Graph-based Vision-Language Model for Multi-Modal Retrieval of Fashion Products

Artificial Intelligence is reshaping the field of fashion industry in different ways. E-commerce retailers exploit their data through AI to enhance their search engines, make outfit suggestions and forecast the success of a specific fashion product. However, it is a challenging endeavour as the data they possess is huge, complex and multi-modal. The most common way to search for fashion products online is by matching keywords with phrases in the product's description which are often cluttered, inadequate and differ across collections and sellers. A customer may also browse an online store's taxonomy, although this is time-consuming and doesn't guarantee relevant items. With the advent of Deep Learning architectures, particularly Vision-Language models, ad-hoc solutions have been proposed to model both the product image and description to solve this problems. However, the suggested solutions do not exploit effectively the semantic or syntactic information of these modalities, and the unique qualities and relations of clothing items. In this work of thesis, a novel approach is proposed to address this issues, which aims to model and process images and text descriptions as graphs in order to exploit the relations inside and between each modality and employs specific techniques to extract syntactic and semantic information. The results obtained show promising performances on different tasks when compared to the present state-of-the-art deep learning architectures.

Convergência entre telefonia fixa e móvel no Brasil: modelagem mercadologócia e sustentabilidade estratégica

A convergência entre serviços tipicamente prestados por empresas de telecomunicações fixas e serviços tipicamente prestados por operadoras móveis é um fenômeno que acontece mundialmente há mais de dez anos. A convergência entre a indústria de telefonia fixa e móvel, como fenômeno evolutivo, pode ter três principais forças-motrizes: a simples evolução tecnológica, baseada, por exemplo, na digitalização das telecomunicações; a junção entre um viés de mercado, propiciado pelo alto nível concorrencial, e a busca por inovações tecnológicas; ou uma simples convergência entre ativos das diferentes indústrias, buscando uma aplicação mais eficiente do capital. Mundialmente, já são conhecidos inúmeros serviços convergentes de telecomunicações, embora a convergência em telecomunicações no Brasil ainda possa ser considerada incipiente. Considerando o relevante volume de faturamento agregado do mercado brasileiro de telecomunicações fixas e móveis e o elevado nível concorrencial, o estudo e aplicação de soluções convergentes podem representar a geração de diferencial competitivo. Nesse sentido, o presente trabalho propõe-se a avaliar as principais empresas de telecomunicações do Brasil e seus respectivos recursos ou serviços convergentes, segundo o framework VRIO, desenvolvido por Jay Barney, fundamentada na visão estratégica baseada em recursos (RBV- Resource Based View).

Uma análise exploratória da indústria de serviços PWLAN Wi-Fi no Brasil: em busca de uma vantagem competitiva sustentável

As telecomunicações no mundo têm avançado a passos largos na oferta de novas tecnologias e padrões que viabilizam e flexibilizam a transmissão / recepção de informações entre pessoas e a Internet. Em especial, no que tange à ubiqüidade, o uso de dispositivos de comunicações móveis sem fio, como telefones celulares e PDAs (Personnal Digital Assistant), tem permitido às empresas alcançarem seus clientes a qualquer hora e em qualquer lugar. Muitos padrões de comunicação wireless têm surgido, inicialmente na indústria de telefonia móvel celular e, em seguida, na indústria de computadores e PDAs, habilitando a comunicação wireless de dados em banda larga e o comércio eletrônico móvel (m-commerce). Em especial, o padrão Wi-Fi tem sido difundido mundialmente através da expansão de redes públicas sem fio (PWLANs). Assim, os fabricantes de equipamentos de telecomunicações, as empresas operadoras de serviços de telefonia fixa e móvel e até provedores de acesso à Internet têm manifestado grande interesse nessa área por perceberem novas oportunidades de aumento de receita através da tecnologia Wi-Fi. Todos estes aspectos da recente história do Wi-Fi têm gerado questionamentos quanto a seu futuro sucesso e real geração de vantagem competitiva sustentável, não obstante o volume de negócios relativos a esta tecnologia estar em franco crescimento. Este trabalho propõe-se a analisar o mercado de serviços PWLAN Wi-Fi brasileiro, identificando os principais atores e os modelos de negócio praticados por eles, comparando esses modelos aos modelos identificados por Shubar e Lechner. O estudo propõe-se, também, a avaliar tais empresas e seus respectivos modelos de negócio segundo o framework VRIO desenvolvido por Barney com base na visão estratégica baseada em recursos (RBV- Resource Based View).

Influência do investidor no processo de internacionalização de empresas: um estudo comparativo de casos em empresas de aplicativos de taxi

O processo de internacionalização acelerada pelo qual algumas empresas buscam o mercado internacional é um fenômeno crescente que vem desafiando as teorias sobre a empresa multinacional. No Brasil diversos estudos foram realizados, principalmente com empresas de base tecnológica, sobre o chamado fenômeno Born Global que considera fatores do empreendedor e da própria empresa tais como a presença de vantagens tecnológicas, inovação e o uso de parcerias, entre outros. O objetivo geral desse estudo é avaliar o papel e a influência do investidor de risco no processo de internacionalização acelerada de empresas de base tecnológica no Brasil usando como lente teórica a Visão Baseada em Recursos. Através de um estudo comparativo de casos espera-se contribuir para um melhor entendimento da influência desse stakeholder no processo de internacionalização, investigando as possíveis diferenças de contribuições decorrentes da sua origem e analisando o papel do Top Management Team nesse processo. Foram encontradas fortes evidências identificando o investidor de risco como um recurso valioso e raro para o desenvolvimento das empresas estudadas, em linha com a Teoria da Visão Baseada em Recursos, bem como contribuidor do processo de internacionalização ocorrido em uma das empresas. O investidor de risco foi identificado como fonte agregadora de recursos financeiros e humanos, capaz de trazer legitimidade às empresas investidas em novos mercados, além de conhecimento e experiência necessários para consolidação e expansão dos negócios.

A INFLUÊNCIA DAS TEORIAS ECONÔMICAS NA DECISÃO DE TERCEIRIZAR O DESPACHO ADUANEIRO NO SETOR DE COMÉRCIO ATACADISTA NA CIDADE DE SÃO PAULO

O objetivo central deste trabalho é verificar a influência das teorias econômicas na decisão das empresas de comércio atacadista em terceirizar o despacho aduaneiro na cidade de São Paulo. Para isso, a história da terceirização é apresentada brevemente, seguida do levantamento e estudos sobre terceirização e fundamentação das teorias econômicas que mostram possíveis influências na decisão das empresas em terceirizar o despacho aduaneiro: a Teoria do Custo das Transações, a Teoria da Agência, a Teoria do Resource-Based View (RBV) e a Teoria das Competências Essenciais. Além de contextualizar o comércio exterior brasileiro, levando em conta sua história e representatividade econômica, foram apresentadas as atividades ligadas ao despacho aduaneiro, que podem levar as empresas a terceirizar este serviço na cidade de São Paulo. Após a explanação sobre o tema, por meio de pesquisa empírica valendo-se de questionário de perguntas fechadas, aplicado a uma amostra não probabilística por conveniência, verificou-se a relação existente entre as teorias mencionadas acima e o quanto elas influenciam o processo das empresas importadoras e exportadoras do comércio atacadista para terceirizarem o despacho aduaneiro, foi usado o teste ANOVA e possíveis complementações como o do Teste de Dunnett T3 e do Teste de Tukey que constataram a diferença de respostas entre os respondentes que terceirizam totalmente, parcialmente ou não terceirizam esta atividade, além da diferença entre estes níveis de terceirização verificou-se que todas as teorias econômicas apresentadas neste trabalho possuem alguma influência sobre a terceirização do despacho aduaneiro.

A technology diffusion perspective of Enterprise Resource Planning across European Small and Medium Enterprises: from determinants to Use to Value

Tese apresentada como requisito parcial para obtenção do grau de Doutor em Gestão de Informação

From the Resource-Base to Firm Boundaries in the Electricity Network Business - Case Lappeenrannan Energia Oy

Tutkielman tavoitteena oli selvittääcase -yrityksen resurssi- ja kyvykkyyspohjaa resurssiperustaisen näkemyksen mukaan, sekä yrityksen rajoja transaktiokustannusteorian mukaan. Tutkimusongelmia lähestyttiin kirjallisuuskatsauksella, puoli-strukturoiduilla teemahaastatteluilla, sekä kyselylomakkeilla. Tutkielman päätuloksiksi voidaan Tukea löydetty resurssikuilu, resurssien ja kyvykkyyksien tutkinta, sekä kyselylomakkeiden rakentaminen ja käyttö. Tutkielman paljastamasta kuilusta voidaan erottaa kolme päähaastetta; ikääntyvät sähköverkot, ikääntyvä henkilökunta ja liiketoimintaosaamisen puute. Lisäksi resurssien ja kyvykkyyksien tutkinta nosti esille organisaation rutiineja ja prosesseja, ja kyselylomakkeet osoittautuivat varsin toimiviksi tutkimuksen kontekstissa. Yhteenvetona voidaan todeta, että sähköverkkoliiketoiminta ja case yritys ovat suuren rakennemuutoksen alla, joka tuo mukanaan suuria haasteita myös lähitulevaisuudessa.

Toiminnanohjausjärjestelmän kehityssuunnat projektipohjaisessa yrityksessä

The master’s thesis focuses on the ERP system of a project company that delivers large-scale industrial plants from a purchasing point of view. The point of time is couple of years after implementation. Opinion of the people working in purchasing is that the ERP system isn’t performing satisfyingly. The first objective for the thesis is to find out the causes of the problems based on theory. It’s possible the system may not be suitable for project business or there may be deficiencies in the system that cause the problems. The second objective for the thesis is to propose solutions to the observed problems based on theory and vision how the system should function. The outcome of the thesis was that the main causes for the problems were connected to the ways of using the system and engineering activities being left outside the scope of ERP. The processes connected to the ERP system are not documented, so the rules for using the system are missing. The thesis describes developing and influences to the organization of a function that enables uploading purchase requisitions to projects from a text file. It was discovered that the function solves many problems and enables other functions that enhance further ambitions to integrate even more of the company’s processes to the ERP system. Conclusion to the thesis is a vision how the system should function and development activities needed to achieve this vision.

Customer Driven Service Development – Technology-based Care and Services for the Elderly

The objective of this master’s thesis was to examine technology-based smart home devices and services. Topic was approached through basic theories, transaction cost theory and resource-based view in order to build basis for this thesis. Conceptual framework was discussed by means of networks, value networks and service systems which provide a useful framework for service development. The needs of the elderly living at home were discussed in order to find out which technology-based services could be used to satisfy the needs. Segmentation and need data collected previously during proactive home visits was exploited and additionally a survey targeted to experts and professionals of social and health care sector was done to verify the needs. Finally, the results of the survey were analyzed using quality function deployment method to figure out the most important and suitable service offerings for the elderly. As a conclusion of analysis, social media and monitoring services are the most useful technology-based services. However, traditional home services will still maintain their necessity too.

Social ventures : the development of the theory of sustainable contributive advantage and initial empirical tests

This thesis attempts to fill gaps in both a theoretical basis and an operational and strategic understanding in the areas of social ventures, social entrepreneurship and nonprofit business models. This study also attempts to bridge the gap in strategic and economic theory between social and commercial ventures. More specifically, this thesis explores sustainable competitive advantage from a resource-based theory perspective and explores how it may be applied to the nonmarket situation of nonprofit organizations and social ventures. It is proposed that a social value-orientation of sustainable competitive advantage, called sustainable contributive advantage, provides a more realistic depiction of what is necessary in order for a social venture to perform better than its competitors over time. In addition to providing this realistic depiction, this research provides a substantial theoretical contribution in the area of economics, social ventures, and strategy research, specifically in regards to resource-based theory. The proposed model for sustainable contributive advantage uses resource-based theory and competitive advantage in order to be applicable to social ventures. This model proposes an explanation of a social venture’s ability to demonstrate consistently superior performance. In order to determine whether sustainable competitive advantage is in fact, appropriate to apply to both social and economic environments, quantitative analyses are conducted on a large sample of nonprofit organizations in a single industry and then compared to similar quantitative analyses conducted on commercial ventures. In comparing the trends and strategies between the two types of entities from a quantitative perspective, propositions are developed regarding a social venture’s resource utilization strategies and their possible impact on performance. Evidence is found to support the necessity of adjusting existing models in resource-based theory in order to apply them to social ventures. Additionally supported is the proposed theory of sustainable contributive advantage. The thesis concludes with recommendations for practitioners, researchers and policy makers as well as suggestions for future research paths.

Advances in Model-Based Traffic Vision

Model based vision allows use of prior knowledge of the shape and appearance of specific objects to be used in the interpretation of a visual scene; it provides a powerful and natural way to enforce the view consistency constraint. A model based vision system has been developed within ESPRIT VIEWS: P2152 which is able to classify and track moving objects (cars and other vehicles) in complex, cluttered traffic scenes. The fundamental basis of the method has been previously reported. This paper presents recent developments which have extended the scope of the system to include (i) multiple cameras, (ii) variable camera geometry, and (iii) articulated objects. All three enhancements have easily been accommodated within the original model-based approach

A CAD-based computer vision system

A vision system for recognizing rigid and articulated three-dimensional objects in two-dimensional images is described. Geometrical models are extracted from a commercial computer aided design package. The models are then augmented with appearance and functional information which improves the system's hypothesis generation, hypothesis verification, and pose refinement. Significant advantages over existing CAD-based vision systems, which utilize only information available in the CAD system, are realized. Examples show the system recognizing, locating, and tracking a variety of objects in a robot work-cell and in natural scenes.

Making internalization theory good for practice: the essence of Alan Rugman’s contributions to international business

This perspectives paper and its associated commentaries examine Alan Rugman's conceptual contribution to international business scholarship. Most significantly, we highlight Rugman's version of internalization theory as an approach that integrates transaction cost economics and ‘classical’ internalization theory with elements from the resource-based view, such that it is especially relevant to strategic management. In reviewing his oeuvre, we also offer observations on his ideas for ‘new internalization theory’. We classify his other novel insights into four categories: Network Multinationals; National competitiveness; Development and public policy; and Emerging Economy MNEs. This special section offers multiple views on how his work informed the larger academic debate and considers how these ideas might evolve in the longer term.

The future of stakeholder management theory: a temporal perspective

We propose adding a temporal dimension to stakeholder management theory, and assess the implications thereof for firm-level competitive advantage. We argue that a firm’s competitive advantage fundamentally depends on its capacity for stakeholder management related, transformational adaptation over time. Our new temporal stakeholder management approach builds upon insights from both the resource-based view (RBV) in strategic management and institutional theory. Stakeholder agendas and their relative salience to the firm evolve over time, a phenomenon well understood in the literature, and requiring what we call level 1 adaptation. However, the dominant direction of stakeholder pressures can also change, namely, from supporting resource heterogeneity at the firm level to fostering industry homogeneity, and vice versa. When dominant stakeholder pressures shift from supporting heterogeneity towards stimulating homogeneity in industry, the firm must engage in level 2 or transformational adaptation. Stakeholders typically provide valuable resources to the firm in an early stage. Without these resources, which foster heterogeneity (in line with RBV thinking), the firm would not exist. At a later stage, stakeholders also contribute to inter-firm homogeneity via isomorphism pressures (in line with institutional theory thinking). Adding a temporal dimension to stakeholder management theory has far reaching implications for this theory’s practical relevance to senior level management in business.

The nested assembly of individual-resource networks

P>1. Much of the current understanding of ecological systems is based on theory that does not explicitly take into account individual variation within natural populations. However, individuals may show substantial variation in resource use. This variation in turn may be translated into topological properties of networks that depict interactions among individuals and the food resources they consume (individual-resource networks). 2. Different models derived from optimal diet theory (ODT) predict highly distinct patterns of trophic interactions at the individual level that should translate into distinct network topologies. As a consequence, individual-resource networks can be useful tools in revealing the incidence of different patterns of resource use by individuals and suggesting their mechanistic basis. 3. In the present study, using data from several dietary studies, we assembled individual-resource networks of 10 vertebrate species, previously reported to show interindividual diet variation, and used a network-based approach to investigate their structure. 4. We found significant nestedness, but no modularity, in all empirical networks, indicating that (i) these populations are composed of both opportunistic and selective individuals and (ii) the diets of the latter are ordered as predictable subsets of the diets of the more opportunistic individuals. 5. Nested patterns are a common feature of species networks, and our results extend its generality to trophic interactions at the individual level. This pattern is consistent with a recently proposed ODT model, in which individuals show similar rank preferences but differ in their acceptance rate for alternative resources. Our findings therefore suggest a common mechanism underlying interindividual variation in resource use in disparate taxa.