IEEE - Institute of Electrical and Electronics Engineers, Inc. - A Web Attack Detection Technology Based on Bag of Words and Hidden Markov Model

2018 IEEE 15th International Conference on Mobile Ad Hoc and Sensor Systems (MASS)

Buy Now

Regular:

An effective web attack detection method appears as a natural solution to protect web security, as they help to protect web applications. The traditional method of detecting web attacks is to encode the attack features manually into corresponding rules for detection. With the diversification of web attack methods, the demerits of the traditional methods have become increasingly noticeable. With the rapid development of high-performance computing and expansion of data volume, machine learning methods can obtain more efficient and accurate web attacks detection. In this paper, we exploit a bag of words based (BOW) model to extract features and further efficiently detect web attacks with hidden Markov algorithms. The experimental results show that, compared with the previous experiments of N-gram extraction feature algorithm, BOW has higher detection rate and lower false alarm rate with a lower cost. Finally, satisfactory results in the real environment are also achieved.

View Less

Related Documents

Digital signature systems based on smart card and fingerprint feature

December 1, 2007 - China Aerospace Science and Industry Corporation (CASIC)

Two signature systems based on smart cards and fingerprint features are proposed. In one signature system, the cryptographic key is stored in the smart card and is only accessible when the signer's extracted fingerprint features match his stored template. To resist being tampered on public channel, ...

NICT/ATR Chinese-Japanese-English speech-to-speech translation system

August 1, 2008 - Tsinghua University Press Ltd.

This paper describes the latest version of the Chinese-Japanese-English handheld speech-tospeech translation system developed by NICT/ATR, which is now ready to be deployed for travelers. With the entire speech-to-speech translation function being implemented into one terminal, it realizes real-time...

Extracting relevant terms from mashup descriptions for service recommendation

June 1, 2017 - Tsinghua University Press Ltd.

Due to the exploding growth in the number of web services, mashup has emerged as a service composition technique to reuse existing services and create new applications with the least amount of effort. Service recommendation is essential to facilitate mashup developers locating desired component serv...

SAR target recognition based on active contour without edges

April 1, 2017 - China Aerospace Science and Industry Corporation (CASIC)

A new method for synthetic aperture radar (SAR) target recognition is proposed. This method is accomplished via the combination of active contour without edges, Hu invariant moments and support vector machine (SVM) classifier. Image segmentation is performed by using active contour without edges. Th...

Saliency detection and edge feature matching approach for crater extraction

December 1, 2015 - China Aerospace Science and Industry Corporation (CASIC)

Craters are salient terrain features on planetary surfaces, and provide useful information about the relative dating of geological unit of planets. In addition, they are ideal landmarks for spacecraft navigation. Due to low contrast and uneven illumination, automatic extraction of craters remains a ...

Related Products

Searching for related products...

Related Suppliers

Searching for related suppliers...

Author(s):	Xin Ren ; Yupeng Hu ; Wenxin Kuang ; Mohamadou Ballo Souleymanou
Publisher:	IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date:	1 October 2018
Conference Location:	Chengdu, China, China
Conference Date:	9 October 2018
Page(s):	526 - 531
ISBN (Electronic):	978-1-5386-5580-1
ISSN (Electronic):	2155-6814
DOI:	10.1109/MASS.2018.00081