title: The use of questionnaires in Chinese tourism research

authors: Yang, Jingjing

abstract: The purpose of this research note is to indicate the possible reactions of Chinese respondents to requests to complete questionnaires when used in research in China. Questionnaires are commonly used in western studies and researchers in China have also adopted these methods leading to publications in English and Chinese language academic journals.

text: The use of questionnaires in Chinese tourism research The purpose of this research note is to indicate the possible reactions of Chinese respondents to requests to complete questionnaires when used in research in China. Questionnaires are commonly used in western studies and researchers in China have also adopted these methods leading to publications in English and Chinese language academic journals.

year: 2012

title: One-Class Classification by Combining Density and Class Probability Estimation

authors: Hempstalk, Kathryn

subjects: computer science

abstract: One-class classification has important applications such as outlier and novelty detection. It is commonly tackled using density estimation techniques or by adapting a standard classification algorithm to the problem of carving out a decision boundary that describes the location of the target data. In this paper we investigate a simple method for one-class classification that combines the application of a density estimator, used to form a reference distribution, with the induction of a standard model for class probability estimation. In this method, the reference distribution is used to generate artificial data that is employed to form a second, artificial class. In conjunction with the target class, this artificial class is the basis for a standard two-class learning problem. We explain how the density function of the reference distribution can be combined with the class probability estimates obtained in this way to form an adjusted estimate of the density function of the target class. Using UCI datasets, and data from a typist recognition problem, we show that the combined model, consisting of both a density estimator and a class probability estimator, can improve on using either component technique alone when used for one-class classification. We also compare the method to one-class classification using support vector machines.

text: One-Class Classification by Combining Density and Class Probability Estimation One-class classification has important applications such as outlier and novelty detection. It is commonly tackled using density estimation techniques or by adapting a standard classification algorithm to the problem of carving out a decision boundary that describes the location of the target data. In this paper we investigate a simple method for one-class classification that combines the application of a density estimator, used to form a reference distribution, with the induction of a standard model for class probability estimation. In this method, the reference distribution is used to generate artificial data that is employed to form a second, artificial class. In conjunction with the target class, this artificial class is the basis for a standard two-class learning problem. We explain how the density function of the reference distribution can be combined with the class probability estimates obtained in this way to form an adjusted estimate of the density function of the target class. Using UCI datasets, and data from a typist recognition problem, we show that the combined model, consisting of both a density estimator and a class probability estimator, can improve on using either component technique alone when used for one-class classification. We also compare the method to one-class classification using support vector machines.

year: 2008

title: A collaborative approach to improving youth mental health.

authors: Goodwin, Debbie Waireka Tuhi

subjects: Maori

abstract: Nga Taiohi Whai Marama / Youth Connex was developed collaboratively by three organisations: Health Waikato Mental Health, Te Runanga o Kirikiriroa, and Linkage. These organisations had a vision of creating greater integration and improved pathways between youth and mental health services, as well as providing a service explicitly based on youth-friendly principles. The key aims of Whai Marama Youth Connex are to improve youth’s access to services and contribute to the development of a youth service-provider network. To fulfil this we aim to provide a range of services, integrated pathways and capacity building on several levels, the client level, the provider level and the funder level. Debbie Goodwin (Tuhoe) was employed as the Manager of the service and has a key role in developing the organisation, planning and shaping its services, and employing and managing its’ staff. She will give an overview of how the service is developing in partnership and biculturally, how youth-friendly principles are enacted, and what some of the key issues have been in its early stages.

text: A collaborative approach to improving youth mental health. Nga Taiohi Whai Marama / Youth Connex was developed collaboratively by three organisations: Health Waikato Mental Health, Te Runanga o Kirikiriroa, and Linkage. These organisations had a vision of creating greater integration and improved pathways between youth and mental health services, as well as providing a service explicitly based on youth-friendly principles. The key aims of Whai Marama Youth Connex are to improve youth’s access to services and contribute to the development of a youth service-provider network. To fulfil this we aim to provide a range of services, integrated pathways and capacity building on several levels, the client level, the provider level and the funder level. Debbie Goodwin (Tuhoe) was employed as the Manager of the service and has a key role in developing the organisation, planning and shaping its services, and employing and managing its’ staff. She will give an overview of how the service is developing in partnership and biculturally, how youth-friendly principles are enacted, and what some of the key issues have been in its early stages.

year: 2003