Emma in Action: Declarative Dataflows for Scalable Data Analysis
Summary: Emma in Action showcases a Scala-embedded dataflow language for declarative, scalable analysis. Quoting entire analyses and separating sequential control from parallel dataflow enables context-aware optimization and offloading to Spark or Flink. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,350 | An Intermediate Representation for Optimizing Machine Learning Pipelines | 2019 | VLDB | 8.9788641e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 202 | LINQ: Reconciling Objects, Relations and XML in the .NET Framework | 2006 | SIGMOD | 0.00034920912 |
| 2,818 | Implicit Parallelism through Deep Language Embedding | 2015 | SIGMOD | 8.0665558e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,200 | Big Data Analytics with Datalog Queries on Spark | 2016 | SIGMOD | 7.3912411e-05 |
| 5,209 | Explaining Outputs in Modern Data Analytics | 2016 | VLDB | 5.629362e-05 |
| 522 | Differential dataflow | 2013 | CIDR | 0.00021099241 |
| 5,130 | One SQL to Rule Them All – an Efficient and Syntactically Idiomatic Approach to Management of Streams and Tables | 2019 | SIGMOD | 5.6755067e-05 |
| 2,172 | Spinning Fast Iterative Data Flows | 2012 | VLDB | 9.3706587e-05 |
| 22 | SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets | 2008 | VLDB | 0.0008456613 |
| 9,973 | End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure | 2026 | CIDR | 4.1945683e-05 |
| 557 | SystemML: Declarative Machine Learning on Spark | 2016 | VLDB | 0.00020197988 |
| 1,548 | Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark | 2018 | SIGMOD | 0.00011431383 |
| 2,818 | Implicit Parallelism through Deep Language Embedding | 2015 | SIGMOD | 8.0665558e-05 |