Exploring Change – A New Dimension of Data Analytics

Summary: Introduces data-change exploration as big data’s “variability” dimension: interactively identifying, quantifying, and summarizing temporal changes in values, aggregates, and schemas. Proposes a change model, exploration primitives, and volatility measures to expose data quality issues and hidden processes. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 12197
Venue: VLDB
Year: 2019
Pagerank: 6.2207492e-05
Overall Rank: 5,435 | 62.72%
DOI: 10.14778/3282495.3282496

Incoming Non-self Citations Over Time

Authors

1. Tobias Bleifuß (Hasso Plattner Institute; University of Potsdam)
2. Leon Bornemann (Hasso Plattner Institute; University of Potsdam)
3. Theodore Johnson (AT&T)
4. Dmitri V. Kalashnikov (AT&T)
5. Felix Naumann (Hasso Plattner Institute; University of Potsdam)
6. Divesh Srivastava (AT&T)

BibTeX Citation

@article{bleifu_vldb19,
        title = {{Exploring Change – A New Dimension of Data Analytics}},
        author = {Bleifuß, Tobias and Bornemann, Leon and Johnson, Theodore and Kalashnikov, Dmitri V. and Naumann, Felix and Srivastava, Divesh},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {2},
        pages = {85--98},
        doi = {10.14778/3282495.3282496},
        url = {https://doi.org/10.14778/3282495.3282496},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,990	Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V	2023	VLDB	6.4105738e-05
7,065	Dataset Relationship Management	2019	CIDR	5.7123431e-05
8,342	DBChEx: Interactive Exploration of Data and Schema Change	2019	CIDR	5.4484451e-05
10,287	Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach	2026	SIGMOD	5.093636e-05
10,711	ChARLES: Change-Aware Recovery of Latent Evolution Semantics in Relational Data	2025	SIGMOD	5.093636e-05
10,783	Table Overlap Estimation through Graph Embeddings	2025	SIGMOD	5.093636e-05
11,167	Determining the Largest Overlap between Tables	2024	SIGMOD	5.093636e-05
11,185	Temporal JSON Keyword Search	2024	SIGMOD	5.093636e-05
11,388	Matching Roles from Temporal Data	2023	SIGMOD	5.093636e-05
11,848	Data Pipelines for User Group Analytics	2019	SIGMOD	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
33	Consistent Query Answers in Inconsistent Databases	1999	PODS	0.00049907763
100	LEO - DB2's LEarning Optimizer	2001	VLDB	0.00034385207
185	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00026231189
432	Mining Database Structure; Or, How to Build a Data Quality Browser	2002	SIGMOD	0.00018572055
725	NADEEF: A Commodity Data Cleaning System	2013	SIGMOD	0.00014617251
881	Meaningful Change Detection in Structured Data	1997	SIGMOD	0.00013430652
1,198	Overview of Data Exploration Techniques	2015	SIGMOD	0.00011706307
1,393	Truth Discovery and Copying Detection in a Dynamic World	2009	VLDB	0.00010934682
2,507	AQuery: Query Language for Ordered Data, Optimization Techniques, and Experiments	2003	VLDB	8.4889096e-05
2,722	Automatic Physical Design Tuning: Workload as a Sequence	2006	SIGMOD	8.206711e-05
3,748	OLAP on Sequence Data	2008	SIGMOD	7.154573e-05
4,598	Temporal Rules Discovery for Web Data Cleaning	2016	VLDB	6.6127851e-05
5,022	Efficient Snapshot Differential Algorithms for Data Warehousing	1996	VLDB	6.3981373e-05
6,517	Interactive Time Series Exploration Powered by the Marriage of Similarity Distances	2017	VLDB	5.8538485e-05
7,366	Non-Invasive Progressive Optimization for In-Memory Databases	2016	VLDB	5.6322753e-05
8,342	DBChEx: Interactive Exploration of Data and Schema Change	2019	CIDR	5.4484451e-05
9,335	A Time Machine for Information: Looking Back to Look Forward	2015	VLDB	5.2880344e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	3,031	Interactive Outlier Exploration in Big Data Streams	2014	VLDB
2	4,420	Optimization for Active Learning-based Interactive Database Exploration	2019	VLDB
3	11,084	Exploring Exploratory Querying	2025	VLDB
4	8,358	Exploring the Data Wilderness through Examples	2019	SIGMOD
5	4,990	Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V	2023	VLDB
6	3,785	Detecting Change in Data Streams	2004	VLDB
7	965	User-adaptive exploration of multidimensional data	2000	VLDB
8	1,198	Overview of Data Exploration Techniques	2015	SIGMOD
9	6,200	New Trends on Exploratory Methods for Data Analytics	2017	VLDB
10	8,342	DBChEx: Interactive Exploration of Data and Schema Change	2019	CIDR