Three Essays on Friend Recommendation Systems for Online Social Networks

Social networking sites (SNSs) first appeared in the mid-90s. In recent years, however, Web 2.0 technologies have made modern SNSs increasingly popular and easier to use, and social networking has expanded explosively across the web. This brought a massive number of new users. Two of the most popular SNSs, Facebook and Twitter, have reached one billion users and exceeded half billion users, respectively. Too many new users may cause the cold start problem. Users sign up on a SNS and discover they do not have any friends. Normally, SNSs solve this problem by recommending potential friends. The current major methods for friend recommendations are profile matching and “friends-of-friends.” The profile matching method compares two users’ profiles. This is relatively inflexible because it ignores the changing nature of users. It also requires complete profiles. The friends-of-friends method can only find people who are likely to be previously known to each other and neglects many users who share the same interests. To the best of my knowledge, existing research has not proposed guidelines for building a better recommendation system based on context information (location information) and user-generated content (UGC). This dissertation consists of three essays. The first essay focuses on location information and then develops a framework for using location to recommend friends--a framework that is not limited to making only known people recommendations but that also adds stranger recommendations. The second essay employs UGC by developing a text analytic framework that discovers users’ interests and personalities and uses this information to recommend friends. The third essay discusses friend recommendations in a certain type of online community – health and fitness social networking sites, physical activities and health status become more important factors in this case. Essay 1: Location-sensitive Friend Recommendations in Online Social Networks GPS-embedded smart devices and wearable devices such as smart phones, tablets, smart watches, etc., have significantly increased in recent years. Because of them, users can record their location at anytime and anyplace. SNSs such as Foursquare, Facebook, and Twitter all have developed their own location-based services to collect users’ location check-in data and provide location-sensitive services such as location-based promotions. None of these sites, however, have used location information to make friend recommendations. In this essay, we investigate a new model to make friend recommendations. This model includes location check-in data as predictors and calculates users’ check-in histories--users’ life patterns--to make friend recommendations. The results of our experiment show that this novel model provides better performance in making friend recommendations. Essay 2: Novel Friend Recommendations Based on User-generated Contents More and more users have joined and contributed to SNSs. Users share stories of their daily life (such as having delicious food, enjoying shopping, traveling, hanging out, etc.) and leave comments. This huge amount of UGC could provide rich data for building an accurate, adaptable, effective, and extensible user model that reflects users’ interests, their sentiments about different type of locations, and their personalities. From the computer-supported social matching process, these attributes could influence friend matches. Unfortunately, none of the previous studies in this area have focused on using these extracted meta-text features for friend recommendation systems. In this study, we develop a text analytic framework and apply it to UGCs on SNSs. By extracting interests and personality features from UGCs, we can make text-based friend recommendations. The results of our experiment show that text features could further improve recommendation performance. Essay 3: Friend Recommendations in Health/Fitness Social Networking Sites Thanks to the growing number of wearable devices, online health/fitness communities are becoming more and more popular. This type of social networking sites offers individuals the opportunity to monitor their diet process and motivating them to change their lifestyles. Users can improve their physical activity level and health status by receiving information, advice and supports from their friends in the social networks. Many studies have confirmed that social network structure and the degree of homophily in a network will affect how health behavior and innovations are spread. However, very few studies have focused on the opposite, the impact from users’ daily activities for building friendships in a health/fitness social networking site. In this study, we track and collect users’ daily activities from Record, a famous online fitness social networking sites. By building an analytic framework, we test and evaluate how people’s daily activities could help friend recommendations. The results of our experiment have shown that by using the helps from these information, friend recommendation systems become more accurate and more precise

Online social capital : mood, topical and psycholinguistic analysis

Social media provides rich sources of personal information and community interaction which can be linked to aspect of mental health. In this paper we investigate manifest properties of textual messages, including latent topics, psycholinguistic features, and authors\u27 mood, of a large corpus of blog posts, to analyze the aspect of social capital in social media communities. Using data collected from Live Journal, we find that bloggers with lower social capital have fewer positive moods and more negative moods than those with higher social capital. It is also found that people with low social capital have more random mood swings over time than the people with high social capital. Significant differences are found between low and high social capital groups when characterized by a set of latent topics and psycholinguistic features derived from blogposts, suggesting discriminative features, proved to be useful for classification tasks. Good prediction is achieved when classifying among social capital groups using topic and linguistic features, with linguistic features are found to have greater predictive power than latent topics. The significance of our work lies in the importance of online social capital to potential construction of automatic healthcare monitoring systems. We further establish the link between mood and social capital in online communities, suggesting the foundation of new systems to monitor online mental well-being

Promoting decentralised and flexible budgets in England: Lessons from the past and future prospects

The UK has traditionally been viewed as a classic example of a unitary state in which central institutions dominate decision making. The recent Labour Government sought to counter this convention through devolution to Scotland, Wales, Northern Ireland and London and administrative decentralization to the English regions. This article examines New Labour’s efforts to promote sub-national policy discretion and fiscal autonomy via the Regional Funding Allocations (RFA) process. Findings are subsequently drawn upon to offer insights into the difficulties the Coalition Government is likely to face in its endeavor to decentralize functions and budgets to local authorities and communities. The paper addresses two central questions (i) Can New Labour’s attempt to promote decentralized and flexible budgets in England be viewed asevidence of a transition to a more fluid, multi-level form of governance? (ii)What lessons can be harnessed from the RFA experience in taking forward the Coalition government’s plans to promote fiscal discretion at the sub-national tier? It concludes that there are deep-rooted barriers in Whitehall that may limitthe freedoms and flexibilities pledged to local government and could undermine efforts to decentralize

Education and Training Needs in the Field of Logistic Structures and Services in the Lower Danube Region

The approach of the subject concerning the training of specialists in the domain of logistic structures and services in the region of the inferior Danube is enlisted within a larger context, the Strategy of the Danube, but also in a more restrained one, the Program of Cross-Border Cooperation Romania – Bulgaria, 2007-2013. The Strategy of the Danube represents a project initiated in the year 2008 by Germany, Austria and Romania to which subsequently there adhered the other states on the Danube and which became a program of the European Commission. It shall have allotted a budget of 50 milliards euro until the year 2013. It shall be preponderantly addressed to the population in the Danube Basin, which is estimated at 115 millions, following to be developed through cross-border projects. In December 2010 there is foreseen the approval of the Action Plan for the program the Strategy of the Danube by the European Commission. The integration process needs premises and conditions for further development. One of them is the connectivity and it supporting system – the logistics. The problem of the connectivity is one of the pillars of the Danube strategy, which could play an important role in the Lower Danube Macro region’s development. Those problems need different approaches, specialized research and training. The situation of the two countries in the domain of fluvial logistics may be characterized as unsatisfactory in relation to their potential. At the present moment there is a single bridge which connects the two countries (Giurgiu – Ruse) and several travels with the passage boat. The harbour infrastructures are old and inefficient. There are no modern multi-modal platforms or a coherent vision in their design. The transportation on the Danube is insufficiently exploited. As well, the river is not capitalized in other domains, too: agriculture, pisciculture, energy, ecology, tourism, arrangement of the territory, etc.Within a more restrained context, but correlated with the Strategy of the Danube, Romania and Bulgaria cooperate within the Cross-Border Program 2007-2013. Within it, the Academy of Economic Studies in Bucharest and thee Economic Academy Dimitar Apostolov Tsenov in Svishtov proposed themselves to collaborate in the domain “Cooperation concerning the development of human resources – the joint development of abilities and knowledge”.fluvial logistics, multi-modal platform, education, transportation, cross-border, Lower Danube Macro region, territorial connectivity

The Internet for the Public Interest: Overcoming the digital divide in Brazil

The re-democratization of Latin America’s social and political institutions since the 1990s has seen various changes affecting the whole continent following from the collapse of military dictatorships in the mid-80s., from the adoption of economic neoliberal reforms and demands for social and economic inclusion to calls for wider equality for less privileged groups and updated media reforms and regulation policies directed to the public interest. A key global geopolitical player in Latin America, Brazil has managed to reduce poverty levels and grow its middle class, but little has changed in the media sphere, which is still heavily skewed towards the market and highly concentrated. The Internet nonetheless has slowly emerged as a powerful counter-public sphere that is invigorating debate, challenging the status quo and creating avenues for wider political pluralism. It is also beginning to provide a space for the articulation of new ideas, for the criticism of the media’s self-proclaimed objectivity during presidential elections and is opening up possibilities for more complex and less stereotypical representations of subordinated groups. It is also assisting civil society players and other citizens in political mobilizations and organizations of protests against the limits of the social and economic reforms carried out in the last decade by Brazilian centre-left to centre governments, as the June 2013 demonstrations showed. Since the late 1990s, the World Wide Web has began to be actively used for political campaigning. It was used by female politicians like Dilma Rousseff and Marina da Silva during the 2010 presidential elections to advocate their causes and mobilize voters. Nonetheless, the lack of access of less privileged sectors of the Brazilian population to the Internet poses problems for its democratization and use for political mobilization, its capacity to offer challenging counter-discourses and criticism of politicians and policies as well as its general use for the public interest. In this paper I argue that despite problems of lack of access to the web in Brazil, the potential of the Internet for democratization is strong and is already having a powerful role in not only political mobilization, but in contributing to challenge taken for granted discourses, boosting diversity and undermining the concentration of the market media

Europe Within the World of Regionalisms

The surge of diversified forms of regionalism and regional integration within the past few decades has stimulated the reappraisal of the conceptual tools traditionally designed to bench-mark and monitor region-building processes across the world. More recently, the Brexit negotiations have become a reminder that the EU remains an unfolding experience. This article argues that the study of African regionalisms constitutes a timely invitation to revisit the experience of the EU and its contribution to the world of regionalisms. After a brief survey of the classic definition of the region, we will discuss the ongoing relevance of European integration and the implications of the analytical distinction between regionalism, regionalisation and regional integration, before drawing from the study of Africa five threads which set the basis for a comparative study of regions and regionalisms beyond the classic emphasis on the EU or the world of regions

The Rise of Innovation Districts: A New Geography of Innovation in America

As the United States slowly emerges from the great recession, a remarkable shify is occurring in the spatial geogrpahy of innovation. For the past 50 years, the landscape of innovation has been dominated by places like Silicon Valley - suburban corridors of spatially isolated corporate campuses, accessible only by car, with little emphasis on the quality of life or on integrating work, housing, and recreation. A new complementary urban model is now emerging, giving rise to what we and others are calling "innovation districts." These districts, by our definition, are geographic areas where leading-edge anchor institutions and companies cluster and connect with start-ups, business incubators, and accelerators. They are also physically compact, transit-accessible, and technicall

Creative-led strategies for peripheral settlements and the uneasy transition towards sustainability

The creative cities discourse has long-overlooked the impact of the new creative economy regime on rural areas, often legitimazing arguable urban-biased policies. This paper illustrates how two small towns, in Asia and in Europe, have attempted to build creative settlements, setting up agendas for sustainability transition. This has implied a strategy to reposition the local economy around notions of culture and creativity, deconstructing mainstream pro-growth discourses. It has been also accompanied by the experimentation of forms of engagement of local communities. The aim is to explain the challenges encountered during this process, and to distil, from this experience, the potential factors that might hinder a real process of transition towards sustainability in the long run. It will conclude that employing effective creative-led strategies, to overcome ‘smallness’ and ‘marginality’ in a sustainable way, should be based on the strengthening of local planning capacities, and the development of effective network governance arrangements