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Big Data Cyber Security Using Machine Learning

Jezik EngleskiEngleski
Knjiga Meki uvez
Knjiga Big Data Cyber Security Using Machine Learning Anuradha Chinta
Libristo kod: 44251813
Nakladnici LAP LAMBERT Academic Publishing, rujan 2023
Cyber security in the context of big data is known to be a critical problem and presents a great cha... Cijeli opis
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Cyber security in the context of big data is known to be a critical problem and presents a great challenge to the research community. Machine learning algorithms have been suggested as candidates for handling big data security problems. Among these algorithms, support vector machines (SVMs) have achieved remarkable success on various classification problems. However, to establish an effective SVM, the user needs to deny the proper SVM configuration in advance, which is a challenging task that requires expert knowledge and a large amount of manual effort for trial and error. Here we formulate the SVM configuration process as a bi-objective optimization problem in which accuracy and model complexity are considered as two conflicting objectives. We propose a novel hyper-heuristic framework for bi-objective optimization that is independent of the problem domain. This is the first time that a hyper-heuristic has been developed for this problem. The proposed hyper-heuristic framework consists of a high-level strategy and low-level heuristics.

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Informacije o knjizi

Puni naziv Big Data Cyber Security Using Machine Learning
Jezik Engleski
Uvez Knjiga - Meki uvez
Datum izdanja 2023
Broj stranica 64
EAN 9786206783206
ISBN 6206783200
Libristo kod 44251813
Težina 113
Dimenzije 150 x 220 x 4
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