Evolutionary tuning of SVM parameter values in multiclass problems

Support vector machines (SVMs) were originally formulated for the solution of binary classification problems. In multiclass problems, a decomposition approach is often employed, in which the multiclass problem is divided into multiple binary subproblems, whose results are combined. Generally, the performance of SVM classifiers is affected by the selection of values for their parameters. This paper investigates the use of genetic algorithms (GAs) to tune the parameters of the binary SVMs in common multiclass decompositions. The developed GA may search for a set of parameter values common to all binary classifiers or for differentiated values for each binary classifier. (C) 2008 Elsevier B.V. All rights reserved.

Performance of balanced two-stage empirical predictors of realized cluster latent values from finite populations: A simulation study

Predictors of random effects are usually based on the popular mixed effects (ME) model developed under the assumption that the sample is obtained from a conceptual infinite population; such predictors are employed even when the actual population is finite. Two alternatives that incorporate the finite nature of the population are obtained from the superpopulation model proposed by Scott and Smith (1969. Estimation in multi-stage surveys. J. Amer. Statist. Assoc. 64, 830-840) or from the finite population mixed model recently proposed by Stanek and Singer (2004. Predicting random effects from finite population clustered samples with response error. J. Amer. Statist. Assoc. 99, 1119-1130). Predictors derived under the latter model with the additional assumptions that all variance components are known and that within-cluster variances are equal have smaller mean squared error (MSE) than the competitors based on either the ME or Scott and Smith`s models. As population variances are rarely known, we propose method of moment estimators to obtain empirical predictors and conduct a simulation study to evaluate their performance. The results suggest that the finite population mixed model empirical predictor is more stable than its competitors since, in terms of MSE, it is either the best or the second best and when second best, its performance lies within acceptable limits. When both cluster and unit intra-class correlation coefficients are very high (e.g., 0.95 or more), the performance of the empirical predictors derived under the three models is similar. (c) 2007 Elsevier B.V. All rights reserved.

Populärmusik i TV-reklam : En kvalitativ undersökning av musiken som betydelsebärande teckensystem

This paper examines a popular music song (Heartbeats by Jose Gonzalez) as a sign system in television advertising. The study was conducted through qualitative questionnaires in connection to an audio-visual method of analysis called Masking. The method facilitates the analysis of isolated parts in the audio-visual spectrum by masking/hiding parts of the audio-visual totality.The survey had seven respondents where a hermeneutic epistemological approach was used. For the analysis Cooper's theory of brand identity (Practical and Symbolic Attitudes to Buying Brands) was used together with an interaction model for music in audio-visual advertising called "Modes of music-image interaction”. The results showed that the music was associated with values as genuine, honest, responsibility, purity, independence and innovation. The music's symbolic values helped to position the brand in a lifestyle context. The music also helped to express the target group’s identity and attitudes by being innovative and independent. It also enhanced the perception of the visual colour rendition in the film. In general the television advertisement perceived more positive and entertaining when the music was present. In other words the music's social and cultural position contributed to raise the film's credibility. A deeper social and cultural value was created in the movie through resonance between symbolic values of the music and symbolic values of the film.

Brand Awareness among Customers : A case study of ICA-Kvantum

This research paper has been prepared by Bachelor students from Dalarna University in Borlänge. The project is centered on a case study of ICA – Kvantum and its brand awareness among customers. The purpose of this study is to find out that which measures can help ICA-Kvantum to create brand awareness among its current and potential customers by looking in to the importance of information of its offerings and use of effective communication tools to convey this information. Further, to recommend them what they need to do, to increase brand awareness among their customers with the help of managerial implications. The research question was formulated as what actions could be seen effective for ICA-Kvantum to maintain or improve brand awareness among its current and potential customers.The project was created with the help of theoretical concepts of brand awareness, brand loyalty, perceived quality, consumer decision model, integrated marketing communication approach and strategic planning process. These theories were applied in this thesis in order to find out the most effective communication measures to maintain or improve brand awareness among current and potential customers of ICA-Kvantum.The primary and secondary data was collected. Primary data was gathered through the survey among ICA-Kvantum customers in the front of the store in Borlänge. The personal interview with manager was conducted in the office of ICA-Kvantum store located in Borlänge. Secondary data was gathered from textbooks, academic journals, theses and websites.The empirical findings have been presented in detail and then analyzed with the help of theoretical concepts. The analysis and further results from survey and interview focused on importance of information, marketing communication tools, brand awareness and loyalty, perceived quality and implementation of strategic planning process. Moreover, the main weaknesses and strengths of ICA-Kvantun have been evaluated. The conclusion including short summary of analysis and its results have been provided at the end. Each weakness of issues related to brand awareness i.e. importance of information, effectiveness of marketing communication tools and strengths and weaknesses of ICA-Kvantum discussed in the paper, has been pointed out along with solutions and managerial implications.

Patriarchal values : girls are more apt to change

Patriarchal values: girls are more apt to change How has the family value system changed between generations, especially when taking into account the gender dimension? This article presents some results from a study carried outin 2007 in one village of the Gourani tribe where the people are followers of Ahle Hagh in Islamabad Gharb (west of Iran). The differences between generations (those born and raised before and after the Islamic Revolution) in patriarchal values in the family are statistically significant. The older generation opts for the man of the family to make most of the decisions; on children’s education, marriage, naming, the families expenditure, the place for residence, the social network of the family and even the number of children. The younger generation has a different value system and it has moved towards a more egalitarian type of family. With the gender variable included in the findings we see that although the values of the younger male population have evolved toward a less patriarchal decision making structure inthe family, the degree of changes among the young women is much higher. Looking into the preferences for male sex for the first child as well as a larger number of boys in the family, the difference between generations is significant. However data on the differences analyzed with the gender variable proves that the changes concerning the equality of sexes are mainly due to drastic changes in the young women’s value system. That is, the male population, young or old, still prefer to have a boy as their first born and to have more sons in the family. But the young female generation in the rural area sees less difference in having boys or girls in the family. It is concluded that reforms in the old value system is an evolving process of everyday life and that the girls are the main social force for change.

Torrenting values, feelings and thoughts : cyber nursing and virtual self care in a breast augmentation forum

Earlier research shows that breast augmentation is positively correlated with positive psychological states. The aim of this study was to explore the shared values, feelings, and thoughts within the culture of breast enlargement among women visiting Internet-based forums when considering and/or undergoing esthetic plastic surgery. The study used a netnographic method for gathering and analyzing data. The findings show that the women used the Internet forum to provide emotional support to other women. Through electronic postings, they cared for and nursed each others’ anxiety and feelings throughout the whole process. Apart from the process, another central issue was that the women's relationships were frequently discussed; specifically their relationship to themselves, their environment, and with the surgeons. The findings suggest that Internet forums represent a channel through which posters can share values, feelings, and thoughts from the position of an agent of action as well as from a position as the object of action. These dual positions and the medium endow the women with a virtual nursing competence that would otherwise be unavailable. By introducing the concept of torrenting as a means of sharing important self-care information, the authors provide a concept that can be further explored in relation to post modern self-care strategies within contemporary nursing theories and practice.

Changing Property Values in Maine 1999-2008

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Football supporters an the negative word of mouth of their rival team's brand

This article has the objective of identifying whether the loyalty for the team has a negative effect on the word of mouth of the rival team’s brand. It has been developed a model based on the works of Fagundes (2013) and Santana and Akel Sobrinho (2010), through the use of Structural Equation Modeling - SEM, which presents three constructions: the identification with the team, the loyalty to the team and the negative word of mouth of the rival’s brand. 528 students from two college were interviewed and it has been identified that the emotional involvement of the supporter with his team reflects on the identification of a supporter by his team (KWON e ARMSTRONG, 2004; KAYNAK, 2008; JORDAN et al., 2014), it is thus formed a loyalty for the team (FUNK and JAMES, 2006). It influences other people in their personal relationships through the negative word of mouth communication.

O valor da marca para o consumidor final a partir do conceito de brand equity no mercado de iogurtes

O tema Brand Equity tem atraído a atenção de estudiosos de marketing devido a importância estratégica que a questão marca vem adquirindo no cenário empresarial. Um exemplo que comprova a relevância do tema para a academia está na publicação de uma edição especial do Journal of Marketing Research no ano de 1994 unicamente dedicada a apresentação de artigos relacionados à Brand Equity. Existem duas abordagens básicas que norteiam os estudos nessa área: a determinação do valor patrimonial da marca e a busca pelo melhor aproveitamento ( produtividade) dos recursos do composto de marketing. Ambas, na verdade se complementam, mas, enquanto a primeira busca a correta determinação do valor contábil da marca para fins de apropriação em balanço e também com o objetivo de facilitar negociações entre empresas em questões relativas a fusões e aquisições, a segunda abordagem centra o seu foco na real efetividade do marketing que vem sendo praticado pelas empresas, considerando a marca como o elemento unificador de todas as suas ações mercadológicas. Assim, para identificar os níveis de produtividade obtidos através das ações de marketing, os estudiosos voltam-se para os consumidores, procurando compreender como estes agem e pensam a compra através das marcas. Utilizando-se desta última abordagem, procurou-se neste trabalho verificar a ocorrência de valorização da marca tendo como foco uma categoria de produto que representasse a definição de bem de conveniência. Avaliadas as possibilidades, optouse pela categoria de produtos iogurte. Partindo do pressuposto de que a valorização da marca é percebida pela ocorrência de uma reação diferenciada a uma ou algumas marcas, reação esta 5 identificada quando da exposição do comprador/ consumidor às diferentes marcas concorrentes, situação observável no momento da compra, realizou-se a presente pesquisa. Para a sua execução foram realizadas duas etapas de pesquisa: uma primeira de natureza exploratória com a realização de entrevistas junto a representantes do setor e também de dois grupos focais e uma outra etapa na qual se utilizou a técnica de análise multivariada denominada Conjoint Analysis. Os resultados demonstraram que, para este produto específico, a marca é um elemento fundamental na definição de compra, sendo o primeiro ou o segundo atributo mais valorizado pelos compradores / consumidores. Algumas possíveis explicações que referendam os resultados foram obtidas durante a primeira fase da pesquisa. Por fim, são expostos os possíveis caminhos para novas pesquisas na área de Valor de Marca.

Mensuração de brand equity baseada no consumidor : avaliação de escala multidimensional

Este trabalho constitui-se de um estudo acerca da aplicabilidade da escala multidimensional para mensuração de brand equity baseada no consumidor, desenvolvida por Yoo e Donthu (2001) no contexto brasileiro. A escala foi reaplicada a uma amostra de 263 entrevistados, via internet. A avaliação da escala através de análise fatorial exploratória e de análise fatorial confirmatória verificou a sua validade para o contexto brasileiro. A escala multidimensional de brand equity é composta de três dimensões desenvolvidas com base nos estudos de Kevin L. Keller e David A. Aaker: qualidade percebida, lealdade e lembrança e associações à marca.

Fatores relevantes na escolha de operadoras de telefonia de longa distância no Brasil: a ótica do usuário

This dissertation proposes to analyze how a consumer evaluates the available alternatives on a choosing process of Telecommunication Services in Brazil, specifically, among long distance services. The data were collected from a survey with 140 interviewee and they were analyzed through the Conjoint Analysis. The results from the referred survey give evidences that the relative importance of the attributes price, billing facilities and customer service have got considerably higher values than brand and financial benefits attributes. The fact that the brand is not the main point regarding the chosen process among long distance services can be justified by the almost non existence of barriers to change suppliers, due to the Telecommunication Services¿ pattern established in Brazil. This dissertation¿s limitations are presented, as well as suggestions for future research in the light of Marketing Theory

Avaliação da composição serviço-bem na escolha do consumidor-abordagem da análise conjunta no mercado de telefonia celular

As relações entre os atributos presentes em uma oferta e o desempenho das empresas são de considerável interesse para os pesquisadores de marketing. Esta dissertação investiga os atributos motivadores de uma escolha no mercado de telefonia celular, cujas ofertas pressupõem a aquisição simultânea de um bem (aparelho celular) com a contratação de um serviço. Dados foram coletados a partir de um survey com 302 entrevistados na cidade do Rio de Janeiro e foram analisados à luz da análise conjunta. Objetivou-se responder qual a relevância dos atributos na escolha do consumidor e evidenciar, a partir destes pesos relativos, a importância do bem (aparelho celular) e do serviço em uma situação de compra conjunta. Resultados demonstraram que as importâncias relativas dos atributos referentes ao componente aparelho (marca do fabricante, preço e funcionalidades) obtiveram valores significamente maiores do que as importâncias relativas do componente serviço (marca da prestadora, preço e funcionalidades) Ao constituir-se o ranking dos atributos para cada um dos componentes constataram-se também diferenças quanto as suas colocações. Os resultados indicam também a forte influência do preço do aparelho celular sobre a escolha do consumidor, tendo este atributo o maior peso relativo absoluto. O autor desta dissertação sugere que o resultado é justificado pela compra do aparelho representar um desembolso imediato enquanto o preço do serviço, embora sistemático, não ocorra no momento da efetivação da compra.