How Long to Read Evolutionary Multi-Task Optimization

How Long Does it Take to Read Evolutionary Multi-Task Optimization?

It takes the average reader 3 hours and 40 minutes to read Evolutionary Multi-Task Optimization by Liang Feng

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

Description

A remarkable facet of the human brain is its ability to manage multiple tasks with apparent simultaneity. Knowledge learned from one task can then be used to enhance problem-solving in other related tasks. In machine learning, the idea of leveraging relevant information across related tasks as inductive biases to enhance learning performance has attracted significant interest. In contrast, attempts to emulate the human brain’s ability to generalize in optimization – particularly in population-based evolutionary algorithms – have received little attention to date. Recently, a novel evolutionary search paradigm, Evolutionary Multi-Task (EMT) optimization, has been proposed in the realm of evolutionary computation. In contrast to traditional evolutionary searches, which solve a single task in a single run, evolutionary multi-tasking algorithm conducts searches concurrently on multiple search spaces corresponding to different tasks or optimization problems, each possessing a unique function landscape. By exploiting the latent synergies among distinct problems, the superior search performance of EMT optimization in terms of solution quality and convergence speed has been demonstrated in a variety of continuous, discrete, and hybrid (mixture of continuous and discrete) tasks. This book discusses the foundations and methodologies of developing evolutionary multi-tasking algorithms for complex optimization, including in domains characterized by factors such as multiple objectives of interest, high-dimensional search spaces and NP-hardness.

How long is Evolutionary Multi-Task Optimization?

Evolutionary Multi-Task Optimization by Liang Feng is 220 pages long, and a total of 55,000 words.

This makes it 74% the length of the average book. It also has 67% more words than the average book.

How Long Does it Take to Read Evolutionary Multi-Task Optimization Aloud?

The average oral reading speed is 183 words per minute. This means it takes 5 hours to read Evolutionary Multi-Task Optimization aloud.

What Reading Level is Evolutionary Multi-Task Optimization?

Evolutionary Multi-Task Optimization is suitable for students ages 12 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 Evolutionary Multi-Task Optimization?

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