Big Data Science Needs Big Data Middleware
Summary: Proposes "big-data middleware"—an algebraic, parallel, iterative programming model to federate and optimize across diverse systems beyond file‑level interoperability. Extends Myria into a shared interface exposing common operators and cross‑platform optimization while preserving system-specific strengths. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Bill Howe (University of Washington)
BibTeX Citation
@inproceedings{howe_cidr15,
address = {Amsterdam, Netherlands},
series = {{CIDR} '15},
title = {{Big Data Science Needs Big Data Middleware}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Howe, Bill},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 3,552 | Rethinking Data-Intensive Science Using Scalable Analytics Systems | 2015 | SIGMOD |
| 2 | 13,506 | Formal Approaches to Querying Big Data in Shared-Nothing Systems | 2019 | SIGMOD |
| 3 | 7,248 | Myriad: Scalable and Expressive Data Generation | 2012 | VLDB |
| 4 | 11,863 | Cost-Effective, Workload-Adaptive Migration of Big Data Applications to the Cloud | 2019 | SIGMOD |
| 5 | 2,804 | Demonstration of the Myria Big Data Management Service | 2014 | SIGMOD |
| 6 | 4,224 | Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads | 2017 | VLDB |
| 7 | 9,640 | Supporting Scalable Analytics with Latency Constraints | 2015 | VLDB |
| 8 | 13,563 | Desiderata for a Big Data Language | 2015 | CIDR |
| 9 | 12,147 | Big Data Research: Will Industry Solve all the Problems? | 2015 | VLDB |
| 10 | 3,618 | The Myria Big Data Management and Analytics System and Cloud Service | 2017 | CIDR |