On m-Impact Regions and Standing Top-k Influence Problems

Summary: Defines m-Impact Regions (mIR) to identify attribute-value regions that place a product in the top-k for a user fraction, enabling targeted marketing and product refinement. Delivers exact, scalable algorithms for standing top-k influence, outperforming heuristics with real-review data experiments. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6112
Venue: SIGMOD
Year: 2021
Pagerank: 4.2856106e-05
Overall Rank: 9,774 | 32.01%
DOI: 10.1145/3448016.3452832

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
11,195	rkHit: Representative Query with Uncertain Preference	2023	SIGMOD	4.1945683e-05
11,367	tau-LevelIndex: Towards Efficient Query Processing in Continuous Preference Space	2022	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
7	Optimal Aggregation Algorithms for Middleware [Extended Abstract]	2001	PODS	0.0015496097
430	The Onion Technique: Indexing for Linear Optimization Queries	2000	SIGMOD	0.00023463938
465	PREFER: A System for the Efficient Execution of Multiparametric Ranked Queries	2001	SIGMOD	0.00022455702
601	Influence Sets Based on Reverse Nearest Neighbor Queries	2000	SIGMOD	0.00019375875
1,072	Regret-Minimizing Representative Databases	2010	VLDB	0.00014270817
2,976	Processing a Large Number of Continuous Preference Top-k Queries	2012	SIGMOD	7.789303e-05
3,030	DADA: A Data Cube for Dominant Relationship Analysis	2006	SIGMOD	7.6794959e-05
3,095	Answering Why-not Questions on Reverse Top-k Queries	2015	VLDB	7.5692859e-05
4,559	Creating Competitive Products	2009	VLDB	6.0857166e-05
4,564	Learning User Preferences By Adaptive Pairwise Comparison	2015	VLDB	6.0819005e-05
5,047	Identifying the Most Influential Data Objects with Reverse Top-k Queries	2010	VLDB	5.7379554e-05
5,095	Branch-and-Bound Algorithm for Reverse Top-k Queries	2013	SIGMOD	5.7021328e-05
5,116	Efficient Computation of Regret-ratio Minimizing Set: A Compact Maxima Representative	2017	SIGMOD	5.6830089e-05
5,255	Efficient k-Regret Query Algorithm with Restriction-free Bound for any Dimensionality	2018	SIGMOD	5.6013035e-05
6,091	Reconciling Skyline and Ranking Queries	2017	VLDB	5.214376e-05
6,203	Maximum Rank Query	2015	VLDB	5.1590738e-05
6,222	Reverse k-Ranks Query	2014	VLDB	5.1503175e-05
6,387	Exact Processing of Uncertain Top-k Queries in Multi-criteria Settings	2018	VLDB	5.0851965e-05
8,825	Determining the Impact Regions of Competing Options in Preference Space	2017	SIGMOD	4.4415078e-05
8,877	Creating Top Ranking Options in the Continuous Option and Preference Space	2019	VLDB	4.4302563e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
8,877	Creating Top Ranking Options in the Continuous Option and Preference Space	2019	VLDB	4.4302563e-05
12,135	Answering Top-k Queries Over a Mixture of Attractive and Repulsive Dimensions	2012	VLDB	4.1945683e-05
12,111	Optimal Top-k Generation of Attribute Combinations based on Ranked Lists	2012	SIGMOD	4.1945683e-05
5,095	Branch-and-Bound Algorithm for Reverse Top-k Queries	2013	SIGMOD	5.7021328e-05
7,963	Efficient Top-K Processing Over Query-Dependent Functions	2008	VLDB	4.613363e-05
7,750	Computing Immutable Regions for Subspace Top-k Queries	2013	VLDB	4.6607023e-05
6,222	Reverse k-Ranks Query	2014	VLDB	5.1503175e-05
6,203	Maximum Rank Query	2015	VLDB	5.1590738e-05
8,825	Determining the Impact Regions of Competing Options in Preference Space	2017	SIGMOD	4.4415078e-05
5,047	Identifying the Most Influential Data Objects with Reverse Top-k Queries	2010	VLDB	5.7379554e-05