Active Storage For Large-Scale Data Mining and Multimedia

Summary: Active Disks moves compute to disks, reducing data traffic and exploiting storage parallelism for DB, data mining and multimedia workloads. Model and prototype show 2x speedups on 10 disks for scans, with linear scaling for hundreds of disks on large data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: ha2416115054f9ca2
Venue: VLDB
Year: 1998
Pagerank: 8.4499856e-05
Overall Rank: 2,447 | 83.55%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Erik Riedel (Carnegie Mellon University)
2. Garth Gibson (Carnegie Mellon University)
3. Christos Faloutsos (Carnegie Mellon University)

BibTeX Citation

@article{riedel_vldb98,
        title = {{Active Storage For Large-Scale Data Mining and Multimedia}},
        author = {Riedel, Erik and Gibson, Garth and Faloutsos, Christos},
        journal = {PVLDB},
        series = {{VLDB} '98},
        pages = {62--73},
        year = {1998}
}

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,139	Query Processing on Smart SSDs: Opportunities and Challenges	2013	SIGMOD	0.00011860667
1,590	YourSQL: A High-Performance Database System Leveraging In-Storage Computing	2016	VLDB	0.00010139329
6,025	Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads	2022	VLDB	5.9119514e-05
6,822	PIM-tree: A Skew-resistant Index for Processing-in-Memory	2023	VLDB	5.6717534e-05
13,150	StorHouse Metanoia - New Applications for Database, Storage & Data Warehousing	2001	SIGMOD	4.9793485e-05
13,170	Data Mining on an OLTP System (Nearly) for Free	2000	SIGMOD	4.9793485e-05
13,205	Active Storage Hierarchy, Database Systems and Applications – Socratic Exegesis	1999	VLDB	4.9793485e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
29	Fast Algorithms for Mining Association Rules	1994	VLDB	0.0005121339
90	The X-tree: An Index Structure for High-Dimensional Data	1996	VLDB	0.00034860244
137	A Case for Redundant Arrays of Inexpensive Disks (RAID)	1988	SIGMOD	0.00029722253
156	Multiprocessor Hash-Based Join Algorithms	1985	VLDB	0.00028522117
277	Disk Shadowing	1988	VLDB	0.00022316153
353	The Query By Image Content (QBIC) System	1995	SIGMOD	0.00020222998
846	High-Performance Sorting on Networks of Workstations	1997	SIGMOD	0.00013522859
1,157	A Cost Model For Nearest Neighbor Search in High-Dimensional Data Space	1997	PODS	0.00011774968

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