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: ha36bd9dadceb4276
Venue: CIDR
Year: 2015
Pagerank: 9.4433754e-05
Overall Rank: 1,875 | 87.44%
DOI: -
PDF: Download (CC BY 3.0)

Incoming Non-self Citations Over Time

Authors

1. Jeffrey Heer (Trifacta; University of Washington)
2. Joseph M. Hellerstein (Trifacta; University of California Berkeley)
3. Sean Kandel (Trifacta)

BibTeX Citation

@inproceedings{heer_cidr15,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '15},
        title = {{Predictive Interaction for Data Transformation}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Heer, Jeffrey and Hellerstein, Joseph M. and Kandel, Sean},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,094	BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations	2016	VLDB	0.00012039085
1,374	Towards Scalable Dataframe Systems	2020	VLDB	0.00010862447
1,616	SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle	2020	CIDR	0.00010048776
2,645	Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks	2020	SIGMOD	8.1641056e-05
2,746	Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations	2018	VLDB	8.0458815e-05
4,005	Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search	2021	VLDB	6.8448428e-05
4,444	Auto-Transform: Learning-to-Transform by Patterns	2020	VLDB	6.5812416e-05
5,206	QuERy: A Framework for Integrating Entity Resolution with Query Processing	2016	VLDB	6.2160113e-05
6,663	Combining Design and Performance in a Data Visualization Management System	2017	CIDR	5.7001805e-05
7,170	Transform-Data-by-Example (TDE): Extensible Data Transformation in Excel	2018	SIGMOD	5.5784388e-05
9,654	Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples	2016	SIGMOD	5.1310198e-05
9,986	Meta-Mappings for Schema Mapping Reuse	2019	VLDB	5.0845636e-05
10,153	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB	5.0597449e-05
10,496	BAT: Target-Instance-Free Data Preparation Synthesis via LLM-Driven Tree Search	2026	SIGMOD	4.9605343e-05
12,208	GraphWrangler: An Interactive Graph View on Relational Data	2019	SIGMOD	4.9605343e-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
95	Potter's Wheel: An Interactive Data Cleaning System	2001	VLDB	0.00034319763
516	Data Curation at Scale: The Data Tamer System	2013	CIDR	0.00016963937
767	AJAX: An Extensible Data Cleaning Tool	2000	SIGMOD	0.00014100723
1,580	SchemaSQL - A Language for Interoperability in Relational Multi-database Systems	1996	VLDB	0.00010153792
2,003	Clio: A Semi-Automatic Tool For Schema Mapping	2001	SIGMOD	9.1888784e-05
2,657	DEVise: Integrated Querying and Visual Exploration of Large Datasets	1997	SIGMOD	8.1460696e-05
2,695	Learning and Verifying Quantified Boolean Queries by Example	2013	PODS	8.1072676e-05
3,016	Gestural Query Specification	2014	VLDB	7.7360586e-05
6,660	Interactive Query Formulation over Web Service-Accessed Sources	2006	SIGMOD	5.7016119e-05

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#	Overall Rank	Paper	Year	Venue
1	4,600	DataXFormer: An Interactive Data Transformation Tool	2015	SIGMOD
2	4,444	Auto-Transform: Learning-to-Transform by Patterns	2020	VLDB
3	4,526	Optimization for Active Learning-based Interactive Database Exploration	2019	VLDB
4	1,054	Data-Driven Understanding and Refinement of Schema Mappings	2001	SIGMOD
5	5,058	Mining Precision Interfaces From Query Logs	2019	SIGMOD
6	2,141	Guided Interaction: Rethinking the Query-Result Paradigm	2011	VLDB
7	6,718	Toward Interpretable and Actionable Data Analysis with Explanations and Causality	2022	VLDB
8	12,307	Constraint-based Explanation and Repair of Filter-based Transformations	2018	VLDB
9	4,234	Interactive Mapping Specification with Exemplar Tuples	2017	SIGMOD
10	5,724	Precision Interfaces for Different Modalities	2018	SIGMOD