Network Intrusion Detection using Deep Learning A Feature Learning Approach
tarafından
Kim, Kwangjo. author.
Başlık
:
Network Intrusion Detection using Deep Learning A Feature Learning Approach
Yazar
:
Kim, Kwangjo. author.
ISBN
:
9789811314445
Yazar
:
Kim, Kwangjo. author.
Edisyon
:
1st ed. 2018.
Fiziksel Niteleme
:
XVII, 79 p. 30 illus., 11 illus. in color. online resource.
Seri
:
SpringerBriefs on Cyber Security Systems and Networks,
İçindekiler
:
Chapter 1 Introduction -- Chapter 2 Intrusion Detection Systems -- Chapter 3 Classical Machine Learning and Its Applications to IDS -- Chapter 4 Deep Learning -- Chapter 5 Deep Learning-based IDSs -- Chapter 6 Deep Feature Learning -- Chapter 7 Summary and Further Challenges.
Özet
:
This book presents recent advances in intrusion detection systems (IDSs) using state-of-the-art deep learning methods. It also provides a systematic overview of classical machine learning and the latest developments in deep learning. In particular, it discusses deep learning applications in IDSs in different classes: generative, discriminative, and adversarial networks. Moreover, it compares various deep learning-based IDSs based on benchmarking datasets. The book also proposes two novel feature learning models: deep feature extraction and selection (D-FES) and fully unsupervised IDS. Further challenges and research directions are presented at the end of the book. Offering a comprehensive overview of deep learning-based IDS, the book is a valuable reerence resource for undergraduate and graduate students, as well as researchers and practitioners interested in deep learning and intrusion detection. Further, the comparison of various deep-learning applications helps readers gain a basic understanding of machine learning, and inspires applications in IDS and other related areas in cybersecurity.
Konu Başlığı
:
Data protection.
Artificial intelligence.
Computer security.
Wireless communication systems.
Mobile communication systems.
Big data.
Data mining.
Security. http://scigraph.springernature.com/things/product-market-codes/I28000
Artificial Intelligence. http://scigraph.springernature.com/things/product-market-codes/I21000
Systems and Data Security. http://scigraph.springernature.com/things/product-market-codes/I28060
Wireless and Mobile Communication. http://scigraph.springernature.com/things/product-market-codes/T24100
Big Data. http://scigraph.springernature.com/things/product-market-codes/I29120
Data Mining and Knowledge Discovery. http://scigraph.springernature.com/things/product-market-codes/I18030
Yazar Ek Girişi
:
Aminanto, Muhamad Erza.
Tanuwidjaja, Harry Chandra.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 222014-1001 | QA76.9 .A25 | Springer E-Book Collection |