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Improved Query Performance with Variant Indexes

Summary: Reviews read-mostly indexing tech and proposes two variant indexes: Projection indexing (column values in RID order) and Bit-Sliced (bitwise view). Shows targeted performance gains over conventional indexes for certain aggregations, predicates, and multi-dimensional group-by queries, including a novel OLAP-like grouping method. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2933
Venue
SIGMOD
Year
1997
Pagerank
0.00045447517
Overall Rank
121 | 99.17%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 64 citing papers.

Rank Citing Paper Year Venue Pagerank
21 C-Store: A Column-oriented DBMS 2005 VLDB 0.00086087497
80 Weaving Relations for Cache Performance 2001 VLDB 0.00055721729
131 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0004370331
343 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00026768139
368 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.000254931
464 A Case for Fractured Mirrors 2002 VLDB 0.0002245871
757 Database Architecture Evolution: Mammals Flourished long before Dinosaurs became Extinct 2009 VLDB 0.00017078358
773 Multi-Dimensional Database Allocation for Parallel Data Warehouses 2000 VLDB 0.00016870159
829 Simultaneous Optimization and Evaluation of Multiple Dimensional Queries 1998 SIGMOD 0.0001618536
910 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423056
985 Streaming Queries over Streaming Data 2002 VLDB 0.00014852471
1,035 Bitmap Index Design and Evaluation 1998 SIGMOD 0.00014532778
1,270 BitWeaving: Fast Scans for Main Memory Data Processing 2013 SIGMOD 0.00012926086
1,588 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011239313
1,704 An Efficient Bitmap Encoding Scheme for Selection Queries 1999 SIGMOD 0.000108332
1,887 Caching Multidimensional Queries Using Chunks 1998 SIGMOD 0.00010204659
1,913 BF-Tree: Approximate Tree Indexing 2014 VLDB 0.00010113937
1,927 Reusing Invariants: A New Strategy for Correlated Queries 1998 SIGMOD 0.00010062716
1,989 Column Imprints: A Secondary Index Structure 2013 SIGMOD 9.8478437e-05
2,087 Answering Aggregation Queries in a Secure System Model 2007 VLDB 9.5732194e-05
2,154 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 9.4208667e-05
2,390 ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout 2015 SIGMOD 8.9084657e-05
2,396 A Novel Index Supporting High Volume Data Warehouse Insertions 1999 VLDB 8.8997169e-05
2,616 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.4471955e-05
2,986 On the Performance of Bitmap Indices for High Cardinality Attributes 2004 VLDB 7.778912e-05
3,157 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 7.4656511e-05
3,353 Managing Expressions as Data in Relational Database Systems 2003 CIDR 7.1843143e-05
3,579 Efficient k-NN Search on Vertically Decomposed Data 2002 SIGMOD 6.9502303e-05
3,608 Column Sketches: A Scan Accelerator for Rapid and Robust Predicate Evaluation 2018 SIGMOD 6.924272e-05
3,717 Lazy, Adaptive RID-List Intersection, and Its Application to Index Anding 2007 SIGMOD 6.8210203e-05
3,722 Cache-Conscious Radix-Decluster Projections 2004 VLDB 6.8176075e-05
3,856 Bit-Sliced Index Arithmetic 2001 SIGMOD 6.6942616e-05
4,528 Query Optimization for Selections using Bitmaps 1999 SIGMOD 6.1083382e-05
4,711 Answering Top-k Queries with Multi-Dimensional Selections: The Ranking Cube Approach 2006 VLDB 5.9790683e-05
5,119 Design Tradeoffs of Data Access Methods 2016 SIGMOD 5.6807904e-05
5,123 Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning 2019 VLDB 5.6796998e-05
5,315 Cuckoo Index: A Lightweight Secondary Index Structure 2020 VLDB 5.5723424e-05
5,322 Generalized Hash Teams for Join and Group-by 1999 VLDB 5.5701077e-05
5,346 UpBit: Scalable In-Memory Updatable Bitmap Indexing 2016 SIGMOD 5.5561846e-05
5,532 A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew 2015 SIGMOD 5.4548897e-05
5,596 Approximate Encoding for Direct Access and Query Processing over Compressed Bitmaps 2006 VLDB 5.4181535e-05
5,749 BinDex: A Two-Layered Index for Fast and Robust Scans 2020 SIGMOD 5.3418923e-05
5,837 An Alternative Storage Organization for ROLAP Aggregate Views Based on Cubetrees 1998 SIGMOD 5.3061106e-05
6,199 Supporting RFID-based Item Tracking Applications in Oracle DBMS Using a Bitmap Datatype 2005 VLDB 5.1605194e-05
6,597 Oracle8i Index-Organized Table and its Application to New Domains 2000 VLDB 4.9982502e-05
6,653 Supporting Ranking and Clustering as Generalized Order-By and Group-By 2007 SIGMOD 4.9735307e-05
7,045 Processing Star Queries on Hierarchically-Clustered Fact Tables 2002 VLDB 4.8528709e-05
7,433 Snakes and Sandwiches: Optimal Clustering Strategies for a Data Warehouse 1999 SIGMOD 4.7314388e-05
7,714 Identifying Insufficient Data Coverage in Databases with Multiple Relations 2020 VLDB 4.6700455e-05
7,831 CUBIT: Concurrent Updatable Bitmap Indexing 2025 VLDB 4.6387445e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

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

Rank Cited Paper Year Venue Pagerank
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.0011708144
213 THE 5 MINUTE RULE FOR TRADING MEMORY FOR DISC ACCESSES and THE 10 BYTE RULE FOR TRADING MEMORY FOR CPU TIME 1987 SIGMOD 0.00033660051
457 "One Size Fits All" Database Architectures Do Not Work For DSS 1995 SIGMOD 0.00022713791
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