On addressing the imbalance problem : A correlated KNN approach for network traffic classification

With the arrival of big data era, the Internet traffic is growing exponentially. A wide variety of applications arise on the Internet and traffic classification is introduced to help people manage the massive applications on the Internet for security monitoring and quality of service purposes. A large number of Machine Learning (ML) algorithms are introduced to deal with traffic classification. A significant challenge to the classification performance comes from imbalanced distribution of data in traffic classification system. In this paper, we proposed an Optimised Distance-based Nearest Neighbor (ODNN), which has the capability of improving the classification performance of imbalanced traffic data. We analyzed the proposed ODNN approach and its performance benefit from both theoretical and empirical perspectives. A large number of experiments were implemented on the real-world traffic dataset. The results show that the performance of “small classes” can be improved significantly even only with small number of training data and the performance of “large classes” remains stable.

Applying classification controls to internet content in Australia

Purpose – The purpose of this study is to explore Australian public and stakeholders views towards the regulation of the Internet and its content. The federal government called for submissions addressing their proposal, and this paper analyses these submissions for themes and provides clarity as to the Australian public and stakeholders key concerns in regards to the proposed policy. Design/methodology/approach – The paper uses a qualitative approach to analyse the public consultations to the Australian Federal Government. These documents are coded and analysed to determine negative and positive viewpoints. Findings – The research has shown, based upon the analysis of the consultation, that there was no public support for any of the measures put forward, that the Australian Federal Government in its response has not recognised this public feedback and instead has only utilised some of the qualitative feedback obtained through the public consultation process to try to justify its case to proceed with its proposals. Research limitations/implications – The study is focussed on Australia. Practical implications – The paper analyses a proposed national approach to filtering the content of the Internet and discussed the public reaction to such an approach. Social implications – The paper looks at how different parts of Australian society view Internet filtering in a positive or negative manner. Originality/value – The only study that directly looks at the viewpoint of the Australian public.

The decline of experts in the age of Web 2.0: Lay blogger perceptions of experts

With the advent of Web 2.0 tools such as Weblogs (blogs), lay people can more easily share knowledge with the public and have far greater reach and impact. At the same time a literature review reveals that experts have been criticised on many fronts. This paper explores key criticisms of experts using 1) a literature review and 2) an interpretive study of lay blogger perceptions of experts. The paper provides important insights into lay blogger criticisms of experts. Findings indicate that a major lay blogger criticism of experts is class-based and powerbased. Experts are perceived as elitists who wish to control the flow of knowledge. Interestingly, many of the lay bloggers studied held mixed feelings about experts and the value of lay knowledge on the internet. Implications for theory and practice are discussed. © 2009 Sharman Lichtenstein.

Computer hacking and cyber terrorism: The real threats in the new millennium?

As the new millennium approaches, we are living in a society that is increasingly dependent upon information technology. However, whilst technology can deliver a number of benefits, it also introduces new vulnerabilities that can be exploited by persons with the necessary technical skills. Hackers represent a well-known threat in this respect and are responsible for a significant degree of disruption and damage to information systems. However, they are not the only criminal element that has to be taken into consideration. Evidence suggests that technology is increasingly seen as potential tool for terrorist organizations. This is leading to the emergence of a new threat in the form of 'cyber terrorists', who attack technological infrastructures such as the Internet in order to help further their cause. The paper discusses the problems posed by these groups and considers the nature of the responses necessary to preserve the future security of our society.

Preventing obesity in infants: the growing healthy feasibility trial protocol

INTRODUCTION: Early childhood is an important period for establishing behaviours that will affect weight gain and health across the life course. Early feeding choices, including breast and/or formula, timing of introduction of solids, physical activity and electronic media use among infants and young children are considered likely determinants of childhood obesity. Parents play a primary role in shaping these behaviours through parental modelling, feeding styles, and the food and physical activity environments provided. Children from low socio-economic backgrounds have higher rates of obesity, making early intervention particularly important. However, such families are often more difficult to reach and may be less likely to participate in traditional programs that support healthy behaviours. Parents across all socio-demographic groups frequently access primary health care (PHC) services, including nurses in community health services and general medical practices, providing unparalleled opportunity for engagement to influence family behaviours. One emerging and promising area that might maximise engagement at a low cost is the provision of support for healthy parenting through electronic media such as the Internet or smart phones. The Growing healthy study explores the feasibility of delivering such support via primary health care services.

METHODS: This paper describes the Growing healthy study, a non-randomised quasi experimental study examining the feasibility of an intervention delivered via a smartphone app (or website) for parents living in socioeconomically disadvantaged areas, for promoting infant feeding and parenting behaviours that promote healthy rather than excessive weight gain. Participants will be recruited via their primary health care practitioner and followed until their infant is 9 months old. Data will be collected via web-based questionnaires and the data collected inherently by the app itself.

ETHICS AND DISSEMINATION: This study received approval from the University of Technology Sydney Ethics committee and will be disseminated via peer-reviewed publications and conference presentations.

The impact on family functioning of social media use by depressed adolescents: a qualitative analysis of the family options study

BACKGROUND: Adolescent depression is a prevalent mental health problem, which can have a major impact on family cohesion. In such circumstances, excessive use of the Internet by adolescents may exacerbate family conflict and lack of cohesion. The current study aims to explore these patterns within an intervention study for depressed adolescents.

METHOD: The current study draws upon data collected from parents within the family options randomized controlled trial that examined family based interventions for adolescent depression (12-18 years old) in Melbourne, Australia (2012-2014). Inclusion in the trial required adolescents to meet diagnostic criteria for a major depressive disorder via the Structured Clinical Interview for DSM-IV Childhood Disorders. The transcripts of sessions were examined using qualitative thematic analysis. The transcribed sessions consisted of 56 h of recordings in total from 39 parents who took part in the interventions.

RESULTS: The thematic analysis explored parental perceptions of their adolescent's use of social media (SM) and access to Internet content, focusing on the possible relationship between adolescent Internet use and the adolescent's depressive disorder. Two overarching themes emerged as follows: the sense of loss of parental control over the family environment and parents' perceived inability to protect their adolescent from material encountered on the Internet and social interactions via SM.

CONCLUSION: Parents within the context of family based treatments felt that prolonged exposure to SM exposed their already vulnerable child to additional stressors and risks. The thematic analysis uncovered a sense of parental despair and lack of control, which is consistent with their perception of SM and the Internet as relentless and threatening to their parental authority and family cohesion.

Exploring the travel behaviors of inbound tourists to Hong Kong using geotagged photos

Insight into tourist travel behaviors is crucial for managers engaged in strategic planning and decision making to create a sustainable tourism industry. However, they continue to face significant challenges in fully capturing and understanding the behavior of international tourists. The challenges are primarily due to the inefficient data collection approaches currently in use. In this paper, we present a new approach to this task by exploiting the socially generated and user-contributed geotagged photos now made publicly available on the Internet. Our case study focuses on Hong Kong inbound tourism using 29,443 photos collected from 2100 tourists. We demonstrate how a dataset constructed from such geotagged photos can help address such challenges as well as provide useful practical implications for destination development, transportation planning, and impact management. This study has the potential to benefit tourism researchers worldwide from better understanding travel behavior and developing sustainable tourism industries.

A framework for convergence of cloud services and Internet of things

Today, Cloud Computing and the Internet of things are two "major forces" that drive the development of new Information Technology (IT) solutions. Many Internet of things (IoT) based large-scale applications rely on a cloud platform for data processing and storage. However, big data generated or collected by large-scale geo-distributed devices needs to be transferred to the cloud, often becoming a bottleneck for the system. In this paper, we propose a framework that integrates popular cloud services with a network of loT devices. In the framework, novel methods have been designed for reliable and efficient data transportation. This framework provides a convergence of cloud services and devices that will ease the development of loT based, cloud-enabled applications. We have implemented a prototype of the framework to demonstrate the convergence of popular cloud services and IoT technologies.

Social Media, Privacy, and the Academic Classroom

We live in a world full of social media and portable technology that allows for the effortless access to, and sharing of, information. While this constant connection can be viewed as a benefit by some, there have been recent, sometimes embarrassing, instances throughout the world that show just how quickly any expectation of privacy can be destroyed. From pictures of poorly dressed shoppers at a grocery store to customers recording interactions with their servers at restaurants, the internet is full of media (all with the potential to go viral) created and posted without consent of all parties captured. This risk to privacy is not just limited to retail and restaurants, as being in any situation amongst people puts you at risk, including being in an academic classroom. Anyone providing in-class instruction, be they professor or librarian, can be at risk for this type of violation of privacy. In addition, the students in the class are also at risk for being unwittingly captured by their classmates. To combat this, colleges and universities are providing recommendations to faculty regarding this issue, such as including suggested syllabus statements about classroom recording by students. In some instances, colleges and universities have instituted formal policies with strict penalties for violators. An overview of current privacy law as it relates to an academic setting is discussed as well as recent, newsworthy instances of student recording in the classroom and the resulting controversies. Additionally, there is a discussion highlighting various recommendations and formal policies that have been issued and adopted by colleges and universities around the country. Finally, advice is offered about what librarians can do to educate students, faculty, and staff about the privacy rights of others and the potential harm that could come from posting to social media and the open web images and video of others without their consent.

Libraries in the Cyberage, Part IV

Is the book dead? Are libraries obsolete? Did the Internet murder both?

Libraries in the Cyberage, Part III

The roots of librarianship have been sorely shaken by the Internet, but to what extent and how much remains to be seen.

O uso comercial da internet por micro, pequenas e médias empresas de Porto Alegre : um estudo exploratório sobre as empresas do trade point Porto Alegre

Uma grande evolução aconteceu no mundo com o surgimento da Internet. Ela causou um espantoso aumento das comunicações, que passaram a ser em tempo real e com uma abrangência mundial. Foi a democratização da informação. A Internet serve como uma grande ferramenta para as empresas, principalmente com a globalização dos mercados, fenômeno que cresce cada dia mais e atinge a todos. A globalização fez com que as organizações se tornassem globais, e a Internet funciona como um elo de ligação entre empresas, fornecedores e consumidores. Este trabalho consistiu na realização de uma pesquisa survey exploratória com o objetivo de verificar e descrever o uso potencial da Internet como ferramenta de auxílio à realização de negócios de caráter global, nas micro, pequenas e médias empresas de Porto Alegre. A amostra das empresas pesquisadas foi extraída do Trade Point Porto Alegre, por ser essa uma entidade que tem por objetivo auxiliar as empresas a realizarem operações globais. Com relação ao mercado global, o trabalho identificou que quase todas as empresas acreditam que ele tenha oportunidades de negócios. Os principais meios para entrar nesse mercado são a participação em feiras e rodadas de negócios, contato pessoal e o Trade Point. A Internet já está disseminada no meio empresarial, todas as empresas já a conhecem, e boa parte das empresas realizam operações que podem ser auxiliadas pela rede, como comunicação, promoção de produtos e acompanhamento pós-venda. Identificou-se que as microempresas são as que menos acreditam no mercado internacional, mas apontaram que a Internet pode ajudá-las em suas atividades. Já as pequenas empresas são as que atuam no mercado internacional e acreditam que a Internet possa ajudá-las em algumas atividades. Por fim, as médias empresas, também atuam no mercado internacional, principalmente com as exportações, e são as que já estão utilizando a Internet. O Trade Point se mostrou um serviço bem requisitado pelas empresas, principalmente as que atuam com o comércio internacional. As principais vantagens citadas foram a centralização de informações e a geração de novos negócios.

A Internet como canal de compra

A Internet, apesar de sua grande popularização, é ainda uma incógnita sob o ponto de vista de seu alcance comercial e de suas implicações no estudo do Comportamento do Consumidor. Numerosos estudos estão sendo desenvolvidos, porém dentro de um contexto teórico clássico de Marketing, isto é, posicionando-a como um instrumento “midiático”. Diferentemente, este trabalho procura vê-la como um canal de marketing, analisando-a através da resposta de 726 usuários da Companhia de Processamento de Dados do Rio Grande do Sul – PROCERGS, provedor de acesso à Internet do Rio Grande do Sul. Foi possível identificar sete dimensões características do processo de compra na rede: 1) comodidade, 2) atendimento, 3) conteúdo informacional do site, 4) apresentação e interface da home page, 5) segurança, 6) taxa e tempo de entrega e 7) oferta de produtos. O estudo mostra que a oferta de produtos e a comodidade são os fatores que influenciam a decisão de compra, enquanto que a apresentação/interface da home page, a segurança e o atendimento são os fatores mais preponderantes na decisão de NÃO compra. Também são apresentadas as diferenças percebidas pelos usuários entre a compra realizada na Internet e a efetuada nos canais tradicionais. A avaliação da Internet como canal de compra é finalizada com a identificação dos atributos determinantes da compra pela rede.

A Comunicação Social do IBGE e as novas tecnologias para a integração da informação: o caso da introdução da Internet

O presente trabalho tenta mostrar a importância da aplicação de novas tecnologias no mundo globalizado, especialmente a rede Internet, como ferramenta indispensável na melhoria da qualidade da divulgação dos estudos produzidos pelo Instituto Brasileiro de Geografia e Estatística - IBGE, pela Coordenação de Comunicação Social do órgão. A pesquisa valeu-se de documentos administrativos, tais como Decretos, Resoluções, Portarias, Boletins de Serviço, entre outros materiais disponíveis que pudessem auxiliar nessa memória institucional. Utilizou como embasamento teórico a literatura especializada e para a pesquisa qualitativa aplicou a metodologia pertinente à pesquisa com coleta de dados da História Oral. Com o propósito de resgatar e percorrer o caminho histórico da criação do site do IBGE na Internet e a ampliação de seu uso por localidades do Brasil, esta pesquisa priorizou a importância que a Internet teve para a divulgação e disseminação dos trabalhos produzidos pelo IBGE. Para poder analisar esse processo foi preciso recorrer a alguns conceitos capazes de ajudar na reflexão sobre as transformações em curso, tais como: inovação tecnológica, cultura comunicacional, globalização, identidade global, identidade nacional, entre outros.

From legal commons to social commons: Brazil and the cultural industry in the 21st century

This article describes some of the current transformations regarding the processes by which information and culture are generated, from the point of view of developing countries. In this brief analysis, the article discusses the role of projects such as Creative Commons for developing countries. It also discusses the idea of legal commons and social commons. While the idea of legal commons can be understood as the voluntary use of licenses such as Creative Commons in order to create a “commons”, the idea of social commons has to do with the tensions between legality and illegality in developing countries. These tensions appear prominently in the so-called global “peripheries”, and in many instances make the legal structure of intellectual property irrelevant, unfamiliar, or unenforceable, for various reasons. With the emergence of digital technology and the Internet, in many places and regions in developing countries (especially in the “peripheries”), technology ended up arriving earlier than the idea of intellectual property. Such a de facto situation propitiated the emergence of cultural industries that were not driven by intellectual property incentives. In these cultural businesses, the idea of “sharing” and of free dissemination of the content is intrinsic to the social circumstances taking place in these peripheries. Also, the appropriation of technology on the part of the “peripheries” ends up promoting autonomous forms of bridging the digital divide, such as the “LAN house” phenomenon discussed below. This paper proposes that many lessons can be learned from the business models emerging from social commons practices in developing countries. The tension between legality and illegality in “peripheral” areas in developing countries is not new. The work of Boaventura de Sousa Santos and others in the 1970s was paradigmatic for the discussion of legal pluralism regarding the occupation of land in Brazil. This paper aims to follow in that same pioneer tradition of studies about legal pluralism, and to apply those principles to the discussion of “intellectual property” rather than the ownership of land.