title: Bayesian conjoint choice designs for measuring willingness to pay

authors: Vermeulen, Bart

subjects: c-optimal design

abstract: In this paper, we propose a new criterion for selecting efficient conjoint choice designs when the interest is in quantifying willingness to pay (WTP). The new criterion, which we call the WTP-optimality criterion, is based on the c-optimality criterion which is often used in the optimal experimental design literature. We use a simulation study to evaluate the designs generated using the WTP-optimality criterion and discuss the design of a real-life conjoint experiment from the literature. The results show that the new criterion leads to designs that yield more precise estimates of the WTP than Bayesian D-optimal conjoint choice designs, which are increasingly being seen as the state-of-the-art designs for conjoint choice studies, and to a substantial reduction in the occurrence of unrealistically high WTP estimates.

text: Bayesian conjoint choice designs for measuring willingness to pay In this paper, we propose a new criterion for selecting efficient conjoint choice designs when the interest is in quantifying willingness to pay (WTP). The new criterion, which we call the WTP-optimality criterion, is based on the c-optimality criterion which is often used in the optimal experimental design literature. We use a simulation study to evaluate the designs generated using the WTP-optimality criterion and discuss the design of a real-life conjoint experiment from the literature. The results show that the new criterion leads to designs that yield more precise estimates of the WTP than Bayesian D-optimal conjoint choice designs, which are increasingly being seen as the state-of-the-art designs for conjoint choice studies, and to a substantial reduction in the occurrence of unrealistically high WTP estimates.

year: 2010

title: Cue word guided question generation with BERT model fine-tuned on natural question dataset

authors: Zhang, Zijing

subjects: Deep Learning

abstract: This thesis aims to develop an efficient question generator for an automated tutoring system. Given a context passage with an answer, the question generator asks questions to help the reader learn new material. By utilizing the BERT model, this thesis experiments on generating type-specific questions with a cue word. This thesis also uses an RNN encoder-decoder architecture for question generation on SQuAD as a comparative baseline and fine-tune the BERT question generation model on Google's Natural Question dataset. Ultimately, I deliver a RESTful API by the end of this year-long master program.

text: Cue word guided question generation with BERT model fine-tuned on natural question dataset This thesis aims to develop an efficient question generator for an automated tutoring system. Given a context passage with an answer, the question generator asks questions to help the reader learn new material. By utilizing the BERT model, this thesis experiments on generating type-specific questions with a cue word. This thesis also uses an RNN encoder-decoder architecture for question generation on SQuAD as a comparative baseline and fine-tune the BERT question generation model on Google's Natural Question dataset. Ultimately, I deliver a RESTful API by the end of this year-long master program.

year: 2020

title: The importance of Māori identity for athletes and sportspeople within sporting contexts

authors: Westrupp, Maia Takamoana

subjects: Māori

abstract: Identity is an important concept within psychology given its influence upon how we perceive ourselves, who we are as people, and how it can impact behaviour. For Māori, colonisation has had a detrimental impact on the maintenance and flourishing of a strong cultural identity. Sport is an area where Māori have not only contributed successfully nationally and internationally alongside Pakeha, but have been able to either affirm or rebuild their sense of cultural identity and connectedness. The purpose of this thesis is to examine the importance of Māori identity for athletes and sports people within a sporting context. This research project encompassed a qualitative approach, drawing upon a kaupapa Māori research paradigm. Semi-structured interviews were employed to ascertain in depth knowledge of participant’s experiences. A total of six participants took part in this study, all of whom were made up of athletes, coaches, and sports psychologists. When interpreting participants understanding of Māori identity within a sporting context, participants indicated a desire to configure their Māori identity based on Māori cultural concepts such as whakapapa, manaakitanga, and pēpeha. The key findings also identified a link between Māori identity and sport as participants illustrated how important Māori identity was within their sports team and organisation. Participants also indicated an unconscious link to enhanced sporting behaviours given the essence of Māori identity and the significance it places on serving the collective. Ultimately, for Māori athletes and sports people, the sporting realm offers an opportunity to engage and reaffirm Māori identity. Additionally, the value sporting teams and organisations place on Māori identity, can lead to flourishing in sport given the behaviours that may transpire by connecting the individual beyond purely, the physical domain.

text: The importance of Māori identity for athletes and sportspeople within sporting contexts Identity is an important concept within psychology given its influence upon how we perceive ourselves, who we are as people, and how it can impact behaviour. For Māori, colonisation has had a detrimental impact on the maintenance and flourishing of a strong cultural identity. Sport is an area where Māori have not only contributed successfully nationally and internationally alongside Pakeha, but have been able to either affirm or rebuild their sense of cultural identity and connectedness. The purpose of this thesis is to examine the importance of Māori identity for athletes and sports people within a sporting context. This research project encompassed a qualitative approach, drawing upon a kaupapa Māori research paradigm. Semi-structured interviews were employed to ascertain in depth knowledge of participant’s experiences. A total of six participants took part in this study, all of whom were made up of athletes, coaches, and sports psychologists. When interpreting participants understanding of Māori identity within a sporting context, participants indicated a desire to configure their Māori identity based on Māori cultural concepts such as whakapapa, manaakitanga, and pēpeha. The key findings also identified a link between Māori identity and sport as participants illustrated how important Māori identity was within their sports team and organisation. Participants also indicated an unconscious link to enhanced sporting behaviours given the essence of Māori identity and the significance it places on serving the collective. Ultimately, for Māori athletes and sports people, the sporting realm offers an opportunity to engage and reaffirm Māori identity. Additionally, the value sporting teams and organisations place on Māori identity, can lead to flourishing in sport given the behaviours that may transpire by connecting the individual beyond purely, the physical domain.

year: 2022