Directional Queries: Making Top-k Queries More Effective in Discovering Relevant Results

Summary: Directional queries add a distance term to linear top-k, biasing toward balanced, skyline-like results aligned with attribute weights. Introduces four skyline-robustness and difficulty indicators and shows that the approach retrieves more relevant results with modest overhead on real and synthetic data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6981
Venue: SIGMOD
Year: 2024
Pagerank: 4.1905499e-05
Overall Rank: 10,989 | 23.63%
DOI: 10.1145/3698807

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Authors

1. Paolo Ciaccia
2. Davide Martinenghi

Incoming Citations (Sorted by Pagerank)

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
2	R-Trees: A Dynamic Index Structure For Spatial Searching	1984	SIGMOD	0.0032118946
8	Optimal Aggregation Algorithms for Middleware [Extended Abstract]	2001	PODS	0.0015436578
428	The Onion Technique: Indexing for Linear Optimization Queries	2000	SIGMOD	0.0002349868
746	An Optimal and Progressive Algorithm for Skyline Queries	2003	SIGMOD	0.00017212135
1,070	Regret-Minimizing Representative Databases	2010	VLDB	0.00014274615
1,180	A Cost Model For Nearest Neighbor Search in High-Dimensional Data Space	1997	PODS	0.00013455619
2,371	Efficient Processing of Top-k Dominating Queries on Multi-Dimensional Data	2007	VLDB	8.9443366e-05
2,474	Top-k Bounded Diversification	2012	SIGMOD	8.6956353e-05
2,477	Computing k-Regret Minimizing Sets	2014	VLDB	8.6907684e-05
5,906	k-Regret Queries with Nonlinear Utilities	2015	VLDB	5.274596e-05
6,090	Reconciling Skyline and Ranking Queries	2017	VLDB	5.214198e-05
6,204	Maximum Rank Query	2015	VLDB	5.1547199e-05
6,378	Exact Processing of Uncertain Top-k Queries in Multi-criteria Settings	2018	VLDB	5.0844506e-05
6,988	Marrying Top-k with Skyline Queries: Relaxing the Preference Input while Producing Output of Controllable Size	2021	SIGMOD	4.8665394e-05

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7,273	Efficient and Generic Evaluation of Ranked Queries	2011	SIGMOD	4.775366e-05
7,751	Computing Immutable Regions for Subspace Top-k Queries	2013	VLDB	4.6562296e-05
6,090	Reconciling Skyline and Ranking Queries	2017	VLDB	5.214198e-05
8,132	Discovering the Skyline of Web Databases	2016	VLDB	4.5741104e-05
2,967	Processing a Large Number of Continuous Preference Top-k Queries	2012	SIGMOD	7.7975455e-05
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