79 research outputs found

    Generative Street Addresses from Satellite Imagery

    Get PDF
    We describe our automatic generative algorithm to create street addresses from satellite images by learning and labeling roads, regions, and address cells. Currently, 75% of the worldā€™s roads lack adequate street addressing systems. Recent geocoding initiatives tend to convert pure latitude and longitude information into a memorable form for unknown areas. However, settlements are identified by streets, and such addressing schemes are not coherent with the road topology. Instead, we propose a generative address design that maps the globe in accordance with streets. Our algorithm starts with extracting roads from satellite imagery by utilizing deep learning. Then, it uniquely labels the regions, roads, and structures using some graph- and proximity-based algorithms. We also extend our addressing scheme to (i) cover inaccessible areas following similar design principles; (ii) be inclusive and flexible for changes on the ground; and (iii) lead as a pioneer for a unified street-based global geodatabase. We present our results on an example of a developed city and multiple undeveloped cities. We also compare productivity on the basis of current ad hoc and new complete addresses. We conclude by contrasting our generative addresses to current industrial and open solutions. Keywords: road extraction; remote sensing; satellite imagery; machine learning; supervised learning; generative schemes; automatic geocodin

    Resource discovery in heterogeneous digital content environments

    Get PDF
    The concept of 'resource discovery' is central to our understanding of how users explore, navigate, locate and retrieve information resources. This submission for a PhD by Published Works examines a series of 11 related works which explore topics pertaining to resource discovery, each demonstrating heterogeneity in their digital discovery context. The assembled works are prefaced by nine chapters which seek to review and critically analyse the contribution of each work, as well as provide contextualization within the wider body of research literature. A series of conceptual sub-themes is used to organize and structure the works and the accompanying critical commentary. The thesis first begins by examining issues in distributed discovery contexts by studying collection level metadata (CLM), its application in 'information landscaping' techniques, and its relationship to the efficacy of federated item-level search tools. This research narrative continues but expands in the later works and commentary to consider the application of Knowledge Organization Systems (KOS), particularly within Semantic Web and machine interface contexts, with investigations of semantically aware terminology services in distributed discovery. The necessary modelling of data structures to support resource discovery - and its associated functionalities within digital libraries and repositories - is then considered within the novel context of technology-supported curriculum design repositories, where questions of human-computer interaction (HCI) are also examined. The final works studied as part of the thesis are those which investigate and evaluate the efficacy of open repositories in exposing knowledge commons to resource discovery via web search agents. Through the analysis of the collected works it is possible to identify a unifying theory of resource discovery, with the proposed concept of (meta)data alignment described and presented with a visual model. This analysis assists in the identification of a number of research topics worthy of further research; but it also highlights an incremental transition by the present author, from using research to inform the development of technologies designed to support or facilitate resource discovery, particularly at a 'meta' level, to the application of specific technologies to address resource discovery issues in a local context. Despite this variation the research narrative has remained focussed on topics surrounding resource discovery in heterogeneous digital content environments and is noted as having generated a coherent body of work. Separate chapters are used to consider the methodological approaches adopted in each work and the contribution made to research knowledge and professional practice.The concept of 'resource discovery' is central to our understanding of how users explore, navigate, locate and retrieve information resources. This submission for a PhD by Published Works examines a series of 11 related works which explore topics pertaining to resource discovery, each demonstrating heterogeneity in their digital discovery context. The assembled works are prefaced by nine chapters which seek to review and critically analyse the contribution of each work, as well as provide contextualization within the wider body of research literature. A series of conceptual sub-themes is used to organize and structure the works and the accompanying critical commentary. The thesis first begins by examining issues in distributed discovery contexts by studying collection level metadata (CLM), its application in 'information landscaping' techniques, and its relationship to the efficacy of federated item-level search tools. This research narrative continues but expands in the later works and commentary to consider the application of Knowledge Organization Systems (KOS), particularly within Semantic Web and machine interface contexts, with investigations of semantically aware terminology services in distributed discovery. The necessary modelling of data structures to support resource discovery - and its associated functionalities within digital libraries and repositories - is then considered within the novel context of technology-supported curriculum design repositories, where questions of human-computer interaction (HCI) are also examined. The final works studied as part of the thesis are those which investigate and evaluate the efficacy of open repositories in exposing knowledge commons to resource discovery via web search agents. Through the analysis of the collected works it is possible to identify a unifying theory of resource discovery, with the proposed concept of (meta)data alignment described and presented with a visual model. This analysis assists in the identification of a number of research topics worthy of further research; but it also highlights an incremental transition by the present author, from using research to inform the development of technologies designed to support or facilitate resource discovery, particularly at a 'meta' level, to the application of specific technologies to address resource discovery issues in a local context. Despite this variation the research narrative has remained focussed on topics surrounding resource discovery in heterogeneous digital content environments and is noted as having generated a coherent body of work. Separate chapters are used to consider the methodological approaches adopted in each work and the contribution made to research knowledge and professional practice

    Institutional Repositories in the Indonesian Higher Education Sector: Current State and Future Prospect

    Get PDF
    This research aims to provide the first detailed survey of various aspects of institutional repositories serving Indonesiaā€™s higher education sector. This includes establishing the current state of implementation of repositories and their major characteristics, and assessing their future potential. The study adopts a mixed-methods research strategy. Methods employed are: 1) a longitudinal content analysis of university repository websites; 2) an online survey of Indonesian academics; and 3) interviews with stakeholders in three Indonesian universities

    An evaluation of the broadband ecosystem in Western Downs region (WDR)

    Get PDF
    There is a large body of research on broadband adoption and use at the macro and national level, however, there is limited research on rural and remote areas. This research provides an in-depth understanding of the broadband ecosystem in terms of supply (broadband infrastructure), and household demand (adoption and use) of broadband Internet and its impact (building and maintaining social capital) in the Western Downs Region (WDR) of Queensland, Australia. Using the broadband ecosystem as an overarching framework, three phases and a mixed methods approach was used to conduct an in-depth explanatory case study of the WDR. The first research phase collected publicly available archival (primarily quantitative) data and field data from testing of mobile networks to determine and evaluate the status (supply) of broadband infrastructure in the WDR (RQ1). The second research phase collected primarily qualitative information using semi-structured interviews to address research questions (RQ2 and RQ3). The third phase, using a survey, collected quantitative data to validate and test broadband adoption, use and impact components of the broadband ecosystem (RQ2 and RQ3, 13 hypotheses). Thereby, the second and third research phase determined the extent of adoption and use of broadband Internet services by households and its impact in helping to build and maintain social capital in rural communities in the WDR. The research findings show that there are limitations in broadband infrastructure in remote and outer regional locations. In these locations, most households rely on mobile broadband services which were clearly demonstrated to be patchy at best in most areas of the WDR. To a lesser extent in remote and outer regional locations affordability of mobile broadband is also an issue for households given the lower socio-economic status of much of rural Australia including the WDR. Furthermore, data quotas are much more expensive for mobile broadband and satellite broadband in comparison to wired broadband. Hence, there would also appear to be a digital divide, particularly between remote and outer regional locations of the WDR and inner regional and urban locations in Australia. The researcher also demonstrated that this reflects a similar situation in many other remote and outer regional locations in Australia. The findings indicate that most households have moved beyond the adoption phase to the use phase and indicate that hedonic outcomes, self-efficacy and number of years of Internet use are significant determinants of actual use of broadband. Conversely, perceived cost, prior knowledge and experience factors were found to be significant determinants of intention to adopt and use broadband services. However, utilitarian outcomes and purchase complexity had no significant impact on intention to adopt and use. The study also found that broadband Internet use has significant impact for rural communities in the WDR by helping to build and maintain social capital (bonding and bridging). This research has made several important contributions to knowledge, theory and practice. Firstly, this research adapted the Broadband Ecosystem framework to incorporate system quality and impact components of information systems success theory, Technology Acceptance Model (TAM) and Model of Adoption of Technology in Household (MATH) technology adoption theories and two dimensions of social capital theory (bridging and bonding theory) which complement the overarching economic theory of supply and demand in this theoretical and conceptual model. Secondly, this research addressed an important gap in information systems research -the lack of empirical research on digital infrastructure. In this study, broadband infrastructure was included in a comprehensive evaluation of the broadband ecosystem in a rural setting, the WDR. Thirdly, by focusing on two units of analysis broadband infrastructure in a rural region and household adoption, and use and impact of broadband this study addresses important research problems from a societal and government policy perspectives. Fourthly, this research examined and validated the broadband ecosystem framework using mixed methods approach in a rural context. Finally, this research has made significant practical contributions which can inform government policy by identifying that availability, reliability and affordability shortcomings of broadband infrastructure in outer regional and remote regions is impacting household adoption, use and benefits of broadband services in rural Australia. Hence, future government policy needs to ensure that access to reliable and high speed broadband services is part of its Universal Service Obligation so that the current shortcomings in broadband infrastructure in rural Australia are prioritised and addressed. This study confirms that improved access and more effective use of broadband could help to address the digital divide that currently exists between rural and urban Australia and also help to build and maintain social capital in rural communities

    Subject analysis theories and their application to geographic subject metadata for electronic theses and dissertations in South African University libraries

    Get PDF
    The study investigated the way in which theories of subject analysis facilitate the creation of effective geographic subject metadata for ETDs. The subject analysis practices of metadata creators, who contribute geographic subject metadata to ETD repositories in South African university libraries, and the underlying theoretical aspects were explored. Subject metadata is highly significant in facilitating the discovery of the subject content of ETDs. This study focused on geographic subject metadata as a type of metadata that helps to search for information related to a specific geographic locality. Geographic subject metadata facilitates the discovery of information resources and, in this way, it is vital in allowing a different form of subject access ā€“ i.e. apart from the common, topical approach. This type of metadata is useful in bringing together all information on a particular locality. A mixed methods research methodology was employed in the study. The study used the explanatory sequential mixed method research design, with three data collection methods. A survey questionnaire and interviews were used to investigate the experiences and perspectives of the subject metadata creators in South African university libraries. Content analysis was conducted to examine the ETD metadata records for the extent and nature of the use of geographic subject metadata. For the first, quantitative part of the study, a survey questionnaire was used, in order to include more respondents in the collection of primary data. A qualitative study was conducted by means of interviews, with a sample of metadata creators, so as to allow deep probing into the approaches followed by the metadata creators during subject analysis for the purpose of subject metadata creation. Quantitative/qualitative content analysis was employed to study the ETD records. The Statistical Package for the Social Sciences (SPSS) was used for the quantitative data analysis. Basic descriptive statistics was used to summarise and present this data meaningfully, so as to make the underlying information easily comprehensible. NVivo10 software assisted in organising and exploiting the qualitative research data. Thematic analysis facilitated detailed explanations of the data obtained from the participantsā€™ responses to subject analysis approaches, metadata creation procedures and other general contextual influences. For the content analysis phase, Excel spreadsheets were used to perform analysis functions; to manipulate the extracted ETD records; and to perform the data analysis. The findings of the quantitative survey, qualitative interviews and the content analysis revealed a variation in the existing metadata practices for theses and dissertations and the approaches followed in subject analysis and ETD geographic subject metadata creation. Both the quantitative and the qualitative findings signified inconsistent practices and varied perceptions of the inadequacies of existing ETD geographic subject metadata. The records analysis confirmed the inconsistencies in the current approaches to ETD geographic subject metadata creation. The qualitative interview findings provided in-depth explanations that demonstrated that subject analysis theory is generally considered as important to improve efficiency. However, the level of knowledge of the theoretical basis was generally found to vary, while not always being explicit, which suggested that subject metadata creators do not apply the theory adequately. The findings revealed a variation in the existing metadata practices for theses and dissertations and the approaches followed in subject analysis and ETD geographic subject metadata creation and the level of knowledge on the theoretical impact. Increasing knowledge and awareness of the importance and impact of theory will help to improve ETD subject metadata creation and the discoverability of ETD content. Based on these research findings, recommendations were made for increasing knowledge and awareness of the importance and impact of theory, which will help to fill the existing knowledge gaps impeding on optimal ETD subject metadata creation and the discoverability of the ETD content. Appropriate metadata analysis practices ā€“ based on appropriate theoretical principles ā€“ will help to improve the discoverability of ETD content to the broadest user population possible. Additionally, the research findings provided information on the support policies and guidelines that support collaboration among different role players and the coexistence of geographic subject metadata created from hybrid sources. The theoretical approaches in the literature and the practical implications revealed in the research findings are recommended for wider implementation in related contexts, in order to guide subject analysis and the process of creating ETD geographic subject metadata.Information ScienceD. Litt. et Phil. (Information Science

    Exploring Sentiment Analysis on Twitter: Investigating Public Opinion on Migration in Brazil from 2015 to 2020

    Get PDF
    openTechnology has reshaped societal interaction and the expression of opinions. Migration is a prominent trend, and analysing social media discussions provides insights into societal perspectives. This thesis explores how events between 2015 and 2020 impacted Brazilian sentiment on Twitter about migrants and refugees. Its aim was to uncover the influence of key sociopolitical events on public sentiment, clarifying how these echoed in the digital realm. Four key objectives guided this research: (a) understanding public opinions on migrants and refugees, (b) investigating how events influenced Twitter sentiment, (c) identifying terms used in migration-related tweets, and (d) tracking sentiment shifts, especially concerning changes in government. Sentiment analysis using VADER (Valence Aware Dictionary and sEntiment Reasoner) was employed to analyse tweet data. The use of computational methods in social sciences is gaining traction, yet no analysis has been conducted before to understand the sentiments of the Brazilian population regarding migration. The analysis underscored Twitter's role in reflecting and shaping public discourse, offering insights into how major events influenced discussions on migration. In conclusion, this study illuminated the landscape of Brazilian sentiment on migration, emphasizing the significance of innovative social media analysis methodologies for policymaking and societal inclusivity in the digital age

    Community Development supporting Ecological Conversion, as identified in Laudato Siā€™: On Care for Our Common Home

    Get PDF
    In this extraordinary time of multiple, intersecting crises with compounded costs in social, economic, and environmental degradation, calls for transformative change are emerging from all levels of humanity ā€“ global to local. Within that setting, my study concentrated on investigating change at a local level to address the research question ā€™How can community development theory and practice contribute to ecological conversion, as identified in Laudato Siā€™: On Care for Our Common Home?ā€™ I commenced by reviewing two international communiques, the United Nations 2030 Agenda and Pope Francisā€™s Laudato Siā€™ On Care for Our Common Home. While these proposals called for global through to local sustainability transition, I chose to undertake research in my local region, recognising people at the grassroots level do currently contribute towards change. I envisaged local level actions could lead to opportunities to progress the Laudato Siā€™ agenda within community development frameworks. While community development endeavours pursue social-ecological change within an ideology that questions how our world could be organised and cared for differently, it is recognised that other approaches sit within narrowly framed neo-liberal dogma. The ecological approach of community development involves collaboration, mutuality and reciprocity, and connects social justice and ecological viability for all on this planet. Since its release, Laudato Siā€™ has provoked considerable academic/theological and scientific/environmental debate that does not necessarily contain local peopleā€™s views and everyday lived experiences, given their often-limited access to those broader debates. The main argument in this thesis is that local people and communities have substantial roles to play in contributing to the transformational change called for within Laudato Siā€™. Exploring this premise, my study focused on ways in which local communities initiated the change they were seeking. I investigated selected historical and current case studies that demonstrated creative and innovative actions undertaken within genuine community development frameworks. These actions generated outcomes that are consistent iv with those described in Laudato Siā€™, releasing opportunities for ecological conversion. The community and ecological practice research methodology developed for this study values integral ecology, which upholds that everything is interrelated, for example the relationship between people, plants, and animals, and between species and planet within systemic networks. The application of interdisciplinary, multi-focused qualitative research methods through the lens of community development practice addresses the research question. One community research method, ā€˜world cafĆ©ā€™, identified the themes incorporated into this study, with local case studies and storytelling playing a strong role in relating the significance of these grassroots activities. Results from this PhD research, positioned within community development frameworks and inspired by the teachings of Laudato Siā€™, demonstrate theory practices for ways individuals and communities can change relationships with their ecosystem. This includes socio-ecological justice, solidarity, and planetary stewardship which are participatory actions that can lead to ecological conversion. Recommendations resulting from this research include initiating community-based inquiry that expands engagement and planning into developing bottom-up, grassroots driven community action plans that support social, economic, and environmental change at local levels. These are important steps towards global change. Other recommendations call for embracing and expanding the value of Indigenous living cultures in this Laudato Siā€™ community development agenda, along with increased inclusion of human and other-than-human living systems. These are additional pathways towards ecological conversion that leads to transformational change

    Mobile Museums

    Get PDF
    Mobile Museums presents an argument for the importance of circulation in the study of museum collections, past and present. It brings together an impressive array of international scholars and curators from a wide variety of disciplines ā€“ including the history of science, museum anthropology and postcolonial history - to consider the mobility of collections. The book combines historical perspectives on the circulation of museum objects in the past with contemporary accounts of their re-mobilisation, notably in the context of Indigenous community engagement. Contributors seek to explore processes of circulation historically in order to re-examine, inform and unsettle common assumptions about the way museum collections have evolved over time and through space. By foregrounding questions of circulation, the chapters in Mobile Museums collectively represent a fundamental shift in the understanding of the history and future uses of museum collections. The book addresses a variety of different types of collection, including the botanical, the ethnographic, the economic and the archaeological. Its perspective is truly global, with case studies drawn from South America, West Africa, Oceania, Australia, the United States, Europe and the UK. Mobile Museums helps us to understand why the mobility of museum collections was a fundamental aspect of their history and why it continues to matter today. Praise for Mobile Museums 'This book advances a paradigm shift in studies of museums and collections. A distinguished group of contributors reveal that collections were not dead assemblages. The nineteenth and twentieth centuries were marked by vigorous international traffic in ethnography and natural history specimens that tell us much about colonialism, travel and the history of knowledge ā€“ and have implications for the remobilisation of museums in the future.ā€™ ā€“ Nicholas Thomas, University of Cambridge 'The first major work to examine the implications and consequences of the migration of materials from one scientific or cultural milieu to another, it highlights the need for a more nuanced understanding of collections and offers insights into their potential for future re-mobilization.' ā€“ Arthur MacGrego

    Citizen Science and Geospatial Capacity Building

    Get PDF
    This book is a collection of the articles published the Special Issue of ISPRS International Journal of Geo-Information on ā€œCitizen Science and Geospatial Capacity Buildingā€. The articles cover a wide range of topics regarding the applications of citizen science from a geospatial technology perspective. Several applications show the importance of Citizen Science (CitSci) and volunteered geographic information (VGI) in various stages of geodata collection, processing, analysis and visualization; and for demonstrating the capabilities, which are covered in the book. Particular emphasis is given to various problems encountered in the CitSci and VGI projects with a geospatial aspect, such as platform, tool and interface design, ontology development, spatial analysis and data quality assessment. The book also points out the needs and future research directions in these subjects, such as; (a) data quality issues especially in the light of big data; (b) ontology studies for geospatial data suited for diverse user backgrounds, data integration, and sharing; (c) development of machine learning and artificial intelligence based online tools for pattern recognition and object identification using existing repositories of CitSci and VGI projects; and (d) open science and open data practices for increasing the efficiency, decreasing the redundancy, and acknowledgement of all stakeholders
    • ā€¦
    corecore