248 research outputs found

    From the edge to the core : towards informed vantage point selection for internet measurement studies

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    Since the early days of the Internet, measurement scientists are trying to keep up with the fast-paced development of the Internet. As the Internet grew organically over time and without build-in measurability, this process requires many workarounds and due diligence. As a result, every measurement study is only as good as the data it relies on. Moreover, data quality is relative to the research questionā€”a data set suitable to analyze one problem may be insuļ¬€icient for another. This is entirely expected as the Internet is decentralized, i.e., there is no single observation point from which we can assess the complete state of the Internet. Because of that, every measurement study needs specifically selected vantage points, which fit the research question. In this thesis, we present three different vantage points across the Internet topologyā€” from the edge to the Internet core. We discuss their specific features, suitability for different kinds of research questions, and how to work with the corresponding data. The data sets obtained at the presented vantage points allow us to conduct three different measurement studies and shed light on the following aspects: (a) The prevalence of IP source address spoofing at a large European Internet Exchange Point (IXP), (b) the propagation distance of BGP communities, an optional transitive BGP attribute used for traļ¬€ic engineering, and (c) the impact of the global COVID-19 pandemic on Internet usage behavior at a large Internet Service Provider (ISP) and three IXPs.Seit den frĆ¼hen Tagen des Internets versuchen Forscher im Bereich Internet Measu- rement, mit der rasanten Entwicklung des des Internets Schritt zu halten. Da das Internet im Laufe der Zeit organisch gewachsen ist und nicht mit Blick auf Messbar- keit entwickelt wurde, erfordert dieser Prozess eine Meg Workarounds und Sorgfalt. Jede Measurement Studie ist nur so gut wie die Daten, auf die sie sich stĆ¼tzt. Und DatenqualitƤt ist relativ zur Forschungsfrage - ein Datensatz, der fĆ¼r die Analyse eines Problems geeiget ist, kann fĆ¼r ein anderes unzureichend sein. Dies ist durchaus zu erwarten, da das Internet dezentralisiert ist, d. h. es gibt keinen einzigen Be- obachtungspunkt, von dem aus wir den gesamten Zustand des Internets beurteilen kƶnnen. Aus diesem Grund benƶtigt jede Measurement Studie gezielt ausgewƤhlte Beobachtungspunkte, die zur Forschungsfrage passen. In dieser Arbeit stellen wir drei verschiedene Beobachtungspunkte vor, die sich Ć¼ber die gsamte Internet-Topologie erstreckenā€” vom Rand bis zum Kern des Internets. Wir diskutieren ihre spezifischen Eigenschaften, ihre Eignung fĆ¼r verschiedene Klas- sen von Forschungsfragen und den Umgang mit den entsprechenden Daten. Die an den vorgestellten Beobachtungspunkten gewonnenen DatensƤtze ermƶglichen uns die DurchfĆ¼hrung von drei verschiedenen Measurement Studien und damit die folgenden Aspekte zu beleuchten: (a) Die PrƤvalenz von IP Source Address Spoofing bei einem groƟen europƤischen Internet Exchange Point (IXP), (b) die Ausbreitungsdistanz von BGP-Communities, ein optionales transitives BGP-Attribut, das Anwendung im Bereich Traļ¬€ic-Enigneering findet sowie (c) die Auswirkungen der globalen COVID- 19-Pandemie auf das Internet-Nutzungsverhalten an einem groƟen Internet Service Provider (ISP) und drei IXPs

    Internet Policy Formation in Latin America: Understanding the Links Between the National, the Regional, and the Global

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    Until recently, internet governance was a relatively obscure topic in most technology policy agendas in Latin America. But in mid-2013, revelations about widespread surveillance of internet communications dramatically transformed conversations about the issue. The work addresses the institutional consolidation of emerging experiences in national contexts to address internet governance and policy as well as their effectiveness in shaping regional and global processes. This paper takes a comparative approach, by looking at several national cases; the experience of Argentine Commission for Internet Policy (CAPI) created in 2014; Costa Rica with the Internet Consulting Committee (in 2012) and Mexico with the Initiative Group (2012). These cases were examined against the backdrop of the well documented Brazilian experience and its Internet Steering Committee (CGI)( 2005). The research analysed the national internet governance mechanisms in the early stages of the institutionalization process, looking at the main developments that have shaped actorsā€™ strategies as well as the evolution of internet regulations in these countries. The three cases differ in both the degree of formality, working mechanisms and stakeholder representation in these new bodies. In each national context, it is clear that governments are now working to formalize policymaking arrangements, as the original informal coordination mechanisms that gave rise to the internet in these countries are no longer sufficient. The bridges between the international and the domestic field will tend to rely on more formally institutionalized spaces as states become more involved with the issue

    Methods for revealing and reshaping the African Internet Ecosystem as a case study for developing regions: from isolated networks to a connected continent

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    MenciĆ³n Internacional en el tĆ­tulo de doctorWhile connecting end-users worldwide, the Internet increasingly promotes local development by making challenges much simpler to overcome, regardless of the field in which it is used: governance, economy, education, health, etc. However, African Network Information Centre (AfriNIC), the Regional Internet Registry (RIR) of Africa, is characterized by the lowest Internet penetration: 28.6% as of March 2017 compared to an average of 49.7% worldwide according to the International Telecommunication Union (ITU) estimates [139]. Moreover, end-users experience a poor Quality of Service (QoS) provided at high costs. It is thus of interest to enlarge the Internet footprint in such under-connected regions and determine where the situation can be improved. Along these lines, this doctoral thesis thoroughly inspects, using both active and passive data analysis, the critical aspects of the African Internet ecosystem and outlines the milestones of a methodology that could be adopted for achieving similar purposes in other developing regions. The thesis first presents our efforts to help build measurements infrastructures for alleviating the shortage of a diversified range of Vantage Points (VPs) in the region, as we cannot improve what we can not measure. It then unveils our timely and longitudinal inspection of the African interdomain routing using the enhanced RIPE Atlas measurements infrastructure for filling the lack of knowledge of both IPv4 and IPv6 topologies interconnecting local Internet Service Providers (ISPs). It notably proposes reproducible data analysis techniques suitable for the treatment of any set of similar measurements to infer the behavior of ISPs in the region. The results show a large variety of transit habits, which depend on socio-economic factors such as the language, the currency area, or the geographic location of the country in which the ISP operates. They indicate the prevailing dominance of ISPs based outside Africa for the provision of intracontinental paths, but also shed light on the efforts of stakeholders for traffic localization. Next, the thesis investigates the causes and impacts of congestion in the African IXP substrate, as the prevalence of this endemic phenomenon in local Internet markets may hinder their growth. Towards this end, Ark monitors were deployed at six strategically selected local Internet eXchange Points (IXPs) and used for collecting Time-Sequence Latency Probes (TSLP) measurements during a whole year. The analysis of these datasets reveals no evidence of widespread congestion: only 2.2% of the monitored links experienced noticeable indication of congestion, thus promoting peering. The causes of these events were identified during IXP operator interviews, showing how essential collaboration with stakeholders is to understanding the causes of performance degradations. As part of the Internet Society (ISOC) strategy to allow the Internet community to profile the IXPs of a particular region and monitor their evolution, a route-collector data analyzer was then developed and afterward, it was deployed and tested in AfriNIC. This open source web platform titled the ā€œAfricanā€ Route-collectors Data Analyzer (ARDA) provides metrics, which picture in real-time the status of interconnection at different levels, using public routing information available at local route-collectors with a peering viewpoint of the Internet. The results highlight that a small proportion of Autonomous System Numbers (ASNs) assigned by AfriNIC (17 %) are peering in the region, a fraction that remained static from April to September 2017 despite the significant growth of IXPs in some countries. They show how ARDA can help detect the impact of a policy on the IXP substrate and help ISPs worldwide identify new interconnection opportunities in Africa, the targeted region. Since broadening the underlying network is not useful without appropriately provisioned services to exploit it, the thesis then delves into the availability and utilization of the web infrastructure serving the continent. Towards this end, a comprehensive measurement methodology is applied to collect data from various sources. A focus on Google reveals that its content infrastructure in Africa is, indeed, expanding; nevertheless, much of its web content is still served from the United States (US) and Europe, although being the most popular content source in many African countries. Further, the same analysis is repeated across top global and regional websites, showing that even top African websites prefer to host their content abroad. Following that, the primary bottlenecks faced by Content Providers (CPs) in the region such as the lack of peering between the networks hosting our probes and poorly configured DNS resolvers are explored to outline proposals for further ISP and CP deployments. Considering the above, an option to enrich connectivity and incentivize CPs to establish a presence in the region is to interconnect ISPs present at isolated IXPs by creating a distributed IXP layout spanning the continent. In this respect, the thesis finally provides a four-step interconnection scheme, which parameterizes socio-economic, geographical, and political factors using public datasets. It demonstrates that this constrained solution doubles the percentage of continental intra-African paths, reduces their length, and drastically decreases the median of their Round Trip Times (RTTs) as well as RTTs to ASes hosting the top 10 global and top 10 regional Alexa websites. We hope that quantitatively demonstrating the benefits of this framework will incentivize ISPs to intensify peering and CPs to increase their presence, for enabling fast, affordable, and available access at the Internet frontier.Programa Oficial de Doctorado en IngenierĆ­a TelemĆ”ticaPresidente: David FernĆ”ndez Cambronero.- Secretario: Alberto GarcĆ­a MartĆ­nez.- Vocal: Cristel Pelsse

    BGP-Multipath Routing in the Internet

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    BGP-Multipath, or BGP-M, is a routing technique for balancing traffic load in the Internet. It enables a Border Gateway Protocol (BGP) border router to install multiple ā€˜equally-goodā€™ paths to a destination prefix. While other multipath routing techniques are deployed at internal routers, BGP-M is deployed at border routers where traffic is shared on multiple border links between Autonomous Systems (ASes). Although there are a considerable number of research efforts on multipath routing, there is so far no dedicated measurement or study on BGP-M in the literature. This thesis presents the first systematic study on BGP-M. I proposed a novel approach to inferring the deployment of BGP-M by querying Looking Glass (LG) servers. I conducted a detailed investigation on the deployment of BGP-M in the Internet. I also analysed BGP-Mā€™s routing properties based on traceroute measurements using RIPE Atlas probes. My research has revealed that BGP-M has already been used in the Internet. In particular, Hurricane Electric (AS6939), a Tier-1 network operator, has deployed BGP-M at border routers across its global network to hundreds of its neighbour ASes on both IPv4 and IPv6 Internet. My research has provided the state-of-the-art knowledge and insights in the deployment, configuration and operation of BGP-M. The data, methods and analysis introduced in this thesis can be immensely valuable to researchers, network operators and regulators who are interested in improving the performance and security of Internet routing. This work has raised awareness of BGP-M and may promote more deployment of BGP-M in future because BGP-M not only provides all benefits of multipath routing but also has distinct advantages in terms of flexibility, compatibility and transparency

    Rethinking Routing and Peering in the era of Vertical Integration of Network Functions

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    Content providers typically control the digital content consumption services and are getting the most revenue by implementing an all-you-can-eat model via subscription or hyper-targeted advertisements. Revamping the existing Internet architecture and design, a vertical integration where a content provider and access ISP will act as unibody in a sugarcane form seems to be the recent trend. As this vertical integration trend is emerging in the ISP market, it is questionable if existing routing architecture will suffice in terms of sustainable economics, peering, and scalability. It is expected that the current routing will need careful modifications and smart innovations to ensure effective and reliable end-to-end packet delivery. This involves new feature developments for handling traffic with reduced latency to tackle routing scalability issues in a more secure way and to offer new services at cheaper costs. Considering the fact that prices of DRAM or TCAM in legacy routers are not necessarily decreasing at the desired pace, cloud computing can be a great solution to manage the increasing computation and memory complexity of routing functions in a centralized manner with optimized expenses. Focusing on the attributes associated with existing routing cost models and by exploring a hybrid approach to SDN, we also compare recent trends in cloud pricing (for both storage and service) to evaluate whether it would be economically beneficial to integrate cloud services with legacy routing for improved cost-efficiency. In terms of peering, using the US as a case study, we show the overlaps between access ISPs and content providers to explore the viability of a future in terms of peering between the new emerging content-dominated sugarcane ISPs and the healthiness of Internet economics. To this end, we introduce meta-peering, a term that encompasses automation efforts related to peering ā€“ from identifying a list of ISPs likely to peer, to injecting control-plane rules, to continuous monitoring and notifying any violation ā€“ one of the many outcroppings of vertical integration procedure which could be offered to the ISPs as a standalone service

    Radiography of internet autonomous systems interconnection in Latin America and the Caribbean.

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    Lots of studies about the Internet Autonomous System (AS) level topology have been carried out during the last twenty years, most of them analyzing this topology on a world-wide scale, a lot of them based on routing information from the Border Gateway Protocol (BGP). However, studies focusing on a specific region and making comparisons between regions are not that popular and in fact, most world-wide studies are not valid in some particular regions. This work is targeting this particular problem of the regional or country topology analysis by enhancing regular AS-level graphs where to apply different connectivity metrics. The focus is set on Latin America and the Caribbean (the LAC region) which exhibits appropriate conditions for this type of analysis and where we show that a basic metric comparison may not be good enough so as to realize that there is a connectivity problem in the region. After concluding that the situation in the LAC region in terms of interconnection is even worse than expected, we perform some country-level studies finding correlations between graph characteristics and some socioeconomic indicators. We then use these correlations to identify countries in which it would be worth pushing for the deployment of an Internet Exchange Point (IXP), as simulating the creation of an IXP there has a great impact on the interconnection level and on the robustness of the regional Internet.The work done by Francisco Valera has been partially granted by the European Commission project LEONE (From local measurements to global management, grant number FP7-317647). The work done by SofĆ­a Silva has been partially funded by IMDEA Networks.Publicad

    Development and management of collective network and cloud computing infrastructures

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    Pla de Doctorat industrial de la Generalitat de CatalunyaIn the search and development of more participatory models for infrastructure development and management, in this dissertation, we investigate models for the financing, deployment, and operation of network and cloud computing infrastructures. Our main concern is to overcome the inherent exclusion in participation in the processes of development and management and in the right of use in the current dominant models. Our work starts by studying in detail the model of Guifi.net, a successful bottom-up initiative for building network infrastructure, generally referred to as a community networks. We pay special attention to its governance system and economic organisation because we argue that these are the key components of the success of this initiative. Then, we generalise our findings for any community network, aiming at becoming sustainable and scalable, and we explore the suitability of the Guifi.net model to the cloud computing infrastructure. As a result of both, we coin the attribute extensible to refer to infrastructure that is relatively easy to expand and maintain in contrast to those naturally limited or hard to expand, such as natural resources or highly complex or advanced artificial systems. We conclude proposing a generic model which, in our opinion, is suitable, at least, for managing extensible infrastructure. The Guifi.net model is deeply rooted in the commons; thus, the research in this field, in general, and Elinor Ostromā€™s work, in particular, have left a profound imprint in our work. Our results show that the \guifinet model meets almost entirely the principles of long-enduring commons identified by E. Ostrom. This work has been developed as an industrial doctorate. As such, it combines academic research with elements of practice and pursues an effective knowledge transfer between academia and the private sector. Given that the private sectorā€™s partner is a not-for-profit organisation, the effort to create social value has prevailed over the ambition to advance the development of a specific industrial product or particular technology.En la recerca i desenvolupament de models mĆ©s participatius per al desenvolupament i gestiĆ³ d'infraestructura, en aquesta tesi investiguem sobre models per al finanƧament, desplegament i operaciĆ³ d'infraestructures de xarxa i de computaciĆ³ al nĆŗvol. La nostra preocupaciĆ³ principal Ć©s fer front a lā€™exclusiĆ³ inherent dels models dominants actualment pel que fa a la participaciĆ³ en els processos de desenvolupament i gestiĆ³ i, tambĆ©, als drets dā€™us. El nostre treball comenƧa amb un estudi detallat del model de Guifi.net, un cas d'ĆØxit d'iniciativa ciutadana en la construcciĆ³ d'infraestructura de xarxa, iniciatives que es coneixen com a xarxes comunitĆ ries. En fer-ho, parem una atenciĆ³ especial al sistema de governanƧa i a lā€™organitzaciĆ³ econĆ²mica perquĆØ pensem que sĆ³n els dos elements claus de l'ĆØxit d'aquesta iniciativa. Tot seguit passem a analitzar d'altres xarxes comunitĆ ries per abundar en la comprensiĆ³ dels factors determinants per a la seva sostenibilitat i escalabilitat. DesprĆ©s ampliem el nostre estudi analitzant la capacitat i el comportament del model de Guifi.net en el camp de les infraestructures de computaciĆ³ al nĆŗvol. A resultes d'aquests estudis, proposem l'atribut extensible per a descriure aquelles infraestructures que sĆ³n relativament fĆ cil d'ampliar i gestionar, en contraposiciĆ³ a les que o bĆ© estan limitades de forma natural o be sĆ³n difĆ­cils d'ampliar, com ara els recursos naturals o els sistemes artificials avanƧats o complexos. Finalitzem aquest treball fent una proposta de model genĆØric que pensem que Ć©s d'aplicabilitat, com a mĆ­nim, a tot tipus d'infraestructura extensible. El model de Guifi.net estĆ  fortament vinculat als bens comuns. Ɖs per aixĆ² que la recerca en aquest Ć mbit, en general, i els treballs de Elinor Ostrom en particular, han deixat una forta empremta en el nostre treball. Els resultats que hem obtingut mostren que el model Guifi.net s'ajusta molt bĆ© als principis que segons Ostrom han de complir els bĆ©ns comuns per ser sostenibles. Aquest treball s'ha desenvolupat com a doctorat industrial. Com a tal, combina la investigaciĆ³ acadĆØmica amb elements de practica i persegueix una transferĆØncia efectiva de coneixement entre l'Ć mbit acadĆØmic i el sector privat. Ates que el soci del sector privat Ć©s una organitzaciĆ³ sense Ć nim de lucre, lā€™esforƧ per crear valor social ha prevalgut en lā€™ambiciĆ³ dā€™avanƧar en el desenvolupament d'un producte industrial especĆ­fic o d'una tecnologia particularPostprint (published version

    Development and management of collective network and cloud computing infrastructures

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    In the search and development of more participatory models for infrastructure development and management, in this dissertation, we investigate models for the financing, deployment, and operation of network and cloud computing infrastructures. Our main concern is to overcome the inherent exclusion in participation in the processes of development and management and in the right of use in the current dominant models. Our work starts by studying in detail the model of Guifi.net, a successful bottom-up initiative for building network infrastructure, generally referred to as a community networks. We pay special attention to its governance system and economic organisation because we argue that these are the key components of the success of this initiative. Then, we generalise our findings for any community network, aiming at becoming sustainable and scalable, and we explore the suitability of the Guifi.net model to the cloud computing infrastructure. As a result of both, we coin the attribute extensible to refer to infrastructure that is relatively easy to expand and maintain in contrast to those naturally limited or hard to expand, such as natural resources or highly complex or advanced artificial systems. We conclude proposing a generic model which, in our opinion, is suitable, at least, for managing extensible infrastructure. The Guifi.net model is deeply rooted in the commons; thus, the research in this field, in general, and Elinor Ostromā€™s work, in particular, have left a profound imprint in our work. Our results show that the \guifinet model meets almost entirely the principles of long-enduring commons identified by E. Ostrom. This work has been developed as an industrial doctorate. As such, it combines academic research with elements of practice and pursues an effective knowledge transfer between academia and the private sector. Given that the private sectorā€™s partner is a not-for-profit organisation, the effort to create social value has prevailed over the ambition to advance the development of a specific industrial product or particular technology.En la recerca i desenvolupament de models mĆ©s participatius per al desenvolupament i gestiĆ³ d'infraestructura, en aquesta tesi investiguem sobre models per al finanƧament, desplegament i operaciĆ³ d'infraestructures de xarxa i de computaciĆ³ al nĆŗvol. La nostra preocupaciĆ³ principal Ć©s fer front a lā€™exclusiĆ³ inherent dels models dominants actualment pel que fa a la participaciĆ³ en els processos de desenvolupament i gestiĆ³ i, tambĆ©, als drets dā€™us. El nostre treball comenƧa amb un estudi detallat del model de Guifi.net, un cas d'ĆØxit d'iniciativa ciutadana en la construcciĆ³ d'infraestructura de xarxa, iniciatives que es coneixen com a xarxes comunitĆ ries. En fer-ho, parem una atenciĆ³ especial al sistema de governanƧa i a lā€™organitzaciĆ³ econĆ²mica perquĆØ pensem que sĆ³n els dos elements claus de l'ĆØxit d'aquesta iniciativa. Tot seguit passem a analitzar d'altres xarxes comunitĆ ries per abundar en la comprensiĆ³ dels factors determinants per a la seva sostenibilitat i escalabilitat. DesprĆ©s ampliem el nostre estudi analitzant la capacitat i el comportament del model de Guifi.net en el camp de les infraestructures de computaciĆ³ al nĆŗvol. A resultes d'aquests estudis, proposem l'atribut extensible per a descriure aquelles infraestructures que sĆ³n relativament fĆ cil d'ampliar i gestionar, en contraposiciĆ³ a les que o bĆ© estan limitades de forma natural o be sĆ³n difĆ­cils d'ampliar, com ara els recursos naturals o els sistemes artificials avanƧats o complexos. Finalitzem aquest treball fent una proposta de model genĆØric que pensem que Ć©s d'aplicabilitat, com a mĆ­nim, a tot tipus d'infraestructura extensible. El model de Guifi.net estĆ  fortament vinculat als bens comuns. Ɖs per aixĆ² que la recerca en aquest Ć mbit, en general, i els treballs de Elinor Ostrom en particular, han deixat una forta empremta en el nostre treball. Els resultats que hem obtingut mostren que el model Guifi.net s'ajusta molt bĆ© als principis que segons Ostrom han de complir els bĆ©ns comuns per ser sostenibles. Aquest treball s'ha desenvolupat com a doctorat industrial. Com a tal, combina la investigaciĆ³ acadĆØmica amb elements de practica i persegueix una transferĆØncia efectiva de coneixement entre l'Ć mbit acadĆØmic i el sector privat. Ates que el soci del sector privat Ć©s una organitzaciĆ³ sense Ć nim de lucre, lā€™esforƧ per crear valor social ha prevalgut en lā€™ambiciĆ³ dā€™avanƧar en el desenvolupament d'un producte industrial especĆ­fic o d'una tecnologia particula

    International economic law and the digital divide : a new silk road?

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    PhDThe failure of the trade negotiations at Seattle, and the collapse of the negotiations at Doha have bought increased attention to the issue of development, aid, and the implementation of special and differential rights in favour of developing countries. This thesis looks to examine one aspect of the many issues facing developed and developing countries in the negotiations that lie ahead, specifically how international economic law can be used in the application of technological processes to help address the Digital Divide. At present, there is an emphasis on development and the needs of developing countries, and that such development needs to be sustainable. Research reviewed in Chapter 2 indicates that growing information technology levels leads to growth of GDP. Importantly the use of ICTā€˜s will foster growth in the trade of electronic goods and services (electronic intangibles). By making positive attempts to reduce the Digital Divide, DCs and LDCs will be in a better position to access the necessary ICTs required to help grow GDP and facilitate sustainable development. The thesis sets out various measures to help reduce the digital divide and founded in international economic law. Central to the thesis is a new Layering Theory that the Author argues will assist operators (both incumbents and Independent Service Providers) in the developing world to gain access to international backbone Internet networks at cost price, one of the main impediments to reducing the international digital divide. The Layering Theory sets out a procedure for accurately identifying the relevant market for providers of Next Generation Networks (NGNs) and services so that those operators who abuse their dominance by refusing to supply an interconnection service or access to a digital network can be compelled to interconnect their networks to those smaller domestic or third country Internet Service Providers (ISP) operators who require access. By gaining access/interconnection in this way, operators in DCs and LDCs will be in a much better position to take advantage of cheaper production costs to export electronic intangibles overseas. Also, the thesis sets out recommendations for reform of international telecommunications, new provisions on technology transfer to help DCs and LDCs access the ICTs needed to address the Digital Divide, including provisions on technology transfer found in the increasing take-up of bilateral and regional trade agreementsā€”and if there is to be free trade in e-commerceā€”recommendations for reform of current WTO rules on the classification of electronic goods and services. However, the thesis also argues that the digital divide cannot be addressed without strengthening the human capital base in developing and least developed countries, and that this cannot happen without such states also giving greater effect to the enforcement of civil and political, and economic, social and cultural rights ā€•at homeā€–. The thesis asks whether it is possible to define a relationship in IEL between civil and political, and economic social and cultural rights as a collective for example in the form of the much debated and somewhat controversial Right to Development (the ā€•RTDā€– as defined in this thesis) on the one hand, with economic indicators, such Gross Domestic Product (GDP) and Foreign Direct Investment (FDI) on the other? And if so, how the RTD can be operationalise
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