Jingren Zhou

Publications
Influence

SCOPE: easy and efficient parallel processing of massive data sets

R. Chaiken, B. Jenkins, +4 authors Jingren Zhou
Computer Science
Proc. VLDB Endow.
1 August 2008

We present a new declarative and extensible scripting language, SCOPE (Structured Computations Optimized for Parallel Execution), targeted for this type of massive data analysis. Expand

Statistical Database

R. Topor, K. Salem, +173 authors T. Neumann
Computer Science
Encyclopedia of Database Systems
2009

A statistical database is a database used for statistical analysis purposes. Expand

Apollo: Scalable and Coordinated Scheduling for Cloud-Scale Computing

E. Boutin, J. Ekanayake, +5 authors L. Zhou
Computer Science
OSDI
6 October 2014

We present Apollo, a highly scalable and coordinated scheduling framework, which has been deployed on production clusters at Microsoft to schedule thousands of computations with millions of tasks efficiently and effectively on tens of thousands of machines daily. Expand

SCOPE: parallel databases meet MapReduce

Jingren Zhou, N. Bruno, Ming-Chuan Wu, P. Larson, R. Chaiken, Darren Shakib
Computer Science
The VLDB Journal
1 October 2012

We describe a distributed computation system, Structured Computations Optimized for Parallel Execution (Scope), targeted for this type of massive data analysis. Expand

Implementing database operations using SIMD instructions

Jingren Zhou, K. Ross
Computer Science
SIGMOD '02
3 June 2002

Modern CPUs have instructions that allow basic operations to be performed on several data elements in parallel. Expand

Representation Learning for Attributed Multiplex Heterogeneous Network

Yukuo Cen, Xu Zou, J. Zhang, Hongxia Yang, Jingren Zhou, J. Tang
Computer Science
KDD
5 May 2019

We formalize the problem of embedding learning for the Attributed Multiplex Heterogeneous Network and propose a unified framework to address this problem. Expand

Reoptimizing Data Parallel Computing

S. Agarwal, S. Kandula, N. Bruno, Ming-Chuan Wu, I. Stoica, Jingren Zhou
Computer Science
NSDI
25 April 2012

We present RoPE, a first step towards re-optimizing data-parallel jobs. Expand

Continuous Cloud-Scale Query Optimization and Processing

N. Bruno, S. Jain, Jingren Zhou
Computer Science
Proc. VLDB Endow.
27 August 2013

We propose novel techniques to adapt query processing in the Scope system, the cloud-scale computation environment in Microsoft Online Services. Expand

Buffering Accesses to Memory-Resident Index Structures

Jingren Zhou, K. Ross
Computer Science
VLDB
9 September 2003

We propose techniques to buffer accesses to memory-resident tree-structured indexes to avoid cache thrashing. Expand

Efficient Maintenance of Materialized Outer-Join Views

P. Larson, Jingren Zhou
Computer Science
IEEE 23rd International Conference on Data…
15 April 2007

In this paper we show how to efficiently maintain general outer-join views, that is, views composed of selection, projection, inner and outer joins. Expand

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