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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
6174
Venue
SIGMOD
Year
2021
Pagerank
5.1997534e-05
Overall Rank
9,900 | 32.08%
DOI
10.1145/3448016.3452832

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{tang_sigmod21,
        title = {{On m-Impact Regions and Standing Top-k Influence Problems}},
        author = {Tang, Bo and Mouratidis, Kyriakos and Han, Mingji},
        series = {{SIGMOD} '21},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3448016.3452832},
        url = {https://dl.acm.org/doi/10.1145/3448016.3452832},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
11,397 rkHit: Representative Query with Uncertain Preference 2023 SIGMOD 5.093636e-05
11,565 tau-LevelIndex: Towards Efficient Query Processing in Continuous Preference Space 2022 SIGMOD 5.093636e-05
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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
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010828372
333 The Onion Technique: Indexing for Linear Optimization Queries 2000 SIGMOD 0.0002089582
407 PREFER: A System for the Efficient Execution of Multiparametric Ranked Queries 2001 SIGMOD 0.00019021441
546 Influence Sets Based on Reverse Nearest Neighbor Queries 2000 SIGMOD 0.00016734556
1,072 Regret-Minimizing Representative Databases 2010 VLDB 0.0001230281
2,427 Processing a Large Number of Continuous Preference Top-k Queries 2012 SIGMOD 8.5915976e-05
2,730 DADA: A Data Cube for Dominant Relationship Analysis 2006 SIGMOD 8.1977425e-05
2,895 Answering Why-not Questions on Reverse Top-k Queries 2015 VLDB 7.9829449e-05
3,984 Learning User Preferences By Adaptive Pairwise Comparison 2015 VLDB 6.9739437e-05
4,170 Creating Competitive Products 2009 VLDB 6.8543709e-05
4,466 Identifying the Most Influential Data Objects with Reverse Top-k Queries 2010 VLDB 6.6844194e-05
4,514 Branch-and-Bound Algorithm for Reverse Top-k Queries 2013 SIGMOD 6.6500719e-05
4,727 Efficient Computation of Regret-ratio Minimizing Set: A Compact Maxima Representative 2017 SIGMOD 6.5362946e-05
4,939 Efficient k-Regret Query Algorithm with Restriction-free Bound for any Dimensionality 2018 SIGMOD 6.4336325e-05
5,496 Reconciling Skyline and Ranking Queries 2017 VLDB 6.1983381e-05
5,796 Reverse k-Ranks Query 2014 VLDB 6.0859929e-05
6,052 Exact Processing of Uncertain Top-k Queries in Multi-criteria Settings 2018 VLDB 5.9941393e-05
6,249 Maximum Rank Query 2015 VLDB 5.9418925e-05
8,825 Creating Top Ranking Options in the Continuous Option and Preference Space 2019 VLDB 5.3616725e-05
9,010 Determining the Impact Regions of Competing Options in Preference Space 2017 SIGMOD 5.3333957e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 8,825 Creating Top Ranking Options in the Continuous Option and Preference Space 2019 VLDB
2 12,331 Answering Top-k Queries Over a Mixture of Attractive and Repulsive Dimensions 2012 VLDB
3 12,308 Optimal Top-k Generation of Attribute Combinations based on Ranked Lists 2012 SIGMOD
4 4,514 Branch-and-Bound Algorithm for Reverse Top-k Queries 2013 SIGMOD
5 8,281 Efficient Top-K Processing Over Query-Dependent Functions 2008 VLDB
6 7,806 Computing Immutable Regions for Subspace Top-k Queries 2013 VLDB
7 5,796 Reverse k-Ranks Query 2014 VLDB
8 6,249 Maximum Rank Query 2015 VLDB
9 9,010 Determining the Impact Regions of Competing Options in Preference Space 2017 SIGMOD
10 4,466 Identifying the Most Influential Data Objects with Reverse Top-k Queries 2010 VLDB