Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

The Four Generations of Entity Resolution

The Four Generations of Entity Resolution

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031007507
Condition
New
Product Description

Entity Resolution (ER) lies at the core of data integration and cleaning and, thus, a bulk of the research examines ways for improving its effectiveness and time efficiency. The initial ER methods primarily target Veracity in the context of structured (relational) data that are described by a schema of well-known quality and meaning. To achieve high effectiveness, they leverage schema, expert, and/or external knowledge. Part of these methods are extended to address Volume, processing large datasets through multi-core or massive parallelization approaches, such as the MapReduce paradigm. However, these early schema-based approaches are inapplicable to Web Data, which abound in voluminous, noisy, semi-structured, and highly heterogeneous information. To address the additional challenge of Variety, recent works on ER adopt a novel, loosely schema-aware functionality that emphasizes scalability and robustness to noise. Another line of present research focuses on the additional challenge ofVelocity, aiming to process data collections of a continuously increasing volume. The latest works, though, take advantage of the significant breakthroughs in Deep Learning and Crowdsourcing, incorporating external knowledge to enhance the existing words to a significant extent. This synthesis lecture organizes ER methods into four generations based on the challenges posed by these four Vs. For each generation, we outline the corresponding ER workflow, discuss the state-of-the-art methods per workflow step, and present current research directions. The discussion of these methods takes into account a historical perspective, explaining the evolution of the methods over time along with their similarities and differences. The lecture also discusses the available ER tools and benchmark datasets that allow expert as well as novice users to make use of the available solutions.

Available Colors
Available Sizes
1 Offer Price Range: $44.99 - $44.99
BEST PRICE

Single Product Purchase

$40.50
@ Link.springer.com with extra coupon Get Coupon & BUY

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$44.99 $44.99

10% OFF
This deals requires coupon Get Code Here
$40.50
See Site In stock Visit Store

Similar Products

Beschftigungsfhigkeit durch Job Rotation

$59.99

Artificial Intelligence and Machine Learning in Satellite Data Processing and Services

$279.99

Synthesis of Medium-Sized Cycloalkenes via Fused-Cyclobutenes

$149.00

Nutrients, Stress and Medical Disorders

$169.00

Raven

$29.99

Big Data BigData 2018

$54.99

Pathogen Genomics

$109.99

Best Frenemies Forever

$5.99

Menopause

$129.99

Heavily Doped Semiconductors

$39.99

Soziologische Aufklrung 5

$54.99

Kybernetik und Automatisierung

$59.99

Probabilistic Models of Population Evolution

$29.99

The Role of Case in Russian Syntax

$129.00

The Knowledge Economy and Lifelong Learning

$49.99

Lehrbuch der speziellen Pathologie und Therapie der inneren Krankheiten fr Studierende und rzte

$59.99

Entire Vehicle

$59.99

Living with Monsters? Social Implications of Algorithmic Phenomena, Hybrid Agency, and the Performat

$89.99

Applied Philosophy for Health Professions Education

$169.99

Risk, Capital Costs, and Project Financing Decisions

$169.99

Gesellschaftliche Bedeutung von Kirchenrumen

$64.99

Phenomics

$199.99

Untersuchungen ber das dynamische Verhalten pneumatischer Stellantriebe

$69.99

Apoptosis

$109.99

Biomembrane Structure and Function

$84.99

Austrian Economic Perspectives on Individualism and Society

$39.99

Black Bodies and the Black Church

$39.99

Zeitperspektiven von Jugendlichen

$49.99

Ethologische Aussagen zur artgerechten Nutztierhaltung

$49.99

Design of Digital Computers

$54.99

Alcohol and Aging

$159.99

Vergleichende Primatologie

$69.99

Vom neurologischen Symptom zur Diagnose

$59.99

Spectroscopic Data of Steroid Glycosides

$329.99

Statistisches Methodenbuch

$39.99

Accountability, Transparency and Democracy in the Functioning of Bretton Woods Institutions

$169.99

Spatial Representation and Motion Planning

$39.99

Operations Research Proceedings 1982

$59.99

Ultrasound Imaging in Reproductive Medicine

$159.99

Evolution of Semantic Systems

$109.99