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CoHadoop: Flexible Data Placement and Its Exploitation in Hadoop

Summary: CoHadoop extends Hadoop with data placement hints to colocate related files, preserving fault tolerance and flexibility. It speeds joins, grouping, aggregations, and sessionization in log analytics, beating repartition-based and map-only schemes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10286
Venue
VLDB
Year
2011
Pagerank
8.8106295e-05
Overall Rank
2,441 | 83.04%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
2,714 Minimal MapReduce Algorithms 2013 SIGMOD 8.2426646e-05
3,244 Can the Elephants Handle the NoSQL Onslaught? 2012 VLDB 7.3247981e-05
3,923 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 6.6232068e-05
5,110 Only Aggressive Elephants are Fast Elephants 2012 VLDB 5.6868273e-05
5,116 AdaptDB: Adaptive Partitioning for Distributed Joins 2017 VLDB 5.6805476e-05
5,800 AQWA: Adaptive Query-Workload-Aware Partitioning of Big Spatial Data 2015 VLDB 5.3218628e-05
6,177 Exploiting Soft and Hard Correlations in Big Data Query Optimization 2016 VLDB 5.1646971e-05
7,056 SquirrelJoin: Network-Aware Distributed Join Processing with Lazy Partitioning 2017 VLDB 4.8420027e-05
7,459 Lachesis: Automatic Partitioning for UDF-Centric Analytics 2021 VLDB 4.7199075e-05
7,899 Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis 2015 CIDR 4.6176856e-05
7,907 Petabyte-Scale Row-Level Operations in Data Lakehouses 2024 VLDB 4.6161532e-05
8,005 Pangea: Monolithic Distributed Storage for Data Analytics 2019 VLDB 4.6044087e-05
9,112 Data Stream Warehousing in Tidalrace 2015 CIDR 4.3893358e-05
9,468 Serenade - Low-Latency Session-Based Recommendation in e-Commerce at Scale 2022 SIGMOD 4.3307735e-05
11,843 An Efficient MapReduce Cube Algorithm for Varied Data Distributions 2016 SIGMOD 4.1905499e-05
11,902 Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis 2015 CIDR 4.1905499e-05
12,070 Next Generation Data Analytics at IBM Research 2013 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
3 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0024217964
42 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00073570328
70 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00059744625
113 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.0004673401
158 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00040401371
548 Practical Skew Handling in Parallel Joins 1992 VLDB 0.00020369531
789 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00016602215
962 A Comparison of Join Algorithms for Log Processing in MapReduce 2010 SIGMOD 0.00015003834
1,615 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00011137225
1,945 Cheetah: A High Performance, Custom Data Warehouse on Top of MapReduce 2010 VLDB 0.0001000706
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