Evolutionary Computation and Complex Networks
Jing Liu, Hussein A. Abbass, Kay Chen Tan

Informasi Umum

Kode

21.21.939

Klasifikasi

621.319 2 - Networks (Circuitry and lines)

Jenis

Buku - Elektronik (E-Book)

Subjek

Network, Computation,

No. Rak

Dilihat

87 kali

Informasi Lainnya

Abstraksi

Evolutionary computation and complex networks have received considerable attention in recent years. Inspired by natural selection and evolutionary theory, evolutionary algorithms (EAs) are optimization heuristics designed to solve optimization problems. They are different from classic optimization algorithms in their reliance on a population of solutions instead of searching using a single solution at a time and their ability to solve nondifferentiable functions with an arbitrary level of complexity. They have been very successful in solving various engineering applications.

Complex networks abstract a wide range of biological and social systems including the Internet, e-mail interactions, gene regulatory networks, science collaboration networks, phone call networks, and citation networks. Because of their significant contributions to our understanding of complex systems, complex networks have been attracting much interest and seen significant advances over the last decade.

Most of the work in the field of complex networks has concentrated on two aspects. On the one hand, research has focused on analyzing properties found in real-world networks, and then designing algorithms to build understanding of the mechanisms underlying the emergence of these properties; that is to say, to design methods that can generate the networks with certain properties. This process is modeled as a form of complex optimization problems. On the other hand, considering the fact that EAs rely on a population of solutions, namely a set of individual solutions, the performance of EAs heavily depends on the interaction among these individuals. Complex network analysis could in principle represent this interaction to understand evolutionary dynamics and how fitter solutions emerge.

Koleksi & Sirkulasi

Tersedia 1 dari total 1 Koleksi

Pengarang

Nama	Jing Liu, Hussein A. Abbass, Kay Chen Tan
Jenis	Perorangan
Penyunting
Penerjemah

Penerbit

Nama	Springer
Kota	Switzerland
Tahun	2019

Sirkulasi

Harga sewa	IDR 0,00
Denda harian	IDR 0,00
Jenis	Non-Sirkulasi

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