How Long to Read Complex-Valued Neural Networks with Multi-Valued Neurons

How Long Does it Take to Read Complex-Valued Neural Networks with Multi-Valued Neurons?

It takes the average reader 4 hours and 24 minutes to read Complex-Valued Neural Networks with Multi-Valued Neurons by Igor Aizenberg

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

Description

Complex-Valued Neural Networks have higher functionality, learn faster and generalize better than their real-valued counterparts. This book is devoted to the Multi-Valued Neuron (MVN) and MVN-based neural networks. It contains a comprehensive observation of MVN theory, its learning, and applications. MVN is a complex-valued neuron whose inputs and output are located on the unit circle. Its activation function is a function only of argument (phase) of the weighted sum. MVN derivative-free learning is based on the error-correction rule. A single MVN can learn those input/output mappings that are non-linearly separable in the real domain. Such classical non-linearly separable problems as XOR and Parity n are the simplest that can be learned by a single MVN. Another important advantage of MVN is a proper treatment of the phase information. These properties of MVN become even more remarkable when this neuron is used as a basic one in neural networks. The Multilayer Neural Network based on Multi-Valued Neurons (MLMVN) is an MVN-based feedforward neural network. Its backpropagation learning algorithm is derivative-free and based on the error-correction rule. It does not suffer from the local minima phenomenon. MLMVN outperforms many other machine learning techniques in terms of learning speed, network complexity and generalization capability when solving both benchmark and real-world classification and prediction problems. Another interesting application of MVN is its use as a basic neuron in multi-state associative memories. The book is addressed to those readers who develop theoretical fundamentals of neural networks and use neural networks for solving various real-world problems. It should also be very suitable for Ph.D. and graduate students pursuing their degrees in computational intelligence.

How long is Complex-Valued Neural Networks with Multi-Valued Neurons?

Complex-Valued Neural Networks with Multi-Valued Neurons by Igor Aizenberg is 262 pages long, and a total of 66,024 words.

This makes it 88% the length of the average book. It also has 81% more words than the average book.

How Long Does it Take to Read Complex-Valued Neural Networks with Multi-Valued Neurons Aloud?

The average oral reading speed is 183 words per minute. This means it takes 6 hours to read Complex-Valued Neural Networks with Multi-Valued Neurons aloud.

What Reading Level is Complex-Valued Neural Networks with Multi-Valued Neurons?

Complex-Valued Neural Networks with Multi-Valued Neurons 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 Complex-Valued Neural Networks with Multi-Valued Neurons?

Complex-Valued Neural Networks with Multi-Valued Neurons by Igor Aizenberg is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

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