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

$44.99
@ Link.springer.com     BUY Now

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

$44.99
See Site In stock Visit Store

Similar Products

Sustainability in Energy and Buildings 2018

$219.99

Solzhenitsyn

$39.99

Fungal Physiology and Immunopathogenesis

$159.99

Current Trends in Concrete Fracture Research

$129.00

Handbook of Nature-Inspired and Innovative Computing

$129.00

Kanzlei-Knigge

$29.99

Kempes Operative Neurosurgery

$139.99

Arnon Avron on Semantics and Proof Theory of Non-Classical Logics

$119.00

Comprehensive Asymmetric Catalysis

$219.99

Men's Experiences of Violence in Intimate Relationships

$31.00

Au Pairs' Lives in Global Context

$54.99

Runs and Patterns in Probability: Selected Papers

$109.99

Biological and Bio-inspired Nanomaterials

$179.99

Klimatechnik

$44.99

Nachhaltig Leben und Wirtschaften

$69.99

Poetry and Work

$59.99

Lebensmittelmarketing

$39.99

Hilbert Space, Boundary Value Problems and Orthogonal Polynomials

$69.99

Epstein-Barr Virus and Human Disease

$219.99

Jugend, Zugehrigkeit und Migration

$44.99

Grundkurs Personalberatung

$44.99

Field-based Tests for Soccer Players

$44.99

Microbial Sediments

$329.99

Eden's Everdark

$5.96

Lsung linearer Gleichungssysteme auf Parallelrechnern

$69.99

International Direct Marketing

$54.99

Die Mediatisierung des Wissens

$69.99

Biological Materials of Marine Origin

$109.99

Das Internet als Herausforderung fr Verlage

$59.99

Current Trends in Transformation Groups

$54.99

Ionenraketen

$59.99

Converging Clinical and Engineering Research on Neurorehabilitation III

$169.00

The Cultured Cell and Inherited Metabolic Disease

$39.99

Synthese der geschtzten Teilsequenzen des B-Proteins vom Bacteriophagen fd

$59.99

Physics of Nanostructured Solid State Devices

$54.99

Arbeiterklasse und Intelligenz in der DDR

$59.99

I Can Read! - Duck, Duck, Dinosaur: Perfect Pumpkin

$2.99

Crohn's Disease and Ulcerative Colitis

$37.99

Marine Carbon Biogeochemistry

$24.99

Verteilte Knstliche Intelligenz und kooperatives Arbeiten

$69.99