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Multi-objective optimization deals with the simultaneous optimization of two or more objectives which are normally in con?ict with each other. Since mul- objective optimization problems are relatively common in real-world appli- tions, this area has become a very popular research topic since the 1970s. However, the use of bio-inspired metaheuristics for solving multi-objective op- mization problems started in the mid-1980s and became popular until the mid- 1990s. Nevertheless, the e?ectiveness of multi-objective evolutionary algorithms has made them very popular in a variety of domains. Swarm intelligence refers to certain population-based metaheuristics that are inspired on the behavior of groups of entities (i.e., living beings) interacting locallywitheachotherandwiththeirenvironment.Suchinteractionsproducean emergentbehaviorthatismodelledinacomputerinordertosolveproblems.The two most popular metaheuristics within swarm intelligence are particle swarm optimization (which simulates a ?ock of birds seeking food) and ant colony optimization (which simulates the behavior of colonies of real ants that leave their nest looking for food). These two metaheuristics havebecome verypopular inthelastfewyears,andhavebeenwidelyusedinavarietyofoptimizationtasks, including some related to data mining and knowledge discovery in databases. However, such work has been mainly focused on single-objective optimization models. The use of multi-objective extensions of swarm intelligence techniques in data mining has been relatively scarce, in spite of their great potential, which constituted the main motivation to produce this book.


Redaktor Susmita Ghosh

Redaktor Satchidananda Dehuri

Redaktor Carlos Coello Coello

Szczegóły produktu

DUIN EP062MC9038

GTIN 9783642036248

Data premiery rynkowej 28.09.2009

Język Angielski

Liczba stron 287

Product type Książka

Wielkość 235 x 155 x 155  mm

Ciężar produktu 1330 g

Swarm Intelligence for Multi-objective Problems in Data Mining

Carlos A. Coello Coello

797,20 zł

Sprzedawca: Dodax EU

Data dostawy: pomiędzy 4 czerwca (czwartek) a 8 czerwca (poniedziałek)

Stan: Nowy

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797,20 zł
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