Kernel machines for epilepsy diagnosis via EEG signal classification: A comparative study

Objective: We carry out a systematic assessment on a suite of kernel-based learning machines while coping with the task of epilepsy diagnosis through automatic electroencephalogram (EEG) signal classification. Methods and materials: The kernel machines investigated include the standard support vector machine (SVM), the least squares SVM, the Lagrangian SVM, the smooth SVM, the proximal SVM, and the relevance vector machine. An extensive series of experiments was conducted on publicly available data, whose clinical EEG recordings were obtained from five normal subjects and five epileptic patients. The performance levels delivered by the different kernel machines are contrasted in terms of the criteria of predictive accuracy, sensitivity to the kernel function/parameter value, and sensitivity to the type of features extracted from the signal. For this purpose, 26 values for the kernel parameter (radius) of two well-known kernel functions (namely. Gaussian and exponential radial basis functions) were considered as well as 21 types of features extracted from the EEG signal, including statistical values derived from the discrete wavelet transform, Lyapunov exponents, and combinations thereof. Results: We first quantitatively assess the impact of the choice of the wavelet basis on the quality of the features extracted. Four wavelet basis functions were considered in this study. Then, we provide the average accuracy (i.e., cross-validation error) values delivered by 252 kernel machine configurations; in particular, 40%/35% of the best-calibrated models of the standard and least squares SVMs reached 100% accuracy rate for the two kernel functions considered. Moreover, we show the sensitivity profiles exhibited by a large sample of the configurations whereby one can visually inspect their levels of sensitiveness to the type of feature and to the kernel function/parameter value. Conclusions: Overall, the results evidence that all kernel machines are competitive in terms of accuracy, with the standard and least squares SVMs prevailing more consistently. Moreover, the choice of the kernel function and parameter value as well as the choice of the feature extractor are critical decisions to be taken, albeit the choice of the wavelet family seems not to be so relevant. Also, the statistical values calculated over the Lyapunov exponents were good sources of signal representation, but not as informative as their wavelet counterparts. Finally, a typical sensitivity profile has emerged among all types of machines, involving some regions of stability separated by zones of sharp variation, with some kernel parameter values clearly associated with better accuracy rates (zones of optimality). (C) 2011 Elsevier B.V. All rights reserved.

Extensions of discrete triangular distributions and boundary bias in kernel estimation for discrete functions

Asymmetric discrete triangular distributions are introduced in order to extend the symmetric ones serving for discrete associated kernels in the nonparametric estimation for discrete functions. The extension from one to two orders around the mode provides a large family of discrete distributions having a finite support. Establishing a bridge between Dirac and discrete uniform distributions, some different shapes are also obtained and their properties are investigated. In particular, the mean and variance are pointed out. Applications to discrete kernel estimators are given with a solution to a boundary bias problem. (C) 2010 Elsevier B.V. All rights reserved.

Meat Quality of Lambs Fed on Palm Kernel Meal, a By-product of Biodiesel Production

This study aimed to establish the optimum level of palm kernel meal in the diet of Santa Ines lambs based on the sensorial characteristics and fatty acid profile of the meat. We used 32 lambs with a starting age of 4 to 6 months and mean weight of 22 2.75 kg, kept in individual stalls. The animals were fed with Tifton-85 hay and a concentrate mixed with 0.0, 6.5, 13.0 or 19.5% of palm kernel meal based on the dry mass of the complete diet. These levels formed the treatments. Confinement lasted 80 days and on the last day the animals were fasted and slaughtered. After slaughter, carcasses were weighed and sectioned longitudinally, along the median line, into two antimeres. Half-carcasses were then sliced between the 12th and 13th ribs to collect the loin (longissimus dorsi), which was used to determine the sensorial characteristics and fatty acid profile of the meat. For sensorial evaluation, samples of meat were given to 54 judges who evaluated the tenderness, juiciness, appearance, aroma and flavor of the meat using a hedonic scale. Fatty acids were determined by gas chromatography. The addition of palm kernel meal to the diet had no effect on the sensorial characteristics of meat juiciness, appearance, aroma or flavor. However, tenderness showed a quadratic relationship with the addition of the meal to the diet. The concentration of fatty acids C12:0, C14:0 and C16:0 increased with the addition of palm kernel meal, as did the sum of medium-chain fatty acids and the atherogenicity index. Up to of 19.5% of the diet of Santa Ines lambs can be made up of palm kernel meal without causing significant changes in sensorial characteristics. However, the fatty acid profile of the meat was altered.

Learning for fun: The unique contribution of educational leisure experiences

What do visitors want or expect from an educational leisure activity such as a visit to a museum, zoo, aquarium or other such experience? Is it to learn something or to experience learning? This paper uses the term 'learning for fun' to refer to the phenomenon in which visitors engage in a learning experience because they value and enjoy the process of learning itself. Five propositions regarding the nature of learning for fun are discussed, drawing on quantitative and qualitative data from visitors to a range of educational leisure activities. The commonalities between learning for fun and other theoretical constructs such as 'experience,' 'flow', 'intrinsic motivation', and 'curiosity' are explored. It is concluded that learning for fun is a unique and distinctive offering of educational leisure experiences, with implications for future research and experience design.

Can medical education be fun as well as educational?

Today's challenge to medical educators is to provide continuing education that supports excellence in clinical practice while finding new approaches to make learning more stimulating, motivating, and entertaining. At our hospital we are experimenting with innovative teaching techniques, incorporating games and debate, which encapsulate core concepts of the theory of adult learning: active participation by learners, application of knowledge, informal presentation, and feedback(1).

Population balance modelling of granulation with a physically based coalescence kernel

It was previously published by the authors that granules can either coalesce through Type I (when granules coalesce by viscous dissipation in the surface liquid layer before their surfaces touch) or Type II (when granules are slowed to a halt during rebound, after their surfaces have made contact) (AIChE J. 46 (3) (2000) 529). Based on this coalescence mechanism, a new coalescence kernel for population balance modelling of granule growth is presented. The kernel is constant such that only collisions satisfying the conditions for one of the two coalescence types are successful. One constant rate is assigned to each type of coalescence and zero is for the case of rebound. As the conditions for Types I and II coalescence are dependent on granule and binder properties, the coalescence kernel is thus physically based. Simulation results of a variety of binder and granule materials show good agreement with experimental data. (C) 2002 Elsevier Science Ltd. All rights reserved.

The effect of water, brine and ethanol flotation on the quality and shelf life of macadamia kernels 2. Kernel pieces

Raw macadamia kernel pieces were immersed in water (specific gravity 1.00 g/cm(3)), brine (SG 1.02 g/cm(3)) or ethanol solution (SG 0.97 g/cm(3)) for 30 or 60 s, then re-dried to below 1.5% moisture (wet basis) and stored under vacuum for 0, 4 and 12 months. Flotation in water had no effect on the quality or shelf life of the kernel pieces over 12 months storage, as measured by sensory evaluation of the kernels and chemical analysis of the kernel oil. Immersion in a salt solution caused unacceptable changes in quality during storage, increasing as storage time increased. Flotation in dilute ethanol also caused unacceptable quality changes during storage. Therefore, only flotation of macadamia kernel pieces in water can be recommended for commercial operations. Microbiological concerns with such a process still need to be addressed.

H?? um g??nero mais adequado para determinada fun????o?

Carolina foi aprovada em concurso p??blico para cargo t??cnico de hidrot??cnico e assinou contrato de experi??ncia por 90 dias. Contudo, durante a realiza????o das atividades inerentes ao cargo, n??o recebeu nenhuma orienta????o do seu supervisor. No momento da avalia????o de desempenho, foi mal avaliada tanto pelo supervisor quanto por sua chefia, que desde o in??cio demonstrava que o cargo n??o era apropriado para mulheres. Por conta dessa avalia????o, Carolina buscou ajuda na Ouvidoria do ??rg??o, mas acabou sendo demitida. Optou, ent??o, por recorrer ?? Justi??a. O caso trata de situa????o na qual ?? colocada em xeque a quest??o de g??nero para determinada fun????o no servi??o p??blico. O estudo pode ser aplicado em cursos com enfoque em quest??es vinculadas ?? diversidade de g??nero, ??s posturas das chefias que lidam com avalia????o de desempenho, bem como ao papel da Ouvidoria

Texto para discuss??o 5: reforma administrativa e direito adquirido ao regime da fun????o p??blica

O direito adquirido tem sido argumento freq??entemente invocado pelos opositores da reforma constitucional do aparelho administrativo do Estado. Nesse debate, entretanto, este argumento ?? completamente destitu??do de validade t??cnica. Dizer que a reforma constitucional n??o pode alterar o regime jur??dico dos servidores p??blicos (o estatuto jur??dico da estabilidade, disponibilidade, remunera????o etc.) ?? incorrer em completo equ??voco. As raz??es dessa incompreens??o decorrem do desconhecimento de no m??nimo dois t??picos relevantes encartados no tema, a saber: a) a natureza do regime jur??dico que vincula o servidor p??blico civil ?? administra????o; e b) a distin????o entre efic??cia imediata e efic??cia retroativa das normas constitucionais

Avalia????o de postos de trabalho e remunera????o por compet??ncias: as fun????es comissionadas t??cnicas

A cria????o das Fun????es Comissionadas T??cnicas (art. 53 da MP n.?? 2.048/2000) procura resolver problemas como a premia????o do desempenho t??cnico e a reten????o do servidor capacitado, para os quais n??o existem instrumentos adequados ?? disposi????o dos dirigentes. A concess??o da FCT deve ser precedida da avalia????o do grau de responsabilidade e complexidade t??cnica dos postos de trabalho. O seu provimento observaria o atendimento dos requisitos estipulados por essa avalia????o. O Ibama, o Incra, a ANVS, a SPU/MP, a ANP e o Denasus/MS atualmente contam com FCTs: os seus servidores j?? podem ter o seu desempenho devidamente reconhecido

Texto para discuss??o 20: a reforma administrativa francesa: da crise da fun????o p??blica a uma nova racionalidade da a????o coletiva, uma dif??cil transi????o

Um dos marcos da reforma francesa ?? a crise da gest??o p??blica. Sabemos que a crise da gest??o p??blica ?? um fen??meno hoje universal que se tornou vis??vel a partir da d??cada de 70, especificamente com a crise do petr??leo.Com o fim do conflito Leste/Oeste em 1989, esta crise torna-se mais evidente e v??m-se refor??adas suas conota????es ideol??gicas. No caso franc??s, ao lado desta crise mundial, os analistas identificam uma crise espec??fica, a saber, a fal??ncia do modelo de Estado. Dentre os pa??ses industrializados do Ocidente, o Estado franc??s ??, sem d??vida, um dos que mais interv??m na vida social, econ??mica e pol??tica

Projeto banco de oportunidades para acesso ??s fun????es gerenciais

A Caixa Econ??mica Federal implanta atrav??s de um processo, denominado Banco de Oportunidades, uma nova estrat??gia de sele????o, tendo como objetivo manter um sistema din??mico e permanente de identifica????o e desenvolvimento de empregados com vistas ao provimento tempestivo e qualificado do primeiro n??vel de fun????o gerencial no segmento negocial. Inicialmente, foi elaborado projeto com vistas a capacitar empregados para ingresso na carreira gerencial em todos os segmentos da Empresa, no entanto, para efeito de avalia????o do processo como um todo, nos aspectos de custo/benef??cio, atendimento das demandas, foco direcionado ao neg??cio, n??vel de aproveitamento e satisfa????o do cliente, a implanta????o piloto contemplou, inicialmente, o cargo comissionado de Gerente de Ag??ncia