title: A K-fold averaging cross-validation procedure

authors: Jung, Yoonsuh

abstract: Cross-validation (CV) type of methods have been widely used to facilitate model estimation and variable selection. In this work, we suggest a new K-fold CV procedure to select a candidate ‘optimal’ model from each hold-out fold and average the K candidate ‘optimal’ models to obtain the ultimate model. Due to the averaging effect, the variance of the proposed estimates can be significantly reduced. This new procedure results in more stable and efficient parameter estimation than the classical K-fold CV procedure. In addition, we show the asymptotic equivalence between the proposed and classical CV procedures in the linear regression setting. We also demonstrate the broad applicability of the proposed procedure via two examples of parameter sparsity regularisation and quantile smoothing splines modelling. We illustrate the promise of the proposed method through simulations and a real data example.

text: A K-fold averaging cross-validation procedure Cross-validation (CV) type of methods have been widely used to facilitate model estimation and variable selection. In this work, we suggest a new K-fold CV procedure to select a candidate ‘optimal’ model from each hold-out fold and average the K candidate ‘optimal’ models to obtain the ultimate model. Due to the averaging effect, the variance of the proposed estimates can be significantly reduced. This new procedure results in more stable and efficient parameter estimation than the classical K-fold CV procedure. In addition, we show the asymptotic equivalence between the proposed and classical CV procedures in the linear regression setting. We also demonstrate the broad applicability of the proposed procedure via two examples of parameter sparsity regularisation and quantile smoothing splines modelling. We illustrate the promise of the proposed method through simulations and a real data example.

year: 2015-02-26

title: Book Review: The Japanese and Europe: images and perceptions

authors: Swale, Alistair

subjects: book review

abstract: This article reviews the book: “The Japanese and Europe: images and perceptions”, edited by Bert Edstrom.

text: Book Review: The Japanese and Europe: images and perceptions This article reviews the book: “The Japanese and Europe: images and perceptions”, edited by Bert Edstrom.

year: 2002

title: Māori language procreation on social media

authors: Keegan, Te Taka Adrian Gregory

abstract: The Māori language has taken seed and grown on social media. This presentation will examine this presence, exploring the forms it has taken and the influence it is having. It will look at Facebook groups devoted to the Māori language and the birth of the 'Māhuru Māori' (Māori September) movement. It will consider the increasing use of the Māori language on Twitter especially Tweets around a 'kaupapa' (shared purpose). It will also report some anecdotal evidence regarding the use of the Māori language on SnapChat, WhatsApp, and Messenger.

text: Māori language procreation on social media The Māori language has taken seed and grown on social media. This presentation will examine this presence, exploring the forms it has taken and the influence it is having. It will look at Facebook groups devoted to the Māori language and the birth of the 'Māhuru Māori' (Māori September) movement. It will consider the increasing use of the Māori language on Twitter especially Tweets around a 'kaupapa' (shared purpose). It will also report some anecdotal evidence regarding the use of the Māori language on SnapChat, WhatsApp, and Messenger.

year: 2019