
Enabling Real-Time Business Intelligence
Description
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This book constitutes the thoroughly refereed conference proceedings of the 4th International Workshop on Business Intelligence for the Real-Time Enterprise, BIRTE 2010, held in Singapore, in September 2010, in conjunction with VLDB 2010, the International Conference on Very Large Data Bases.
The volume contains six research papers, which are carefully reviewed and selected out of 12 submissions, plus the three keynotes presented at the workshop. The topics cover all stages of the business intelligence cycle, including capturing of real-time data, handling of temproal or uncertain data, performance issues, event management, and the optimization of complex ETL workflows.
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Content
- Title
- Preface
- Organization
- Table of Contents
- Temporal Knowledge for Timely Intelligence
- Knowledge Bases and Linked Data
- Challenge: Dynamic Knowledge Gathering
- Challenge: Temporal Knowledge
- References
- One Size Fits all, Again! The Architecture of the Hybrid OLTP&OLAP Database Management System HyPer
- Motivation
- Architecture Proposals
- Update Staging
- Mixed Workload Management
- Continuous Warehouse Refreshing
- Versioning of the Transactional Data
- Batch Processing
- Shadow Pages in a Disk-Based DBMS
- Computed Snapshots
- Reduced Isolation Levels
- HyPer: Virtual Memory Snapshots
- OLTP&OLAP Benchmark: TPC-CH
- Benchmark Schema and Workload
- Performance Comparison
- Summary
- References
- Insight into Events: Event and Data Management for the Extended Enterprise
- Introduction
- Goals
- Motivating Example in the Oil and Gas Industry
- The Event Insight Approach
- Federated Event Query Processing
- Event Processing Network
- OSGI Framework
- Application of Event Insight to the Oil and Gas Example
- Possible Future Directions
- References
- Building Enterprise Class Real-Time Energy Efficient Decision Support Systems
- Introduction
- TPC-H and Industry Trends
- In-Memory TPC-H
- How In-Memory Systems Reduce Energy Consumption
- Building Large Scale Real-Time Decision Support Systems
- Scaling Systems to Achieve High Performance
- Building Large Scale Real-Time Decision Support Systems Using Traditional Configurations
- Building Large Scale Real-Time Decision Support Systems Using In- Memory Configurations
- Case Study: Building Large Scale Real-Time Decision Support Systems Using Cisco Unified Computing System
- Conclusion
- References
- Data Quality Is Context Dependent
- Introduction
- A Framework for Contextual Data Quality
- Instances as Views and Contextual Instances
- The Simple Case
- Quality Query Answering
- Missing Contextual Data
- Related Work
- Discussion and Conclusions
- References
- An Efficient Heuristic for Logical Optimization of ETL Workflows
- Introduction
- Preliminaries
- Related Work
- Dependency Based ETL Optimization
- Optimizing Linear Flows
- Optimizing Complex Flows
- Finding Transferable Activities
- Reconstructing the Original Flow
- Handling Inter-dependent Transferable Activities
- Proof of Correctness
- Experimental Results
- Conclusions and Future Work
- References
- Augmenting Tables by Self-supervised Web Search
- Introduction
- Augmenting Tables with Information from Web Search Results
- Answering Structured Queries from Web Search Results
- Expressing Queries of the Type 'augment specific-k items'
- Processing Queries of the Type 'augment specific-k items'
- Continuous Keyword Query Generation
- Overview and Requirements
- Step 1: Extract Candidate Phrases
- Step 2: Classify and Filter Phrases
- Step 3: Identify Discriminative Phrases
- Step 4: Generate Search Engine-Specific Keyword Queries
- Experimental Study
- Evaluation Setup and Metrics
- Experimental Results
- Related Work
- Summary
- References
- Handling of Uncertainty and Temporal Indeterminacy for What-if Analysis
- Introduction
- Scenario and Features for Decision Support
- Uncertainty Modeling and Processing
- Data Model
- Operators
- Prototypical Implementation
- Physical Representation and Processing
- Operator Implementation and Composition
- Evaluation
- Histogram Construction
- T1: Delivery Time Forecasting
- Histogram Modification
- T2: Uncertain Resource Demand Analysis
- Related Work
- Summary
- References
- NEEL: The Nested Complex Event Language for Real-Time Event Analytics
- Introduction
- The NEEL Event Model
- NEEL: The Nested Complex Event Query Language
- Formal Semantics of NEEL
- E-Analytics System
- Case Study with Real-Time Health Care Monitoring Application
- Related Work
- Conclusions
- References
- Author Index
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