Advanced Database Systems and Queries
Modern applications—from financial tickers to sensor networks to real-time analytics—generate data far too fast and continuously for traditional databases, which were designed to answer questions about data sitting still. Advanced database systems research addresses how to store, query, and reason over data that arrives as a stream, often requiring answers before the full dataset is even available, using techniques like continuous queries that run persistently rather than on demand, approximate processing that trades perfect accuracy for speed, and column-oriented storage that reorganizes data physically to accelerate analytical workloads. A central challenge is query optimization under strict latency and memory constraints, where classical cost models break down because the data distribution is unknown or shifting. Open questions include how to handle complex event patterns efficiently across distributed streams, how to provide formal accuracy guarantees in approximate processing, and how to integrate streaming and stored data seamlessly within a single system.
- Works
- 110,406
- Total citations
- 1,141,679
- Keywords
- Data Stream ManagementContinuous QueriesXMLRelational Database SystemsQuery OptimizationStream Processing
Top papers in Advanced Database Systems and Queries
Ordered by total citation count.
- Data mining: concepts and techniques↗ 28,877
- Design Patterns: Elements of Reusable Object-Oriented Software↗ 21,922
- Hierarchical Linear Models: Applications and Data Analysis Methods.↗ 18,866
- The WEKA data mining software↗ 17,872
- A Formal Basis for the Heuristic Determination of Minimum Cost Paths↗ 12,408
- Modern Information Retrieval↗ 11,572
- SMILES, a chemical language and information system. 1. Introduction to methodology and encoding rules↗ 7,711
- Toward principles for the design of ontologies used for knowledge sharing?↗ 7,671
- R-trees↗ 6,596
- Mining frequent patterns without candidate generation↗ 6,369
- The Entity Relationship Model — Toward a Unified View of Data↗ 5,783
- A relational model of data for large shared data banks↗ 5,254OA
Active researchers
Top authors in this area, ranked by h-index.