Intrusion detection aims to detect intrusion behavior and serves as a complement to firewalls.It can detect attack types of malicious network communications and computer usage that cannot be detected by idiomatic fire...Intrusion detection aims to detect intrusion behavior and serves as a complement to firewalls.It can detect attack types of malicious network communications and computer usage that cannot be detected by idiomatic firewalls.Many intrusion detection methods are processed through machine learning.Previous literature has shown that the performance of an intrusion detection method based on hybrid learning or integration approach is superior to that of single learning technology.However,almost no studies focus on how additional representative and concise features can be extracted to process effective intrusion detection among massive and complicated data.In this paper,a new hybrid learning method is proposed on the basis of features such as density,cluster centers,and nearest neighbors(DCNN).In this algorithm,data is represented by the local density of each sample point and the sum of distances from each sample point to cluster centers and to its nearest neighbor.k-NN classifier is adopted to classify the new feature vectors.Our experiment shows that DCNN,which combines K-means,clustering-based density,and k-NN classifier,is effective in intrusion detection.展开更多
Language learning is a complex process for many reasons. First, it is closely related to linguistics. Second, language is social as it occurs within certain social contexts. And finally, it is individual. Personal cha...Language learning is a complex process for many reasons. First, it is closely related to linguistics. Second, language is social as it occurs within certain social contexts. And finally, it is individual. Personal characteristics such as experience, gender and age, attitude and aptitude, motivation, beliefs, self-confidence, and anxiety greatly influence language learning. Among these variables, motivation is considered to be one of the most important factors affecting the success of second or foreign language learning. However, the relationship between motivation and educational achievement is not quite clear. In the current literature, motivation is regarded as socially constructed, therefore as dynamic rather than static. Little research has been conducted on the motivation of Vietnamese students studying English as a compulsory curriculum component rather than as a major from a socio-cultural perspective. Understanding the relationship between student motivation and academic achievement as well as the socio-cultural factors that affect students＇ motivation will be an important contribution to motivation theory. Therefore, the situation requires longitudinal and in-depth research into student motivation, the factors affecting it during the learning process, and the relationship between student motivation and academic achievement. A mixed method approach has been chosen to meet the needs of the study. It is believed that insights in these areas will help address the issue of motivation at the Police University.展开更多
Traditionally, education environments are Eurocentric. They have reinforced ＂pedagogy of the oppressed＂ where Western knowledge is reflected in the university curriculum and ways of learning and teaching. Factors in...Traditionally, education environments are Eurocentric. They have reinforced ＂pedagogy of the oppressed＂ where Western knowledge is reflected in the university curriculum and ways of learning and teaching. Factors influencing success in learning remain an area of strong interest particularly in regard to non-traditional students in learning and teaching settings. This study explores the strategies undertaken by first, second, and third generation Paciflc/Pasifika students to overcome challenges whilst studying and utilizing services provided by staff in the Pasifika Learning Village at the Auckland University of Technology in New Zealand. The study adopted a mixed method approach that was adapted by integrating a Pasfika method of talanoa to understand their experiences so that their voices and stories on how they made it through a tertiary environment are heard and valued. Through Pacific/Pasifika lens, a cultural analysis of Pacific/Pasifika students＇ knowledge, values, and beliefs highlighted that supplementary cultural spaces, Pacific/Pasifika staff support, and valuing and acknowledging the social space relationships are imperative factors empowering them to succeed in a New Zealand tertiary setting. This paper argues that cultural pedagogies integrated into mainstream revealed successes that warrant recognition as they have demonstrated that traditional models within contemporary settings empower and enhance Pacific/Pasifika students＇ success.展开更多
文摘Intrusion detection aims to detect intrusion behavior and serves as a complement to firewalls.It can detect attack types of malicious network communications and computer usage that cannot be detected by idiomatic firewalls.Many intrusion detection methods are processed through machine learning.Previous literature has shown that the performance of an intrusion detection method based on hybrid learning or integration approach is superior to that of single learning technology.However,almost no studies focus on how additional representative and concise features can be extracted to process effective intrusion detection among massive and complicated data.In this paper,a new hybrid learning method is proposed on the basis of features such as density,cluster centers,and nearest neighbors(DCNN).In this algorithm,data is represented by the local density of each sample point and the sum of distances from each sample point to cluster centers and to its nearest neighbor.k-NN classifier is adopted to classify the new feature vectors.Our experiment shows that DCNN,which combines K-means,clustering-based density,and k-NN classifier,is effective in intrusion detection.
文摘Language learning is a complex process for many reasons. First, it is closely related to linguistics. Second, language is social as it occurs within certain social contexts. And finally, it is individual. Personal characteristics such as experience, gender and age, attitude and aptitude, motivation, beliefs, self-confidence, and anxiety greatly influence language learning. Among these variables, motivation is considered to be one of the most important factors affecting the success of second or foreign language learning. However, the relationship between motivation and educational achievement is not quite clear. In the current literature, motivation is regarded as socially constructed, therefore as dynamic rather than static. Little research has been conducted on the motivation of Vietnamese students studying English as a compulsory curriculum component rather than as a major from a socio-cultural perspective. Understanding the relationship between student motivation and academic achievement as well as the socio-cultural factors that affect students＇ motivation will be an important contribution to motivation theory. Therefore, the situation requires longitudinal and in-depth research into student motivation, the factors affecting it during the learning process, and the relationship between student motivation and academic achievement. A mixed method approach has been chosen to meet the needs of the study. It is believed that insights in these areas will help address the issue of motivation at the Police University.
文摘Traditionally, education environments are Eurocentric. They have reinforced ＂pedagogy of the oppressed＂ where Western knowledge is reflected in the university curriculum and ways of learning and teaching. Factors influencing success in learning remain an area of strong interest particularly in regard to non-traditional students in learning and teaching settings. This study explores the strategies undertaken by first, second, and third generation Paciflc/Pasifika students to overcome challenges whilst studying and utilizing services provided by staff in the Pasifika Learning Village at the Auckland University of Technology in New Zealand. The study adopted a mixed method approach that was adapted by integrating a Pasfika method of talanoa to understand their experiences so that their voices and stories on how they made it through a tertiary environment are heard and valued. Through Pacific/Pasifika lens, a cultural analysis of Pacific/Pasifika students＇ knowledge, values, and beliefs highlighted that supplementary cultural spaces, Pacific/Pasifika staff support, and valuing and acknowledging the social space relationships are imperative factors empowering them to succeed in a New Zealand tertiary setting. This paper argues that cultural pedagogies integrated into mainstream revealed successes that warrant recognition as they have demonstrated that traditional models within contemporary settings empower and enhance Pacific/Pasifika students＇ success.
