Exploring Change – A New Dimension of Data Analytics

Summary: Proposes change as a new data-analytics dimension with a model to capture dynamic data/metadata and interactive exploration primitives. Offers use cases, volatility measures, and a roadmap to trustworthy data and salient changes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12010
Venue: VLDB
Year: 2019
Pagerank: 5.4680662e-05
Overall Rank: 5,520 | 61.64%
DOI: 10.14778/3282495.3282496

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,283	Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V	2023	VLDB	5.5843052e-05
6,980	Dataset Relationship Management	2019	CIDR	4.8696895e-05
8,332	DBChEx: Interactive Exploration of Data and Schema Change	2019	CIDR	4.5390688e-05
10,440	ChARLES: Change-Aware Recovery of Latent Evolution Semantics in Relational Data	2025	SIGMOD	4.1905499e-05
10,519	Table Overlap Estimation through Graph Embeddings	2025	SIGMOD	4.1905499e-05
10,954	Determining the Largest Overlap between Tables	2024	SIGMOD	4.1905499e-05
10,975	Temporal JSON Keyword Search	2024	SIGMOD	4.1905499e-05
11,186	Matching Roles from Temporal Data	2023	SIGMOD	4.1905499e-05
11,658	Data Pipelines for User Group Analytics	2019	SIGMOD	4.1905499e-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
49	Consistent Query Answers in Inconsistent Databases	1999	PODS	0.00067607389
181	LEO - DB2's LEarning Optimizer	2001	VLDB	0.00036970794
268	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00029739054
481	Mining Database Structure; Or, How to Build a Data Quality Browser	2002	SIGMOD	0.000221538
724	Meaningful Change Detection in Structured Data	1997	SIGMOD	0.00017477352
1,012	NADEEF: A Commodity Data Cleaning System	2013	SIGMOD	0.00014638349
1,245	Truth Discovery and Copying Detection in a Dynamic World	2009	VLDB	0.00013080304
1,507	Overview of Data Exploration Techniques	2015	SIGMOD	0.00011594294
2,633	AQuery: Query Language for Ordered Data, Optimization Techniques, and Experiments	2003	VLDB	8.4116971e-05
2,834	Automatic Physical Design Tuning: Workload as a Sequence	2006	SIGMOD	8.0468556e-05
4,176	OLAP on Sequence Data	2008	SIGMOD	6.3771062e-05
4,759	Efficient Snapshot Differential Algorithms for Data Warehousing	1996	VLDB	5.934668e-05
4,911	Temporal Rules Discovery for Web Data Cleaning	2016	VLDB	5.8349225e-05
6,786	Interactive Time Series Exploration Powered by the Marriage of Similarity Distances	2017	VLDB	4.9210246e-05
7,462	Non-Invasive Progressive Optimization for In-Memory Databases	2016	VLDB	4.7189301e-05
8,332	DBChEx: Interactive Exploration of Data and Schema Change	2019	CIDR	4.5390688e-05
9,132	A Time Machine for Information: Looking Back to Look Forward	2015	VLDB	4.3854113e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
3,176	Interactive Outlier Exploration in Big Data Streams	2014	VLDB	7.4380543e-05
4,755	Optimization for Active Learning-based Interactive Database Exploration	2019	VLDB	5.9375171e-05
10,864	Exploring Exploratory Querying	2025	VLDB	4.1905499e-05
8,338	Exploring the Data Wilderness through Examples	2019	SIGMOD	4.538469e-05
5,283	Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V	2023	VLDB	5.5843052e-05
3,691	Detecting Change in Data Streams	2004	VLDB	6.8345284e-05
1,137	User-adaptive exploration of multidimensional data	2000	VLDB	0.0001373991
1,507	Overview of Data Exploration Techniques	2015	SIGMOD	0.00011594294
6,235	New Trends on Exploratory Methods for Data Analytics	2017	VLDB	5.1386078e-05
8,332	DBChEx: Interactive Exploration of Data and Schema Change	2019	CIDR	4.5390688e-05