The evaluative character of a word is called its semantic orientation. A positive semantic orientation implies desirability (e.g., “honest”, “intrepid”) and a negative semantic orientation implies undesirability (e.g., “disturbing”, “superfluous”). This paper introduces a simple algorithm for unsupervised learning of semantic orientation from extremely large corpora. The method involves issuing...

In this paper, we study the relationship between goal orientation within a science inquiry learning environment for middle school students and carelessness, i.e., not demonstrating an inquiry skill despite knowing it. Carelessness is measured based on a machine-learned model. We find, surprisingly, that carelessness is higher for students with strong mastery or learning goals, compared to stude...

The evaluative character of a word is called its semantic orientation. A positive semantic orientation implies desirability (e.g., “honest”, “intrepid”) and a negative semantic orientation implies undesirability (e.g., “disturbing”, “superfluous”). This paper introduces a simple algorithm for unsupervised learning of semantic orientation from extremely large corpora. The method involves issuing...

Playing certain types of video games for a long time can improve a wide range of mental processes, from visual acuity to cognitive control. Frequent gamers have also displayed generalized improvements in perceptual learning. In the Texture Discrimination Task (TDT), a widely used perceptual learning paradigm, participants report the orientation of a target embedded in a field of lines and demon...

Our goal was to differentiate low and mid level perceptual learning. We used a complex grating discrimination task that required observers to combine information across wide ranges of spatial frequency and orientation. Stimuli were 'wicker'-like textures containing two orthogonal signal components of 3 and 9 c/deg. Observers discriminated a 15% spatial frequency shift in these components. Stimu...

The brain site of perceptual learning has been frequently debated. Recent psychophysical evidence for complete learning transfer to new retinal locations and orientations/directions suggests that perceptual learning may mainly occur in high-level brain areas. Contradictorily, ERP C1 changes associated with perceptual learning are cited as evidence for training-induced plasticity in the early vi...

Conventional binary classiication trees such as CART either split the data using axis-aligned hyperplanes or they perform a compu-tationally expensive search in the continuous space of hyperplanes with unrestricted orientations. We show that the limitations of the former can be overcome without resorting to the latter. For every pair of training data-points, there is one hyperplane that is orth...

INTRODUCTION Students adapt their learning strategies, orientations and conceptions to differences in the learning environment. The new curriculum of the Faculty of Medicine, University of Peradeniya, Sri Lanka, which commenced in 2005, puts greater emphasis on student-centred learning. The aim of this study was to compare the learning strategies, orientations and conceptions measured by means ...