How Long to Read The Four Generations of Entity Resolution

How Long Does it Take to Read The Four Generations of Entity Resolution?

It takes the average reader 2 hours and 33 minutes to read The Four Generations of Entity Resolution by George Papadakis

Assuming a reading speed of 250 words per minute. Learn more

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 of Velocity, 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.

How long is The Four Generations of Entity Resolution?

The Four Generations of Entity Resolution by George Papadakis is 152 pages long, and a total of 38,304 words.

This makes it 51% the length of the average book. It also has 47% more words than the average book.

How Long Does it Take to Read The Four Generations of Entity Resolution Aloud?

The average oral reading speed is 183 words per minute. This means it takes 3 hours and 29 minutes to read The Four Generations of Entity Resolution aloud.

What Reading Level is The Four Generations of Entity Resolution?

The Four Generations of Entity Resolution is suitable for students ages 10 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy The Four Generations of Entity Resolution?

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