Prediction error property of the Lasso Estimator and its generalization

The lasso procedure is an estimator-shrinkage and variable selection method. This paper shows that there always exists an interval of tuning parameter values such that the corresponding mean squared prediction error for the lasso estimator is smaller than for the ordinary least squares estimator. For an estimator satisfying some condition such as unbiasedness, the paper defines the corresponding generalized lasso estimator. Its mean squared prediction error is shown to be smaller than that of the estimator for values of the tuning parameter in some interval. This implies that all unbiased estimators are not admissible. Simulation results for five models support the theoretical results.

The several social constructions of James, Jenks, and Prout: A contribution to the sociological theorization of childhood

The article is intended to contribute to the ongoing debate over theorizations of childhood, especially in the terms articulated by Allison James, Chris Jenkins and Alan Prout. The article focuses on the notion of social construction as a theory of childhood. There are four valid approaches to theorizing childhood. The tribal approach treats childhood as a kind of exotic tribe with its own beliefs, practices and institutions. The social structural approach treats childhood as a structurally necessary stratum in any society. The minority group approach treats childhood as an oppressed minority group, able to some extent to represent themselves and exert quasi-political action. The socially constructed approach constitutes the sociological view of childhood. The key role played by the idea of social construction is made extremely clear in the earlier work, Constructing and Reconstructing Childhood by James and Prout. Social constructionism is said to be an interpretive approach, related historically to research on children's understanding of adult experimenters' intentions. The senses of social construction that emerge from critical psychology overlap a great deal with those articulated in the new sociology of childhood.

Contemporary poetry and the sacred: Vincent Buckley, Les Murray and Samuel Wagan Watson

VINCENT Buckley's Golden Builders and Other Poems (1976) is an important poetic experiment in its direct and exulted address to the city and to the sacred. The city is Melbourne in which Buckley lived, worked and wrote for forty years. In the original volume, the epigraph to the twenty-seven part sequence 'Golden Builders' is from William Blake's Jerusalem, a profound and idiosyncratic yoking together of the corporeal and the sacred

Book review : Managing government property assets by Olga Kaganova and James McKellar (eds)

Managing Government Property Assets, edited by Olga Kaganova and James McKellar, is reviewed.

The contagious magic of James Cook in Captain-Cook's cottage

It is widely known that the so-called Cooks' Cottage in Fitzroy Gardens, relocated from Yorkshire to Melbourne in 1934, was never inhabited by Captain James Cook. Yet a subliminal nationalism, sustained by the ancient traditions of contagious magic, feeds the conviction that the dwelling must be directly connected to Australia's foundation hero — a relic that the great man touched — or else it is meaningless. This paper tracks a sequence of managerial–interpretive strategies derived from a chronology of knowledge systems to make meanings at the cottage. It introduces evidence of the original shape of the building in its Great Ayton location, and observes the consequences on management and interpretation of an older demolition and consequent rebuilding of only half the cottage in Melbourne. Much turns on changing ideas about authenticity, as management strategies fail to engage the popular taste for a hero via the magic of faith. The result is a set of opposing principles in presenting the cottage: the role of the historical record as it has enlarged, and the desires of visitors who expect a simple connection between myth and materiality.