Effective regularisation during training can mean the difference between success and failure for deep neural networks. Recently, dither has been suggested as alternative to dropout for regularisation during batch-averaged stochastic gradient descent (SGD). In this article, we show that these methods fail without batch averaging and we introduce a new, parallel regularisation method that may be ...

Concept location, the problem of associating human oriented concepts with their counterpart solution domain concepts, is a fundamental problem that lies at the heart of software comprehension. Recent research has attempted to alleviate the impact of the concept location problem through the application of methods drawn from the Information Retrieval (IR) community. Here we present a new approach...

Documents, sites and in general applications in the World-Wide Web are undergoing constant evolution. Yet we would argue that not everything changes but that a large proportion of design decisions are of lasting quality. We propose that such design decision be captured explicitly through complimentary use of design patterns in design methods, and illustrate this with the use of patterns in the ...

The number of known millisecond pulsars has dramatically increased in the last few years. Regular observations of these pulsars may allow gravitational waves with frequencies ∼ 10 Hz to be detected. A “pulsar timing array” is therefore complimentary to other searches for gravitational waves using ground-based or space-based interferometers that are sensitive to much higher frequencies. In this ...

The extent of evolutionary conservation of DNA complimentary to RNA stored in the mature oocyte of the sea urchin S. purpuratus has been assessed. To do this, such DNA was hybridized with total genomic DNA of S. purpuratus and S. franciscanus and the thermal stability of the resultant duplexes was measured by two methods. In the first method, the duplexes were bound to hydroxylapatite and therm...

OBJECTIVE To assess the knowledge of mothers regarding commonly used Complimentary alternative medicines, their usage and various therapeutic choices for common ailments. METHODS A cross-sectional Survey on a predesigned proforma was done from July 2007- August 2007 in the out patient department of a tertiary care hospital. Consent was taken from the participants and 375 complete proformas we...

OBJECTIVE The purpose of this electronic search study was to evaluate the diagnostic efficacy of ultrasonography in cysts and tumors of maxillofacial region. MATERIALS AND METHODS An electronic search was performed for articles published from January 1989 to august 2009. RESULTS Only 30 publications were searched and 22 publications showed high level of evidence (4 review articles, 12 clini...

ISP fixation has been shown to be a safe and efficacious alternative to traditional methods of posterior spinal fixation. A high degree of biomechanical stability and reliable fusion rates are achieved with preservation of adjacent level structures when using new iterations of rigid interspinous fixation. Since ISP devices do not violate adjacent facet joints, they potentially can decrease the ...

We have determined distances and Hubble ratios for galaxies at intermediate redshifts, cz ∼ 10, 000 to 35,000 km s−1 , by applying the CO-line TullyFisher relation to our CO (J = 1 − 0)-line observations using the Nobeyama 45-m telescope, and near-IR (NIR) photometry in the J and H bands using the 1.88-m telescope at Okayama Astrophysical Observatory. By averaging the Hubble ratios from J-band ...

BACKGROUND AND PURPOSE Diffusion MRI is a promising, clinically feasible imaging technique commonly used to describe white matter changes after stroke. We investigated the sensitivity of diffusion MRI to detect microstructural alterations in gray matter after sensorimotor cortex stroke in adult male rats. METHODS The mean diffusivity (MD) and mean kurtosis of perilesional motor cortex were co...