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)
Incoming Non-self Citations Over Time
Authors
- 1. Erik Riedel
- 2. Garth Gibson
- 3. Christos Faloutsos
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,342 | Query Processing on Smart SSDs: Opportunities and Challenges | 2013 | SIGMOD | 0.00012482124 |
| 1,897 | YourSQL: A High-Performance Database System Leveraging In-Storage Computing | 2016 | VLDB | 0.00010172286 |
| 7,097 | PIM-tree: A Skew-resistant Index for Processing-in-Memory | 2023 | VLDB | 4.8280402e-05 |
| 7,689 | Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads | 2022 | VLDB | 4.6727982e-05 |
| 12,676 | StorHouse Metanoia - New Applications for Database, Storage & Data Warehousing | 2001 | SIGMOD | 4.1905499e-05 |
| 12,696 | Data Mining on an OLTP System (Nearly) for Free | 2000 | SIGMOD | 4.1905499e-05 |
| 12,731 | Active Storage Hierarchy, Database Systems and Applications – Socratic Exegesis | 1999 | VLDB | 4.1905499e-05 |
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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 |
|---|---|---|---|---|
| 36 | Fast Algorithms for Mining Association Rules | 1994 | VLDB | 0.00076114894 |
| 50 | A Case for Redundant Arrays of Inexpensive Disks (RAID) | 1988 | SIGMOD | 0.00067287977 |
| 76 | Disk Shadowing | 1988 | VLDB | 0.00057207258 |
| 77 | Multiprocessor Hash-Based Join Algorithms | 1985 | VLDB | 0.00056488357 |
| 129 | The X-tree: An Index Structure for High-Dimensional Data | 1996 | VLDB | 0.00044255276 |
| 236 | High-Performance Sorting on Networks of Workstations | 1997 | SIGMOD | 0.00031790391 |
| 331 | The Query By Image Content (QBIC) System | 1995 | SIGMOD | 0.00027199905 |
| 1,180 | A Cost Model For Nearest Neighbor Search in High-Dimensional Data Space | 1997 | PODS | 0.00013455619 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,858 | Automatic Contention Detection and Amelioration for Data-Intensive Operations | 2010 | SIGMOD | 4.4302008e-05 |
| 5,475 | Workload-Aware Storage Layout for Database Systems | 2010 | SIGMOD | 5.4870223e-05 |
| 12,731 | Active Storage Hierarchy, Database Systems and Applications – Socratic Exegesis | 1999 | VLDB | 4.1905499e-05 |
| 3,999 | Matching Database Access Patterns to Storage Characteristics | 2003 | VLDB | 6.5429144e-05 |
| 9,742 | Databases in the Era of Memory-Centric Computing | 2025 | CIDR | 4.2856385e-05 |
| 1,027 | Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS | 2007 | VLDB | 0.0001458537 |
| 2,582 | Database Architectures for New Hardware | 2004 | VLDB | 8.4982366e-05 |
| 8,060 | Declustering Databases on Heterogeneous Disk Systems | 1995 | VLDB | 4.5902983e-05 |
| 1,061 | Flashing Up the Storage Layer | 2008 | VLDB | 0.0001435824 |
| 12,696 | Data Mining on an OLTP System (Nearly) for Free | 2000 | SIGMOD | 4.1905499e-05 |