Calibration of neural networks using genetic algorithms, with application to optimal path planning

Genetic algorithms (GA) are used to search the synaptic weight space of artificial neural systems (ANS) for weight vectors that optimize some network performance function. GAs do not suffer from some of the architectural constraints involved with other techniques and it is straightforward to incorporate terms into the performance function concerning the metastructure of the ANS. Hence GAs offer a remarkably general approach to calibrating ANS. GAs are applied to the problem of calibrating an ANS that finds optimal paths over a given surface. This problem involves training an ANS on a relatively small set of paths and then examining whether the calibrated ANS is able to find good paths between arbitrary start and end points on the surface

Reflectance spectra of Mesosiderites: Implications for asteroid 4 Vesta

Oxygen isotopic data argues that HEDs and mesosiderites may be from the same parent body. A spectral survey of mesosiderites was done to determine their spectral properties in the visible and near-infrared and compare to HEDs

Barriers and facilitators for male carers in accessing formal and informal support : a systematic review

Unpaid, informal carers play a vital role in supporting people with long-term conditions. Being a carer can be challenging and carers may need support but they frequently fail to access it. Compared to research investigating the experiences of female carers, research with male carers is underdeveloped. The available evidence suggests male and female carers have many experiences in common but some research suggests that compared to females, male carers are even less likely to access services. The aim of this systematic review was therefore to synthesise research investigating adult male carers' experiences of accessing formal and informal support focussing on the barriers and facilitators. Nine health and social care electronic databases were searched (e.g. PubMed, PsychINFO, CINAHL Plus, Social Policy and Practice, Scopus). Seven studies (five qualitative and two quantitative) fitting the inclusion criteria were identified. All came from North America and most focussed on older carers caring for people with dementia. All seven studies described barriers to accessing support and three highlighted facilitators. Male carers felt committed to their role, seeing it as their responsibility but were often ambivalent about seeking help. Insufficient service information was frequently emphasised. Participants highlighted positive past experiences and professional or voluntary sector support in providing information and helping access services. Research into male carers' experiences in accessing support remains underdeveloped. Research that distinguishes between, for example, the experiences of spouses and sons and with direct comparisons between male and female carers is needed. Whether gender specific services would benefit male carers remains undetermined

Open University Learning Analytics dataset

Learning Analytics focuses on the collection and analysis of learners’ data to improve their learning experience by providing informed guidance and to optimise learning materials. To support the research in this area we have developed a dataset, containing data from courses presented at the Open University (OU). What makes the dataset unique is the fact that it contains demographic data together with aggregated clickstream data of students’ interactions in the Virtual Learning Environment (VLE). This enables the analysis of student behaviour, represented by their actions. The dataset contains the information about 22 courses, 32,593 students, their assessment results, and logs of their interactions with the VLE represented by daily summaries of student clicks (10,655,280 entries). The dataset is freely available at https://analyse.kmi.open.ac.uk/open_dataset under a CC-BY 4.0 license

Social exclusion in adult informal carers: A systematic narrative review of the experiences of informal carers of people with dementia and mental illness.

Social exclusion has a negative impact on quality of life. People living with dementia or mental health disorders as well as informal carers have been separately described as socially excluded. The objective of this systematic narrative review was to examine the extent to which social exclusion experienced by adult informal carers of people living with dementia or severe mental health disorders has been identified and described in research literature. It synthesised qualitative and quantitative evidence and included the perspectives of carers themselves and of professionals. Eight electronic databases (1997–2017) were searched. Five relevant studies published between 2010 and 2016 were identified. All were qualitative and used interviews and focus groups. Study quality was variable and most were European. Two focused on carers of people living with dementia and three on carers of people with mental health disorders. Four investigated carers’ perspectives and experiences of social exclusion directly (total of 137 carer participants, predominantly parents, spouses and adult children), while the fifth focused on the perceptions of 65 participants working in health and social care. Stigma, financial difficulties and social isolation were highlighted in four studies and the challenges for carers in engaging in leisure activities were described in the fifth. Most conceptualised social exclusion as a form of stigma, or as resulting from stigma. One presented social exclusion as an element of carer burden. Two explicitly discussed the negative effects of social exclusion on carers. The dearth of research and the lack of specificity about social exclusion in carers was surprising. Future research should investigate aspects of social exclusion that may adversely affect carer well-being

Dementia cafes : recommendations from interviews with informal carers

Purpose Dementia cafés (also known as Alzheimer’s or memory cafés) have been running in the UK since 2000. The purpose of this paper is to report on the recommendations from recent research that interviewed family carers on their experiences of using the cafés. Design/methodology/approach The research was carried out in cafés in and around London, and focussed on informal, unpaid carers’ experiences of using them. In total, 11 carers from five different dementia cafés were interviewed, using semi-structured questionnaires. The results were thematically analysed. Findings The findings showed that carers had an overwhelming appreciation of the cafés and what they offered, but several of the findings led to the recommendations about the recruitment and training of café co-ordinators; how cafés present themselves and their services and how they can offer dedicated support to informal carers. Originality/value These recommendations will be of use to café organisers and commissioners, especially considering the dearth of information currently available in this area. </jats:sec

Reaching millennium development goal 4 - the Gambia.

UNLABELLED: To describe how, through a DSS in a rural area of The Gambia, it has been possible to measure substantial reductions in child mortality rates and how we investigated whether the decline paralleled the registered fall in malaria incidence in the country. METHODS: Demographic surveillance data spanning 19.5 years (1 April 1989-30 September 2008) from 42 villages around the town of Farafenni, The Gambia, were used to estimate childhood mortality rates for neonatal, infant, child (1-4 years) and under-5 age groups. Data were presented in five a priori defined time periods, and annual rates per 1000 live births were derived from Kaplan-Meier survival probabilities. RESULTS: From 1989-1992 to 2004-2008, under-5 mortality declined by 56% (95% CI: 48-63%), from 165 (95% CI: 151-181) per 1000 live births to 74 (95% CI: 65-84) per 1000 live births. In 1- to 4-year-olds, mortality during the period 2004-2008 was 69% (95% CI: 60-76%) less than in 1989-1992. The corresponding mortality decline in infants was 39% (95% CI: 23-52%); in neonates, it was 38% (95% CI: 13-66%). The derived annual under-5 mortality rates declined from 159 per 1000 live births in 1990 to 45 per 1000 live births in 2008, thus implying an attainment of MDG4 seven years in advance of the target year of 2015. CONCLUSION: Achieving MDG4 is possible in poor, rural areas of Africa through widespread deployment of relatively simple measures that improve child survival, such as immunisation and effective malaria control

Measurement and Calculation of Absolute Single and Multiple Charge Exchange Cross Sections for Fe^(q+) Ions Impacting H_2O

Charge exchange (CE) plays a fundamental role in the collisions of solar- and stellar-wind ions with lunar and planetary exospheres, comets, and circumstellar clouds. Reported herein are absolute cross sections for single, double, triple, and quadruple CE of Fe^(q+) (q = 5-13) ions with H_2O at a collision energy of 7q keV. One measured value of the pentuple CE is also given for Fe^(9+) ions. An electron cyclotron resonance ion source is used to provide currents of the highly charged Fe ions. Absolute data are derived from knowledge of the target gas pressure, target path length, and incident and charge-exchanged ion currents. Experimental cross sections are compared with new results of the n-electron classical trajectory Monte Carlo approximation. The radiative and non-radiative cascades following electron transfers are approximated using scaled hydrogenic transition probabilities and scaled Auger rates. Also given are estimates of cross sections for single capture, and multiple capture followed by autoionization, as derived from the extended overbarrier model. These estimates are based on new theoretical calculations of the vertical ionization potentials of H_2O up to H_2O^(10+)