Generative models for automatic recognition of human daily activities from a single triaxial accelerometer

In this work, we compare two generative models including Gaussian Mixture Model (GMM) and Hidden Markov Model (HMM) with Support Vector Machine (SVM) classifier for the recognition of six human daily activity (i.e., standing, walking, running, jumping, falling, sitting-down) from a single waist-worn tri-axial accelerometer signals through 4-fold cross-validation and testing on a total of thirteen subjects, achieving an average recognition accuracy of 96.43% and 98.21% in the first experiment and 95.51% and 98.72% in the second, respectively. The results demonstrate that both HMM and GMM are not only able to learn but also capable of generalization while the former outperformed the latter in the recognition of daily activities from a single waist worn tri-axial accelerometer. In addition, these two generative models enable the assessment of human activities based on acceleration signals with varying lengths.

Hypothalamic gene expression in w-3 PUFA-deficient male rats before, and following, development of hypertension

Dietary deficiency of ω-3 fatty acids (ω-3 DEF) produces hypertension in later life. This study examined the effect of ω-3 DEF on blood pressure and hypothalamic gene expression in young rats, before the development of hypertension, and in older rats following the onset of hypertension. Animals were fed experimental diets that were deficient in ω-3 fatty acids, sufficient in short-chain ω-3 fatty acids or sufficient in short- and long-chain ω-3 fatty acids, from the prenatal period until 10 or 36 weeks-of-age. There was no difference in blood pressure between groups at 10 weeks-of-age; however, at 36 weeks-of-age ω-3 DEF animals were hypertensive in relation to sufficient groups. At 10 weeks, expression of angiotensin-II1A receptors and dopamine D3 receptors were significantly increased in the hypothalamic tissue of ω-3 DEF animals. In contrast, at 36 weeks, α2a and β1 adrenergic receptor expression was significantly reduced in the ω-3 DEF group. Brain docosahexaenoic acid was significantly lower in ω-3 DEF group compared with sufficient groups. This study demonstrates that dietary ω-3 DEF causes changes both in the expression of key genes involved in central blood pressure regulation and in blood pressure. The data may indicate that hypertension resulting from ω-3 DEF is mediated by the central adrenergic system.

Being the right kind of male teacher : the disciplining of John

In a context where the lack of male teachers is constructed as a worrying concern for many Western education systems, men who make the decision to become teachers, particularly in early childhood and primary education, are often adulated. However, alongside this adulation sits an expectation to be a ‘real man’. This paper tells the story of John, a male primary school teacher who left the teaching profession after one year as a result of incommensurable differences between the expectations held of him as a male teacher and his identity as a primary school teacher. While not an attempt to position John as a victim, this paper suggests that expectations of male teachers, such as to be effective disciplinarians, have normalising effects on men within the teaching profession that, in this case, led to a rejection of teaching as a career path. We contend that the image of the ‘imagined male teacher’ that underpins both current calls for more male teachers and John’s departure from schooling is likely to have a negative impact upon all students (boys and girls) and also denigrates the work of female teachers.

Male great bowerbirds create forced perspective illusions with consistently different individual quality

Males often produce elaborate displays that increase their attractiveness to females, and some species extend their displays to include structures or objects that are not part of their body. Such "extended phenotypes" may communicate information that cannot be transmitted by bodily signals or may provide a more reliable signal than bodily signals. However, it is unclear whether these signals are individually distinct and whether they are consistent over long periods of time. Male bowerbirds construct and decorate bowers that function in mate choice. Bower display courts constructed by male great bowerbirds (Ptilonorhynchus nuchalis) induce a visual illusion known as forced perspective for the female viewing the male's display over the court, and the quality of illusion is associated with mating success. We improved the quality of the forced perspective to determine whether males maintained it at the new higher level, decreased the perspective quality back to its original value, or allowed it to decay at random over time. We found that the original perspective quality was actively recovered to individual original values within 3 d.We measured forced perspective over the course of one breeding season and compared the forced perspective of individual males between two successive breeding seasons. We found that differences in the quality of visual illusion among males were consistent within and between two breeding seasons. This suggests that forced perspective is actively and strongly maintained at a different level by each individual male.

Transdermal estrogen patches for aggressive behavior in male patients with dementia : a randomized, controlled trial

Objectives: To investigate the efficacy and tolerability of transdermal estrogen patches for the adjunctive treatment of aggressive behavior in male patients with advanced dementia. Methods: The study was designed as an 8-week, randomized, controlled trial in acute aged psychiatry inpatient units and specialized nursing homes in Melbourne, Australia, between 1998 and 1999. The participants were 27 men with established dementia, identified as displaying aggressive behavior not responding to treatment for at least 2 weeks prior to referral. The instruments used to measure aggressive behavior were the Rating Scale for Aggressive Behavior in the Elderly (RAGE), the Cornell Scale for Depression in Dementia (CSDD) and the Mini-mental State Examination (MMSE). Physical examination was performed and biochemistry and serum hormone concentrations were measured at baseline and at 8 weeks. Concomitant psychotropic medication use was recorded and analyzed. Results: There was no significant difference in aggressive behavior at 8 weeks, but significant “rebound” in aggressive behavior (change in scores between week 8 and week 10, p<0.009) and benzodiazepine use in the estrogen group (p<0.03), following removal of the patches. Only behavioral items of the CSDD improved in the experimental group (p=0.031). The use of patches was associated with a significant rise in serum estrogen (p<0.001) but not with a significant decrease in serum testosterone (p=0.077). There were no adverse effects associated with their use. Conclusions: The use of transdermal estrogen yielding up to 100μg per day was not associated with discernable improvement in aggressive behavior in men with advanced dementia. Small subject numbers, multiple variables and a lack of statistical power impair interpretation of these results. However, the tolerability and apparent rebound effect on removal of patches indicate the need for larger studies in this area.

Legitimising lethal male violence : why defensive homicide needs to be abolished

This articles examine the unintended operation defensive homicide in Victoria since its introduction in November 2005. In doing so, its makes an argument for the abolition of this alternative offence to murder.