Makatos 1
Knut Grimsrud 1
Byeonggil Jeon 1
Kaushik Dutta 1
Xiaoyun Zhu 1
Jay Dave 1
Rachel Traylor 1
Surendar Chandra 1
Sai Huang 1
Avani Wildani 1
David Essary 1
Yongchiang Tay 1
Ron Arnan 1
Abutalib Aghayev 1
Ao Ma 1
Mark Chamness 1
Venugopalan Ramasubramanian 1
Jin Li 1
Anton Kos 1
Veljko Milutinović 1
Kanchi Gopinath 1
Tudor Marian 1
Zhen Huang 1
Xiao Qin 1
Nguyen Tran 1
Frank Chiang 1
Yulai Xie 1
David Wagner 1
Dilma Silva 1
Lakshmi Bairavasundaram 1
Kimberly Keeton 1
Kaushik Veeraraghavan 1
Phillipa Gill 1
Gerardo Pelosi 1
Mansour Shafaei 1
Wonil Choi 1
Ajay Dholakia 1
Zoran Dimitrijević 1
Klaus Schauser 1
Nick Murphy 1
Dongin Shin 1
Evgenia Smirni 1
Chunho Ng 1
Yungfeng Lu 1
Sašo Tomažič 1
Randolph Wang 1
Philip Carns 1
Charles Bacon 1
Runhui Li 1
Sriram Sankar 1
Keqin Li 1
Alysson Bessani 1
Miguel Correia 1
Dan Tsafrir 1
Chongfeng Hu 1
Austin Donnelly 1
Lars Bongo 1
Jin Qian 1
Shaun Benjamin 1
Michael Kozuch 1
Hong Jiang 1
Ao Ma 1
Yue Yang 1
Sangwhan Moon 1
Dongkun Shin 1
Youngjin Kim 1
Zhonghong Ou 1
Rebecca Stones 1
Yao Sun 1
Yangwook Kang 1
Tom Friedetzky 1
Toni Cortes 1
Anthony Skjellum 1
Enhong Chen 1
Zhichao Li 1
Satoshi Sugahara 1
Rakesh Iyer 1
Jian Zhang 1
Suresh Jagannathan 1
Dimitrios Gunopulos 1
Matthias Grawinkel 1
Seungho Lim 1
Bradley Vander Zanden 1
Minghua Chen 1
Andromachi Hatzieleftheriou 1
Zhifeng Chen 1
Michael Abd-El-Malek 1
Michael Reiter 1
Garth Goodson 1
Brian Noble 1
William Josephson 1
Sotirios Damouras 1
James Megquier 1
Luis Bathen 1
Binny Gill 1
Aydan Yumerefendi 1
Cristian Ungureanu 1
Hyojun Kim 1
Philip Shilane 1
Grant Wallace 1
Kuei Sun 1
Nitin Gupta 1
João Paulo 1
Kushal Wadhwani 1
Abhinav Sharma 1
P Nagesh 1
Min Fu 1
You Zhou 1
Jingwei Ma 1
Gang Wang 1
Alberto Miranda 1
Sascha Effert 1
Youshan Miao 1
Mohit Saxena 1
Ming Chen 1
Vana Kalogeraki 1
Rekha Pitchumani 1
Thomas Talpey 1
Di Ma 1
Deepak Ganesan 1
Ramesh Govindan 1
Manolis Marazakis 1
Haim Helman 1
David Chambliss 1
Yannis Klonatos 1
Lihao Xu 1
Jianqiang Luo 1
Alina Oprea 1
Marcus Jager 1
Xiaolan Chen 1
Hyuck Han 1
Marshall McKusick 1
Peng Xu 1
Junbin Kang 1
Ye Zhai 1
Qing Liu 1
Jens Jelitto 1
Yuxiang Ma 1
Sunjin Lee 1
Michail Flouris 1
Hsinwen Wei 1
Sarita Adve 1
Jeanna Matthews 1
Mohammed Khatib 1
Hyungjong Shin 1
Chengkang Hsieh 1
Akshay Katta 1
Michael Stumm 1
David Quigley 1
Puja Gupta 1
Yizheng Jiao 1
Sara Foresti 1
Pierangela Samarati 1
Windsor Hsu 1
Ellis Wilson 1
John Shalf 1
Dinh Tran 1
Ming Li 1
Jon Elerath 1
Jiri Schindler 1
Lei Tian 1
Gyudong Shim 1
Youngwoo Park 1
Qiang Cao 1
Min Xu 1
Navendu Jain 1
Seungwon Hwang 1
Lawrence You 1
Greg O'Shea 1
Pooja Deo 1
Shigui Qi 1
Sangsoo Park 1
Jingwei Li 1
Jongmoo Choi 1
Ryan Peterson 1
Kenneth Sevcik 1
Feng Wang 1
Mohammad Zubair 1
Ankur Mittal 1
Phaneendra Reddy 1
Stefano Paraboschi 1
David Donofrio 1
Shuwen Gao 1
KK Rao 1
Anthony Tung 1
Richard Spillane 1
Chihyuan Huang 1
Hong Jiang 1
Yinjin Fu 1
James Plank 1
Peter Trifonov 1
Qin Xin 1
PingYi Hsu 1
Jingning Liu 1
Muthian Sivathanu 1
Sumeet Sobti 1
Junwen Lai 1
Arvind Krishnamurthy 1
Yinlong Xu 1
Qian Chang 1
Fenghao Zhang 1
Nihat Altiparmak 1
Kushagra Vaid 1
Sejin Kwon 1
Tomer Hertz 1
David Flynn 1
Elie Krevat 1
Mike Qin 1
Kahwai Lee 1
Sarah Diesburg 1
Naeyoung Song 1
Yongseok Son 1
Junyao Li 1
Jihong Kim 1
Yusik Kim 1
Wentao Han 1
Amanpreet Mukker 1
Xunfei Jiang 1
Yupu Zhang 1
Dutch Meyer 1
Sudharshan Vazhkudai 1
Qian Wang 1
Alok Choudhary 1

Affiliation Paper Counts
Dankook University 1
Chungbuk National University 1
University of Bergamo 1
University of Electronic Science and Technology of China 1
Dongduk Women's University 1
Los Alamos National Laboratory 1
Kookmin University 1
Sungkyunkwan University 1
Universitat Politecnica de Catalunya 1
Harvard University 1
The University of British Columbia 1
Apple Computer 1
Dartmouth College 1
Qualcomm Incorporated 1
Earlham College 1
Indian Institute of Science 1
AT&T Inc. 1
Sun Microsystems 1
Imperial College London 1
University of Southern California, Information Sciences Institute 1
University of Denver 1
University of Washington, Seattle 1
The University of Tennessee System 1
Yonsei University 1
Beijing University of Posts and Telecommunications 1
Peter the Great St. Petersburg Polytechnic University 1
Tamkang University 1
University of Durham 1
New Jersey Institute of Technology 1
Politecnico di Milano 1
Dickinson College, Pittsburgh 1
University of California, Berkeley 1
IBM Haifa Labs 1
Complutense University of Madrid 1
Oracle Corporation 1
Inha University, Incheon 1
University of California, Santa Barbara 1
University of Northern Iowa 1
Salk Institute for Biological Studies 1
University of Cyprus 1
Amazon.com, Inc. 1
Symantec Corporation 1
Barcelona Supercomputing Center 1
Ulsan National Institute of Science and Technology 1
Al Baha University 1
IBM, Netherlands 1
National Taichung University of Science and Technology 1
University of Texas at Arlington 2
Lawrence Berkeley National Laboratory 2
Cornell University 2
Sandia National Laboratories, New Mexico 2
Santa Clara University 2
National Taipei University of Technology 2
Stanford University 2
University of Pittsburgh 2
The College of William and Mary 2
Hongik University 2
National Tsing Hua University 2
University of Minho 2
University of Twente 2
IBM, USA 2
University of Notre Dame 2
University of Virginia 2
Massachusetts Institute of Technology 2
University of Tokyo 2
University of Alabama at Birmingham 2
Ben-Gurion University of the Negev 2
New Mexico Institute of Mining and Technology 2
Rutgers, The State University of New Jersey 2
California Institute of Technology 2
Pohang University of Science and Technology 2
University of Belgrade 2
Harvard School of Engineering and Applied Sciences 2
Harvey Mudd College 3
Virginia Commonwealth University 3
University of Texas at San Antonio 3
IBM India Research Laboratory 3
Ohio State University 3
Yale University 3
Google Inc. 3
Northwestern University 3
Duke University 3
Purdue University 3
National Chiao Tung University Taiwan 3
University of Tennessee, Knoxville 3
National University of Singapore 3
Oak Ridge National Laboratory 3
National University of Defense Technology China 3
University Michigan Ann Arbor 3
University of Milan 3
Temple University 3
Korea Advanced Institute of Science & Technology 3
Microsoft Research Asia 3
Ewha Women's University 4
Ajou University 4
Samsung Electronics Co. Ltd. 4
University of Ioannina 4
North Carolina State University 4
Seagate Research 4
Louisiana State University 4
HP Labs 4
University of Massachusetts Amherst 4
Academia Sinica Taiwan 4
San Diego State University 4
New York University 4
The University of North Carolina at Chapel Hill 4
Northeastern University 4
University of Southern California 4
University of California, Riverside 4
University of Ljubljana 4
Koc University 5
NEC Laboratories America, Inc. 5
Foundation for Research and Technology-Hellas 5
University of California, Los Angeles 5
National Taiwan University of Science and Technology 5
Johannes Gutenberg University Mainz 5
Microsoft Research Cambridge 5
Universidade de Lisboa 5
University of California, Irvine 6
University of California, San Diego 6
Microsoft Corporation 6
Xiamen University 6
Beihang University 6
Johns Hopkins University 6
EMC Corporation 7
Pennsylvania State University 7
Argonne National Laboratory 7
University of Nebraska - Lincoln 7
University of Science and Technology of China 7
Nankai University 7
Wayne State University 8
Florida State University 8
Wuhan National Laboratory for Optoelectronics 8
IBM Almaden Research Center 8
Intel Corporation 9
Princeton University 9
Texas A and M University 10
Chinese University of Hong Kong 10
IBM Thomas J. Watson Research Center 10
Florida International University 10
Auburn University 12
University of Illinois at Urbana-Champaign 12
National Taiwan University 13
Date Storage Institute, A-Star, Singapore 13
IBM Zurich Research Laboratory 13
Carnegie Mellon University 16
Hanyang University 17
Seoul National University 21
University of Toronto 22
Microsoft Research 22
Tsinghua University 23
University of California, Santa Cruz 25
Huazhong University of Science and Technology 29
Stony Brook University 39
University of Wisconsin Madison 41

ACM Transactions on Storage (TOS) - Special Issue on MSST 2016 and Regular Papers
Archive


2017
Volume 13 Issue 2, June 2017 Special Issue on MSST 2016 and Regular Papers
Volume 13 Issue 1, March 2017 Special Issue on USENIX FAST 2016 and Regular Papers

2016
Volume 12 Issue 4, August 2016
Volume 12 Issue 3, June 2016
Volume 12 Issue 2, February 2016
Volume 12 Issue 1, February 2016 Special Issue on Massive Storage Systems and Technologies (MSST 2015)

2015
Volume 11 Issue 4, November 2015 Special Issue USENIX FAST 2015
Volume 11 Issue 3, July 2015
Volume 11 Issue 2, March 2015
Volume 11 Issue 1, February 2015

2014
Volume 10 Issue 4, October 2014 Special Issue on Usenix Fast 2014
Volume 10 Issue 3, July 2014
Volume 10 Issue 2, March 2014
Volume 10 Issue 1, January 2014

2013
Volume 9 Issue 4, November 2013
Volume 9 Issue 3, August 2013
Volume 9 Issue 2, July 2013
Volume 9 Issue 1, March 2013

2012
Volume 8 Issue 4, November 2012
Volume 8 Issue 3, September 2012
Volume 8 Issue 2, May 2012
Volume 8 Issue 1, February 2012
Volume 7 Issue 4, January 2012

2011
Volume 7 Issue 3, October 2011
Volume 7 Issue 2, July 2011
Volume 7 Issue 1, June 2011
Volume 6 Issue 4, May 2011

2010
Volume 6 Issue 3, September 2010
Volume 6 Issue 2, July 2010
Volume 6 Issue 1, March 2010

2009
Volume 5 Issue 4, December 2009
Volume 5 Issue 3, November 2009
Volume 5 Issue 2, June 2009
Volume 5 Issue 1, March 2009
Volume 4 Issue 4, January 2009

2008
Volume 4 Issue 3, November 2008
Volume 4 Issue 2, May 2008
Volume 4 Issue 1, May 2008
Volume 3 Issue 4, February 2008

2007
Volume 3 Issue 3, October 2007
Volume 3 Issue 2, June 2007
Volume 3 Issue 1, March 2007

2006
Volume 2 Issue 4, November 2006
Volume 2 Issue 3, August 2006
Volume 2 Issue 2, May 2006
Volume 2 Issue 1, February 2006

2005
Volume 1 Issue 4, November 2005
Volume 1 Issue 3, August 2005
Volume 1 Issue 2, May 2005
Volume 1 Issue 1, February 2005
 
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