Projection-pursuit-based method for blind separation of nonnegative sources

This paper presents a projection pursuit (PP) based method for blind separation of nonnegative sources. First, the available observation matrix is mapped to construct a new mixing model, in which the inaccessible source matrix is normalized to be column-sum-to-1. Then, the PP method is proposed to solve this new model, where the mixing matrix is estimated column by column through tracing the projections to the mapped observations in specified directions, which leads to the recovery of the sources. The proposed method is much faster than Chan's method, which has similar assumptions to ours, due to the usage of optimal projection. It is also more advantageous in separating cross-correlated sources than the independence- and uncorrelation-based methods, as it does not employ any statistical information of the sources. Furthermore, the new method does not require the mixing matrix to be nonnegative. Simulation results demonstrate the superior performance of our method.

We do not see things as they are, we see them as we are : a multidimensional worldview model of obsessive-compulsive disorder

Cognitive-behavioral models of obsessive-compulsive disorder (OCD) assign a central role to specific beliefs and coping strategies in the development, maintenance and exacerbation of obsessive-compulsive (OC) symptoms. These models also implicate perceptions of self and the world in the development and maintenance of OC phenomena (e.g., overestimation of threat, sociotropy, ambivalent or sensitive sense of self, looming vulnerability), although such self and world domains have not always been emphasized in recent research. Following recent recommendations (Doron & Kyrios, 2005), the present study undertook a multifaceted investigation of self and world perceptions in a nonclinical sample, using a coherent worldview framework (Janoff-Bulman, 1989, 1991). Beliefs regarding the self and the world were found to predict OC symptom severity over and above beliefs outlined in traditional cognitive-behavioral models of OCD. Self and world beliefs were also related to other OC-relevant beliefs. Implications of these findings for theory and treatment of OCD are discussed.

Development and validation of a new measure of everyday adolescent functioning : the multidimensional adolescent functioning scale implications and contribution

Everyday functioning is an important outcome for studies of the developmental psychopathology of adolescence. An unbiased, well-validated, and easy-to-use instrument to specifically assess normal adolescent functioning is not yet available. The current study aimed to introduce and validate the Multidimensional Adolescent Functioning Scale

Projection art

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Spike sorting using locality preserving projection with gap statistics and landmark-based spectral clustering

Understanding neural functions requires knowledge from analysing electrophysiological data. The process of assigning spikes of a multichannel signal into clusters, called spike sorting, is one of the important problems in such analysis. There have been various automated spike sorting techniques with both advantages and disadvantages regarding accuracy and computational costs. Therefore, developing spike sorting methods that are highly accurate and computationally inexpensive is always a challenge in the biomedical engineering practice.

Touching space: Using motion capture and stereo projection to create a "virtual haptics" of dance

This paper describes the work of a group of artists in Australia who used real-time motion capture and 3D stereo projection to create a large-scale performance environment in which dancers seemed to "touch" the volume. This project re-versions Suzanne Langer's 1950s philosophy of dance as "virtual force" to realize the idea of a "virtual haptics" of dance that extends the dancer's physical agency literally across and through the surrounding spatial volume. The project presents a vision of interactive dance performance that "touches" space by visualizing kinematics as intentionality and agency. In doing so, we suggest the possibility of new kinds of human-computer interfaces that emphasize touch as embodied, nuanced agency that is mediated by the subtle qualities of whole-body movement, in addition to more goal-oriented, task-based gestures such as pointing or clicking. © 2010.

Outlining a multidimensional approach for the analysis of coffee using HPLC

This study investigated approaches for the profiling of coffee using two multidimensional approaches: (1) a multi-detection process and (2) a multi-separation process employing HPLC. The first approach compared multidetection techniques of conventional High Performance Liquid Chromatography (HPLC) hyphenated with a detector (DPPH•, UV-Vis and MS), and multiplexed mode via HPLC with an Active Flow Technology (AFT) column in Parallel Segmented Flow (PSF) format with DPPH• detection, UV-Vis and MS running simultaneously. Multiplexed HPLCPSF enabled the determination of key chemical entities by reducing the data complexity of the sample whilst obtaining a greater degree of molecule-specific information within a fraction of the time it takes using conventional multi-detection processes. DPPH•, UV-Vis and MS (TIC) were multiplexed for the analysis of espresso coffee and decaffeinated espresso coffee. Up to 20 DPPH• peaks were detected for each sample, and with direct retention time peak matching, 70% of DPPH• peaks gave a UV-Vis response for the espresso coffee and 95% for the decaffeinated espresso coffee. The second approach involved the use of a two-dimensional (2D) HPLC system to expand the separation space and separation power for the analysis of coffee, focusing on the resolution and detection of coeluting and overlapping peaks, which was beyond the limits of conventional HPLC in resolving complex samples. The 2DHPLC analysis resulted with the detection of 176 peaks and a closer observation showed the presence of an additional 17 peaks in a cut section where in 1D mode only one peak was observed.

Understanding the multidimensional nature of student disadvantage to better inform the provision of 'glocal' learning

There are growing calls to make equity a focus of research concern in Australian higher education. In turn such research will, it is anticipated, inform the planning, delivery and implementation of education in an era of rapid global and technological change. Yet to undertake such research requires generating a greater understanding of the complex and multidimensional nature of educational disadvantage for the purposes of equity. This paper explores the Equity Raw-Score Matrix as a means of capturing economic, geographic and social disadvantage.