Evaluation of Email Spam Detection Techniques

Email has become a vital form of communication among individuals and organizations in today’s world. However, simultaneously it became a threat to many users in the form of spam emails which are also referred as junk/unsolicited emails. Most of the spam emails received by the users are in the form of commercial advertising, which usually carry computer viruses without any notifications. Today, 95% of the email messages across the world are believed to be spam, therefore it is essential to develop spam detection techniques. There are different techniques to detect and filter the spam emails, but off recently all the developed techniques are being implemented successfully to minimize the threats. This paper describes how the current spam email detection approaches are determining and evaluating the problems. There are different types of techniques developed based on Reputation, Origin, Words, Multimedia, Textual, Community, Rules, Hybrid, Machine learning, Fingerprint, Social networks, Protocols, Traffic analysis, OCR techniques, Low-level features, and many other techniques. All these filtering techniques are developed to detect and evaluate spam emails. Along with classification of the email messages into spam or ham, this paper also demonstrates the effectiveness and accuracy of the spam detection techniques

Cracks in the Foundation: The New Internet Legislation\u27s Hidden Threat to Privacy and Commerce

Scholarship to date has focused on the legal significance of the novelty of the Internet. This scholarship does not describe or predict actual Internet legislation. Instead of asking whether the Internet is so new as to merit new law, legislators and academics should re-evaluate the role of government in orchestrating collective action and change the relative weight of enforcement, deterrence, and incentives in Internet regulations. A perfect example of the need for this new approach is the recent CANSPAM Act of 2003, which was intended to protect personal privacy and legitimate businesses. However, the law threatens both of these interests, because it does not recognize either the limits of enforceability, or the enhanced possibilities for incentives offered by the decentralized architecture of the Internet

Distributed Mail Transfer Agent

Technological advances have provided society with the means to easily communicate through several channels, starting off in radio and television stations, moving on through E-mail and SMS, and nowadays targeting Internet surfing through channels such as Google Ads and Webpush notifications. Digital marketing has flooded these channels for product promotion and customer engaging purposes in order to provide the customers with the best the organizations have to offer. E-goi is a web platform whose main objective is to facilitate digital marketing to all its customers, ranging from SMB to Corporate/Enterprise, and aid them to strengthen their relationships with its customers through digital communication. The platform’s most widely used channel is E-mail which is responsible for about fifteen million deliveries per day. The email delivery system currently employed by E-goi is functional and fault-tolerant to a certain degree, however, it has several flaws, such as its monolithic architecture, which is responsible for high hardware usage and lack of layer centralization, and the lack of deliverability related functionalities. This thesis aims to analyze and improve the E-goi’s e-mail delivery system architecture, which represents a critical system and of most importance and value for the product and the company. Business analysis tools will be used in this analysis to prove the value created for the company and its product, aiming at maintenance and infrastructure cost reduction as well as the increment in functionalities, both of which comprise valid points for creating business value. The project main objectives comprise an extensive analysis of the currently employed solution and the context to which it belongs to, followed up by a comparative discussion of currently existent competitors and technologies which may be of aid in the development of a new solution. Moving on, the solution’s functional and non-functional requirements gathering will take place. These requirements will dictate how the solution shall be developed. A thorough analysis of the project’s value will follow, discussing which solution will bring the most value to E-goi as a product and organization. Upon deciding on the best solution, its design will be developed based on the previously gathered requirements and the best software design patterns, and will support the implementation phase which follows. Once implemented, the solution will need to surpass several defined tests and hypothesis which will ensure its performance and robustness. Finally, the conclusion will summarize all the project results and define future work for the newly created solution.O avanço tecnológico forneceu à sociedade a facilidade de comunicação através dos demais canais, começando em rádios e televisões, passando pelo E-mail e SMS, atingindo, hoje em dia, a própria navegação na Internet através dos mais diversos canais como o Google Ads e notificações Webpush. Todos estes canais de comunicação são hoje em dia usados como base da promoção, o marketing digital invadiu estes canais de maneira a conseguir alcançar os mais diversos tipos de clientes e lhes proporcionar o melhor que as organizações têm para oferecer. A E-goi é uma plataforma web que pretende facilitar o marketing digital a todos os seus clientes, desde a PME à Enterprise, e ajudá-los a fortalecer as relações com os seus clientes através de comunicação digital. O canal mais usado da plataforma é o E-mail, totalizando, hoje em dia, cerca de quinze milhões de entregas por dia. O sistema de envio de e-mails usado hoje em dia pelo produto E-goi é funcional e tolerante a falhas até um certo nível, no entanto, apresenta diversas lacunas tanto na arquitetura monolítica do mesmo, responsável por um uso de hardware elevado e falta de centralização de camadas, como em funcionalidades ligadas à entregabilidade. O presente projeto visa a análise e melhoria da arquitetura do sistema de envio de e-mails da plataforma E-goi, um sistema crítico e de alta importância e valor para a empresa. Ao longo desta análise, serão usadas ferramentas de análise de negócio para provar o valor criado para a organização e para o produto com vista à redução de custos de manutenção e infraestrutura bem como o aumento de funcionalidades, ambos pontos válidos na adição de valor organizacional. Os objetivos do projeto passarão por uma análise extensiva da solução presente e do contexto em que a mesma se insere, passando a uma comparação com soluções concorrentes e tecnologias, existentes no mercado de hoje em dia, que possam ajudar no desenvolvimento de uma nova solução. Seguir-se-á um levantamento dos requisitos, tanto funcionais como não-funcionais do sistema que ditarão os moldes sobre os quais o novo sistema deverá ser desenvolvido. Após isto, dar-se-á uma extensa análise do valor do projecto e da solução que mais valor adicionará à E-goi, quer como produto e como organização. De seguida efectuar-se-á o Design da solução com base nos requisitos definidos e nas melhores práticas de engenharia informática, design este que servirá de base à implementação que se dará de seguida e será provada através da elaboração de diversos testes que garantirão a performance, robustez e validade do sistema criado. Finalmente seguir-se-á a conclusão que visa resumir os resultados do projecto e definir trabalho futuro para a solução criada

How to accelerate your internet : a practical guide to bandwidth management and optimisation using open source software

xiii, 298 p. : ill. ; 24 cm.Libro ElectrónicoAccess to sufficient Internet bandwidth enables worldwide electronic collaboration, access to informational resources, rapid and effective communication, and grants membership to a global community. Therefore, bandwidth is probably the single most critical resource at the disposal of a modern organisation. The goal of this book is to provide practical information on how to gain the largest possible benefit from your connection to the Internet. By applying the monitoring and optimisation techniques discussed here, the effectiveness of your network can be significantly improved

Review and analysis of networking challenges in cloud computing

Cloud Computing offers virtualized computing, storage, and networking resources, over the Internet, to organizations and individual users in a completely dynamic way. These cloud resources are cheaper, easier to manage, and more elastic than sets of local, physical, ones. This encourages customers to outsource their applications and services to the cloud. The migration of both data and applications outside the administrative domain of customers into a shared environment imposes transversal, functional problems across distinct platforms and technologies. This article provides a contemporary discussion of the most relevant functional problems associated with the current evolution of Cloud Computing, mainly from the network perspective. The paper also gives a concise description of Cloud Computing concepts and technologies. It starts with a brief history about cloud computing, tracing its roots. Then, architectural models of cloud services are described, and the most relevant products for Cloud Computing are briefly discussed along with a comprehensive literature review. The paper highlights and analyzes the most pertinent and practical network issues of relevance to the provision of high-assurance cloud services through the Internet, including security. Finally, trends and future research directions are also presented

A system analysis of the spam problem

Thesis (S.M.)--Massachusetts Institute of Technology, Engineering Systems Division, Technology and Policy Program, 2005.Includes bibliographical references (leaves 90-94).This thesis considers the problem of the large amount of unwanted email that is being sent and received, which lowers the aggregate value of email as a communication medium from what it would otherwise be. This problem is commonly known as the "spam problem." Solutions to the spam problem involve curbing the adverse affects of existing technology as well as steering technology development in a socially beneficial direction. Unlike some other technology and policy problems, the reasons for the existence of this problem are well known and the desired effects of ideal solutions can be readily articulated. However, attempted solutions to date have not made much progress at solving the problem. I posit that this failure stems from the fact the spam problem is really a complex system, and that solutions to date have not been designed to interact with this system in a useful manner. I show that the spam problem is a complex system, and should be dealt with by developing strategies to holistically interact with it. Such strategies must embrace both technical and legal realities simultaneously in order to be successful. They must also avoid causing negative side effects that negate their purpose. First, I build a model of the system surrounding the spam problem in the form of a Causal Loop Diagram. This diagram shows the causal interactions between the various technical, legal, social, and economic forces that are present in the spam system. Using this diagram, I then identify a number of places that solutions could interact with this system. These places comprise a set of possible levers that could be pulled to alleviate the spam problem. This set of levers is then used to make sense of the attempted and suggested solutions to date.(cont.) Various solutions are grouped by how they interact with the system. These solution categories are then presented in detail by showing, diagrammatically, how they positively and negatively affect the spam system through their interactions with it. In so doing, I attempt to argue persuasively that much of the current energy expended toward the spam problem is largely unnecessary, and in some cases, counterproductive. I additionally argue that because of the current reality of the spam problem, i.e. particular facts, we are already in a decent position to largely solve this problem by just redirecting current efforts toward more appropriate activity. Such appropriate activity is suggested, which includes steps to increase the identifiability of email in order to enable more successful litigation. Finally, an optimistic conclusion is reached that there are no fundamental reasons why the spam problem can not be dealt with in such a manner to ensure the continued usefulness of email as a communication medium.by Gabriel R. Weinberg.S.M

An Empirical Analysis of Privacy in Cryptocurrencies

Cryptocurrencies have emerged as an important technology over the past decade and have, undoubtedly, become blockchain’s most popular application. Bitcoin has been by far the most popular out of the thousands of cryptocurrencies that have been created. Some of the features that made Bitcoin such a fascinating technology include its transactions being made publicly available and permanently stored, and the ability for anyone to have access. Despite this transparency, it was initially believed that Bitcoin provides anonymity to its users, since it allowed them to transact using a pseudonym instead of their real identity. However, a long line of research has shown that this initial belief was false and that, given the appropriate tools, Bitcoin transactions can indeed be traced back to the real-life entities performing them. In this thesis, we perform a survey to examine the anonymity aspect of cryptocurrencies. We start with early works that made first efforts on analysing how private this new technology was. We analyse both from the perspective of a passive observer with eyes only to the public immutable state of transactions, the blockchain, as well as from an observer who has access to network layer information. We then look into the projects that aimed to enhance the anonymity provided in cryptocurrencies and also analyse the evidence of how much they succeeded in practice. In the first part of our own contributions we present our own take on Bitcoin’s anonymity, inspired by the research already in place. We manage to extend existing heuristics and provide a novel methodology on measuring the confidence we have in our anonymity metrics, instead of looking into the issue from a binary perspective, as in previous research. In the second part we provide the first full-scale empirical work on measuring anonymity in a cryptocurrency that was built with privacy guarantees, based on a very well established cryptography, Zcash. We show that just building a tool which provides anonymity in theory is very different than the privacy offered in practice once users start to transact with it. Finally, we look into a technology that is not a cryptocurrency itself but is built on top of Bitcoin, thus providing a so-called layer 2 solution, the Lightning network. Again, our measurements showed some serious privacy concerns of this technology, some of which were novel and highly applicable