Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration

Summary: Explore-by-Example introduces AIDE, an automatic IDE for exploration that steers users toward regions via sample feedback to predict queries. It delivers accurate conjunctive-query predictions with minimal user effort and fast iterations, cutting exploration time vs manual search. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h3400a49e5af211d3
Venue: SIGMOD
Year: 2014
Pagerank: 8.1761271e-05
Overall Rank: 2,648 | 82.20%
DOI: 10.1145/2588555.2610523

Incoming Non-self Citations Over Time

Authors

1. Kyriaki Dimitriadou (Brandeis University)
2. Olga Papaemmanouil (Brandeis University)
3. Yanlei Diao (University of Massachusetts Amherst)

BibTeX Citation

@inproceedings{dimitriadou_sigmod14,
        title = {{Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration}},
        author = {Dimitriadou, Kyriaki and Papaemmanouil, Olga and Diao, Yanlei},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2610523},
        url = {https://dl.acm.org/doi/10.1145/2588555.2610523},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,211	Query From Examples: An Iterative, Data-Driven Approach to Query Construction	2015	VLDB	0.00011524858
1,215	Overview of Data Exploration Techniques	2015	SIGMOD	0.00011492648
3,188	Extracting Top-K Insights from Multi-dimensional Data	2017	SIGMOD	7.5535445e-05
3,984	Data Canopy: Accelerating Exploratory Statistical Analysis	2017	SIGMOD	6.8741188e-05
4,507	Optimization for Active Learning-based Interactive Database Exploration	2019	VLDB	6.5715731e-05
5,031	Mining Precision Interfaces From Query Logs	2019	SIGMOD	6.3055788e-05
5,158	Facilitating SQL Query Composition and Analysis	2020	SIGMOD	6.2492918e-05
6,182	Evaluating Interactive Data Systems: Workloads, Metrics, and Guidelines	2018	SIGMOD	5.8588933e-05
6,278	Just-In-Time Data Virtualization: Lightweight Data Management with ViDa	2015	CIDR	5.8263939e-05
6,330	New Trends on Exploratory Methods for Data Analytics	2017	VLDB	5.8123256e-05
8,510	Exploring the Data Wilderness through Examples	2019	SIGMOD	5.326492e-05
8,756	Exploratory Training: When Annotators Learn About Data	2023	SIGMOD	5.2840289e-05
9,706	Database Gyms	2023	CIDR	5.1376763e-05
9,781	Optimizing Dataflow Systems for Scalable Interactive Visualization	2024	SIGMOD	5.1300393e-05
10,016	The Data Interaction Game	2018	SIGMOD	5.0959403e-05
10,126	An Adaptive Benchmark for Modeling User Exploration of Large Datasets	2025	SIGMOD	5.0751052e-05
10,843	I-Rex: An Interactive Debugger for SQL	2026	VLDB	4.9793485e-05
12,080	Interactively Discovering and Ranking Desired Tuples without Writing SQL Queries	2020	SIGMOD	4.9793485e-05
12,433	AIDE: An Automatic User Navigation System for Interactive Data Exploration	2015	VLDB	4.9793485e-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
1,164	A Case for A Collaborative Query Management System	2009	CIDR	0.00011745383
1,243	Blink and It's Done: Interactive Queries on Very Large Data	2012	VLDB	0.0001135375
1,537	Query Steering for Interactive Data Exploration	2013	CIDR	0.00010319063
1,607	SciBORQ: Scientific data management with Bounds On Runtime and Quality	2011	CIDR	0.0001008742
1,643	Relaxing Join and Selection Queries	2006	VLDB	0.00010006399
1,863	The Researcher's Guide to the Data Deluge: Querying a Scientific Database in Just a Few Seconds	2011	VLDB	9.4846052e-05
2,685	Learning and Verifying Quantified Boolean Queries by Example	2013	PODS	8.1372686e-05
4,368	Meet Charles, big data query advisor	2013	CIDR	6.6315458e-05
7,177	AstroShelf: Understanding the Universe Through Scalable Navigation of a Galaxy of Annotations	2012	SIGMOD	5.5933807e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	8,510	Exploring the Data Wilderness through Examples	2019	SIGMOD
2	4,497	Automating Exploratory Data Analysis via Machine Learning: An Overview	2020	SIGMOD
3	11,898	Automated Relational Data Explanation using External Semantic Knowledge	2022	VLDB
4	5,029	Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration	2013	VLDB
5	14,051	AIDE: Ad-hoc Intents Detection Engine over Query Logs	2009	SIGMOD
6	9,362	Exploring Exploratory Querying	2025	VLDB
7	2,129	Guided Interaction: Rethinking the Query-Result Paradigm	2011	VLDB
8	1,537	Query Steering for Interactive Data Exploration	2013	CIDR
9	4,507	Optimization for Active Learning-based Interactive Database Exploration	2019	VLDB
10	12,433	AIDE: An Automatic User Navigation System for Interactive Data Exploration	2015	VLDB