Predictive Interaction for Data Transformation

Summary: Predictive Interaction: a framework for interactive data-transformation systems where algorithms infer likely transformation specifications and proactively propose actions. Shifts specification burden to models while preserving human-in-the-loop guidance and expressive power. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 270
Venue: CIDR
Year: 2015
Pagerank: 9.5489822e-05
Overall Rank: 2,097 | 85.42%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,427	Towards Scalable Dataframe Systems	2020	VLDB	0.0001204248
1,469	BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations	2016	VLDB	0.00011836053
2,122	SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle	2020	CIDR	9.4989076e-05
3,252	Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks	2020	SIGMOD	7.3178277e-05
3,478	Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations	2018	VLDB	7.054159e-05
5,096	Auto-Transform: Learning-to-Transform by Patterns	2020	VLDB	5.7011825e-05
5,383	Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search	2021	VLDB	5.5393038e-05
5,586	QuERy: A Framework for Integrating Entity Resolution with Query Processing	2016	VLDB	5.4219548e-05
5,867	Combining Design and Performance in a Data Visualization Management System	2017	CIDR	5.296418e-05
8,042	Transform-Data-by-Example (TDE): Extensible Data Transformation in Excel	2018	SIGMOD	4.5994569e-05
9,278	Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples	2016	SIGMOD	4.3639892e-05
9,660	Meta-Mappings for Schema Mapping Reuse	2019	VLDB	4.3107389e-05
9,777	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB	4.2856106e-05
11,664	GraphWrangler: An Interactive Graph View on Relational Data	2019	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
112	Potter's Wheel: An Interactive Data Cleaning System	2001	VLDB	0.00047045036
489	Data Curation at Scale: The Data Tamer System	2013	CIDR	0.00022030728
691	AJAX: An Extensible Data Cleaning Tool	2000	SIGMOD	0.00018086135
1,422	SchemaSQL - A Language for Interoperability in Relational Multi-database Systems	1996	VLDB	0.00012056887
1,596	Clio: A Semi-Automatic Tool For Schema Mapping	2001	SIGMOD	0.00011214591
2,160	DEVise: Integrated Querying and Visual Exploration of Large Datasets	1997	SIGMOD	9.4065027e-05
2,750	Learning and Verifying Quantified Boolean Queries by Example	2013	PODS	8.176296e-05
3,188	Gestural Query Specification	2014	VLDB	7.4117439e-05
6,352	Interactive Query Formulation over Web Service-Accessed Sources	2006	SIGMOD	5.0998595e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,695	DataXFormer: An Interactive Data Transformation Tool	2015	SIGMOD	5.9927993e-05
5,096	Auto-Transform: Learning-to-Transform by Patterns	2020	VLDB	5.7011825e-05
4,758	Optimization for Active Learning-based Interactive Database Exploration	2019	VLDB	5.9422515e-05
1,065	Data-Driven Understanding and Refinement of Schema Mappings	2001	SIGMOD	0.00014338146
4,635	Mining Precision Interfaces From Query Logs	2019	SIGMOD	6.033398e-05
1,907	Guided Interaction: Rethinking the Query-Result Paradigm	2011	VLDB	0.00010136636
6,565	Toward Interpretable and Actionable Data Analysis with Explanations and Causality	2022	VLDB	5.0081626e-05
11,754	Constraint-based Explanation and Repair of Filter-based Transformations	2018	VLDB	4.1945683e-05
5,208	Interactive Mapping Specification with Exemplar Tuples	2017	SIGMOD	5.6296265e-05
4,877	Precision Interfaces for Different Modalities	2018	SIGMOD	5.8593569e-05