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Skylines and Other Dominance Based Queries 2nd Edition by Apostolos N. Papadopoulos, Eleftherios Tiakas, Theodoros Tzouramanis, Nikolaos Georgiadis, Yannis Manolopoulos

Name: Skylines and Other Dominance Based Queries 2nd Edition by Apostolos N. Papadopoulos, Eleftherios Tiakas, Theodoros Tzouramanis, Nikolaos Georgiadis, Yannis Manolopoulos
SKU: EB-22467904
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Skylines and Other Dominance Based Queries 2nd Edition Apostolos N. Papadopoulos Digital Instant Download

Author(s): Apostolos N. Papadopoulos; Eleftherios Tiakas; Theodoros Tzouramanis; Nikolaos Georgiadis; Yannis Ma

ISBN(s): 9781681739731, 1681739739

Edition: 2

File Details: PDF, 5.43 MB

Year: 2020

Language: English

SKU: EB-22467904 Category: Uncategorized Tags: Apostolos N. Papadopoulos, Eleftherios Tiakas, Nikolaos Georgiadis, Theodoros Tzouramanis, Yannis Ma

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Skylines and Other Dominance Based Queries 2nd Edition by Apostolos N. Papadopoulos, Eleftherios Tiakas, Theodoros Tzouramanis, Nikolaos Georgiadis, Yannis Manolopoulos – Ebook PDF Instant Download/Delivery: 1681739747, 978-1681739748
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Product details:

ISBN 10: 1681739747
ISBN 13: 978-1681739748
Author: Apostolos N. Papadopoulos, Eleftherios Tiakas, Theodoros Tzouramanis, Nikolaos Georgiadis, Yannis Manolopoulos

This book is a gentle introduction to dominance-based query processing techniques and their applications. The book aims to present fundamental as well as some advanced issues in the area in a precise, but easy-to-follow, manner. Dominance is an intuitive concept that can be used in many different ways in diverse application domains. The concept of dominance is based on the values of the attributes of each object. An object dominates another object if is better than . This goodness criterion may differ from one user to another. However, all decisions boil down to the minimization or maximization of attribute values. In this book, we will explore algorithms and applications related to dominance-based query processing. The concept of dominance has a long history in finance and multi-criteria optimization. However, the introduction of the concept to the database community in 2001 inspired many researchers to contribute to the area. Therefore, many algorithmic techniques have been proposed for the efficient processing of dominance-based queries, such as skyline queries, -dominant queries, and top- dominating queries, just to name a few.

Skylines and Other Dominance Based Queries 2nd Table of contents:

Introduction

Objects and Attributes
The Concept of Dominance
Best Points
Book Roadmap
Summary

Skyline Queries

Main-Memory Computation
Algorithms for Secondary Memory
Index-Free Techniques
Index-Based Techniques
Advanced Skyline Processing
Distributed and Parallel Techniques
Skylines in Dynamic Environments
Skyline Cardinality
Summary

Variations of Skyline Queries

k-Dominant Skyline Queries
Skycube
Dynamic Skyline Queries
Spatial Skyline Queries
Metric Space Skyline Queries
Range-Based Skyline Queries
Other Variations
Summary

Top-k Dominating Queries

Problem Definition
A Skyline-Based Algorithm
Methods Based on R-Tree Variants
Iterative Top-k Dominating Algorithm (ITD)
Simple Counting Guided Algorithm (SCG)
Lightweight Counting Guided Algorithm (LCG)
Priority- and Upper Bound-Based Traversal Algorithms (PBT, UBT)
Cost-Based Traversal Algorithm (CBT)
Index-Free Algorithms
Subspace Progressive Algorithms
- Basic Scan Algorithm (BSA)
- Union Algorithm (UA)
- Reverse Algorithm (RA)
- Differential Algorithm (DA)
Metric-Based Approaches
- Skyline-Based Algorithm (SBA)
- Aggregation-Based Algorithm (ABA)
- Pruning-Based Algorithms (PBA1, PBA2)
Top-k Dominating Queries in Other Environments
Summary

Applications of Dominance-Based Queries

Multi-Criteria Decision Making
Service Composition
Web Service Selection
Reliability in Cloud Computing
Machine Learning
Intrusion Detection
Polarity Classification
Network Analysis
- Graph Clustering
- Graph Community Search
Marketing
- Targeting a General Group of Buyers
- Product Feature Selection to Maximize Profitability
- Effective Product Positioning
Healthcare
- Online Primary Diagnosis
- Over-Treatment Reduction
Other Interesting Applications
- Image Retrieval
- Scientometrics
- Monitor of Chemical Process
- Wireless Routing
- Sensor Selection
- E-Commerce
- Indoor Route Search

Database Support for Dominance Queries

Summary

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