4,067 research outputs found
Artificial Collective Intelligence Engineering: a Survey of Concepts and Perspectives
Collectiveness is an important property of many systems--both natural and
artificial. By exploiting a large number of individuals, it is often possible
to produce effects that go far beyond the capabilities of the smartest
individuals, or even to produce intelligent collective behaviour out of
not-so-intelligent individuals. Indeed, collective intelligence, namely the
capability of a group to act collectively in a seemingly intelligent way, is
increasingly often a design goal of engineered computational systems--motivated
by recent techno-scientific trends like the Internet of Things, swarm robotics,
and crowd computing, just to name a few. For several years, the collective
intelligence observed in natural and artificial systems has served as a source
of inspiration for engineering ideas, models, and mechanisms. Today, artificial
and computational collective intelligence are recognised research topics,
spanning various techniques, kinds of target systems, and application domains.
However, there is still a lot of fragmentation in the research panorama of the
topic within computer science, and the verticality of most communities and
contributions makes it difficult to extract the core underlying ideas and
frames of reference. The challenge is to identify, place in a common structure,
and ultimately connect the different areas and methods addressing intelligent
collectives. To address this gap, this paper considers a set of broad scoping
questions providing a map of collective intelligence research, mostly by the
point of view of computer scientists and engineers. Accordingly, it covers
preliminary notions, fundamental concepts, and the main research perspectives,
identifying opportunities and challenges for researchers on artificial and
computational collective intelligence engineering.Comment: This is the author's final version of the article, accepted for
publication in the Artificial Life journal. Data: 34 pages, 2 figure
Micro ad-hoc Health Social Networks (uHSN). Design and evaluation of a social-based solution for patient support
Objective: To contribute the design, development, and assessment of a new concept: Micro ad hoc Health Social Networks (uHSN), to create a social-based solution for supporting patients with chronic disease.
Design: After in-depth fieldwork and intensive co-design over a 4-year project following Community-Based Participatory Research (CBPR), this paper contributes a new paradigm of uHSN, defining two interaction areas (the âbackstageâ the sphere invisible to the final user, where processes that build services take place; and the âonstageâ the visible part that includes the patients and relatives), and describes a new transversal concept, i.e., ânetwork spaces segments, â to provide timely interaction among all involved profiles and guaranteeing qualitative relationships. This proposal is applicable to any service design project and to all types of work areas; in the present work, it served as a social-based solution for supporting patients with chronic disease in two real-life health scenarios: a Parkinson disease patient association and a Stroke rehabilitation service in a hospital. These two scenarios included the following main features: thematic (related to the specific disease), private, and secure (only for the patient, relatives, healthcare professional, therapist, carer), with defined specific objectives (around patient support), small size (from tens to hundreds of users), ability to integrate innovative services (e.g., connection to hospital information service or to health sensors), supported by local therapeutic associations, and clustered with preconfigured relationships among users based in network groups.
Measurements: Using a mixed qualitative and quantitative approach for 6 months, the performance of the uHSN was assessed in the two environments: a hospital rehabilitation unit working with Stroke patients, and a Parkinson disease association providing physiotherapy, occupational therapy, psychological support, speech therapy, and social services. We describe the proposed methods for evaluating the uHSN quantitatively and qualitatively, and how the scientific community can replicate and/or integrate this contribution in its research.
Results: The uHSN overcomes the main limitations of traditional HSNs in the main areas recommended in the literature: privacy, security, transparency, system ecology, Quality of Service (QoS), and technology enhancement. The qualitative and quantitative research demonstrated its viability and replicability in four key points: user acceptance, productivity improvement, QoS enhancement, and fostering of social relations. It also meets the expectation of connecting health and social worlds, supporting distance rehabilitation, improving professionalsâ efficiency, expanding usersâ social capital, improving information quality and immediacy, and enhancing perceived peer/social/emotional support. The scientific contributions of the present paper are the first step not only in customizing health solutions that empower patients, their families, and healthcare professionals, but also in transferring this new paradigm to other scientific, professional, and social environments to create new opportunities
âEnvisioning Digital Sanctuariesâ: An Exploration of Virtual Collectives for Nurturing Professional Development of Women in Technical Domains
Work and learning are essential facets of our existence, yet sociocultural barriers have historically limited access and opportunity for women in multiple contexts, including their professional pursuits. Such sociocultural barriers are particularly pronounced in technical domains and have relegated minoritized voices to the margins. As a result of these barriers, those affected have suffered strife, turmoil, and subjugation. Hence, it is important to investigate how women can subvert such structural limitations and find channels through which they can seek support and guidance to navigate their careers. With the proliferation of modern communication infrastructure, virtual forums of conversation such as Reddit have emerged as key spaces that allow knowledge-sharing, provide opportunities for mobilizing collective action, and constitute sanctuaries of support and companionship. Yet, recent scholarship points to the negative ramifications of such channels in perpetuating social prejudice, directed particularly at members from historically underrepresented communities. Using a novel comparative muti-method, multi-level empirical approach comprising content analysis, social network analysis, and psycholinguistic analysis, I explore the way in which virtual forums engender community and foster avenues for everyday resilience and collective care through the analysis of 400,267 conversational traces collected from three subreddits (r/cscareerquestions, r/girlsgonewired & r/careerwoman). Blending the empirical analysis with a novel theoretical apparatus that integrates insights from social constructivist frameworks, feminist data studies, computer-supported collaborative work, and computer-mediated communication, I highlight how gender, care, and community building intertwine and collectively impact the emergent conversational habits of these online enclaves. Key results indicate six content themes ranging from discussions on knowledge advancement to scintillating ethical probes regarding disparities manifesting in the technical workplace. Further, psycholinguistic and network insights reveal four pivotal roles that support and enrich the communities in different ways. Taken together, these insights help to postulate an emergent spectrum of relationality ranging from a more agentic to a more communal pattern of affinity building. Network insights also yield valuable inferences regarding the role of automated agents in community dynamics across the forums. A discussion is presented regarding the emergent routines of care, collective empowerment, empathy-building tactics, community sustenance initiatives, and ethical perspectives in relation to the involvement of automated agents. This dissertation contributes to the theory and practice of how virtual collectives can be designed and sustained to offer spaces for enrichment, empowerment, and advocacy, focusing on the professional development of historically underrepresented voices such as women
From Social Data Mining to Forecasting Socio-Economic Crisis
Socio-economic data mining has a great potential in terms of gaining a better
understanding of problems that our economy and society are facing, such as
financial instability, shortages of resources, or conflicts. Without
large-scale data mining, progress in these areas seems hard or impossible.
Therefore, a suitable, distributed data mining infrastructure and research
centers should be built in Europe. It also appears appropriate to build a
network of Crisis Observatories. They can be imagined as laboratories devoted
to the gathering and processing of enormous volumes of data on both natural
systems such as the Earth and its ecosystem, as well as on human
techno-socio-economic systems, so as to gain early warnings of impending
events. Reality mining provides the chance to adapt more quickly and more
accurately to changing situations. Further opportunities arise by individually
customized services, which however should be provided in a privacy-respecting
way. This requires the development of novel ICT (such as a self- organizing
Web), but most likely new legal regulations and suitable institutions as well.
As long as such regulations are lacking on a world-wide scale, it is in the
public interest that scientists explore what can be done with the huge data
available. Big data do have the potential to change or even threaten democratic
societies. The same applies to sudden and large-scale failures of ICT systems.
Therefore, dealing with data must be done with a large degree of responsibility
and care. Self-interests of individuals, companies or institutions have limits,
where the public interest is affected, and public interest is not a sufficient
justification to violate human rights of individuals. Privacy is a high good,
as confidentiality is, and damaging it would have serious side effects for
society.Comment: 65 pages, 1 figure, Visioneer White Paper, see
http://www.visioneer.ethz.c
Mobilization and Adaptation of a Rural Cradle-to-Career Network
This case study explored the development of a rural cradle-to-career network with a dual focus on the initial mobilization of network members and subsequent adaptations made to maintain mobilization, while meeting local needs. Data sources included interviews with network members, observations of meetings, and documentary evidence. Network-based social capital facilitated mobilization. Where networks were absent and where distrust and different values were evident, mobilization faltered. Three network adaptations were discovered: Special rural community organizing strategies, district-level action planning, and a theory of action focused on out-of-school factors. All three were attributable to the composition of mobilized stakeholders and this networkâs rural social geography. These findings illuminate the importance of social geography in the development and advancement of rural cradle-to-career networks
Towards a global participatory platform: Democratising open data, complexity science and collective intelligence
The FuturICT project seeks to use the power of big data, analytic models grounded in complexity science, and the collective intelligence they yield for societal benefit. Accordingly, this paper argues that these new tools should not remain the preserve of restricted government, scientific or corporate Ă©lites, but be opened up for societal engagement and critique. To democratise such assets as a public good, requires a sustainable ecosystem enabling different kinds of stakeholder in society, including but not limited to, citizens and advocacy groups, school and university students, policy analysts, scientists, software developers, journalists and politicians. Our working name for envisioning a sociotechnical infrastructure capable of engaging such a wide constituency is the Global Participatory Platform (GPP). We consider what it means to develop a GPP at the different levels of data, models and deliberation, motivating a framework for different stakeholders to find their ecological niches at different levels within the system, serving the functions of (i) sensing the environment in order to pool data, (ii) mining the resulting data for patterns in order to model the past/present/future, and (iii) sharing and contesting possible interpretations of what those models might mean, and in a policy context, possible decisions. A research objective is also to apply the concepts and tools of complexity science and social science to the project's own work. We therefore conceive the global participatory platform as a resilient, epistemic ecosystem, whose design will make it capable of self-organization and adaptation to a dynamic environment, and whose structure and contributions are themselves networks of stakeholders, challenges, issues, ideas and arguments whose structure and dynamics can be modelled and analysed. Graphical abstrac
Proceedings of the Fifth Mediterranean Conference on Information Systems: Professional Development Consortium
Collection of position statements of doctoral students and junior faculty in the Professional Development Consortium at the the Fifth Mediterranean Conference on Information Systems, Tel Aviv - Yafo
Examining Cultural Equity: Bostonâs Arts & Culture Sector
There is a cultural equity gap within the United Statesâ arts and culture landscape, constituting unequal representation of various identities in the arts, including, race, disability, gender, sexual orientation, and socioeconomic status. These inequities reproduce within arts management, academia, artist sales, and donor and foundation demographics and priorities. With the objective of working toward creative justice in Bostonâs arts and culture sector, this multiphase study employs transdisciplinary research using inductive, mixed-methods to learn: 1) current influencersâ understanding of the cultural equity gap; 2) current influencersâ motivations to eradicate the cultural equity gap; 3) how arts leaders with various marginalized identities conceptualize and operationalize leadership development for themselves; and 4) how arts leaders with various marginalized identities perceive barriers to access for positions of leadership in the arts and culture sector. These nuanced investigations support the foundational question: What are the social, emotional, economic, and cultural assets within Boston that can lead to creative justice and what reformation is still needed to achieve creative justice? Findings include attitudes and beliefs surrounding cultural equity, examination of historical and present-day oppressive structures, pipeline talent issues and opportunities, levers for change in building equity, and a call for culture shift
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Forging new pathways of sustainable development in resource-dependent global south regions. A discussion of related and unrelated variety
This thesis investigates how economic diversification takes place where significant regional disparities exist and there is a strong dependence on extractive industries. The context of the study will be Colombia, but this regional description is a feature of many Global South regions and therefore the framework, findings and contribution of the study will be relevant to many Global South areas beyond Colombia. A central thread of the thesis will be the global pressures for sustainable development, which render the question of how regions diversify their economies through technological innovation highly pertinent. Diversification efforts need to consider the social and environmental challenges and pressures driving new development dynamics and the views of a broad range of protagonists, in particular civil society, who are helping to shape these development pathways.
The thesis draws insights from the approach to regional diversification taken by the Evolutionary Economic Geography (EEG) literature. Traditionally, diversification has been seen as mainly driven by related variety, embodied in economic sectors, the technologies of which are closely related. This thesis argues that in the context of mining regions, diversification driven by related variety may continue to reproduce this highly polluting industry through unsustainable processes of technological change. Recently, in response to new environmental sustainability agendas, EEG literature has embraced unrelated diversification, using insights from transitions literature, as another route for diversification. This thesis argues that unrelated diversification opens a space for looking at other types of innovation and processes of regional diversification that may be relevant for cases of lagged regions with low levels of related variety or based on extractive industries.
Related and unrelated forms of diversification are examined through a mixed-method approach to assess the opportunities for diversification in twenty-eight regions in Colombia. The conditions under which unrelated diversification emerges are examined by looking at the case of BoyacĂĄ, a resource-based region where the interaction between place-based social movements and the mining industry create forces that imprint a new direction for regional policy and create alternative strategies of economic diversification. This methodological appraoch and the extension of the EEG framework make it possible to identify important new and under-theorised trends and processes of regional economic diversification that would otherwise remain under the radar and under-conceptualised. The contribution of this research lies in the understanding of unrelated diversification in resource-based regions as a constructed process that requires key drivers, actors, and learning dynamics. The thesis pins down some of the key elements of the interface between related diversification, unrelated diversification and sustainable development, and the types of new industry pathways that can be forged by these forms of diversification in Colombia. Finally, the results of this research advance the understanding of concepts in the literature of geography of transitions around path creation and bricolage in this context. Following the introduction, chapter 2 provides a literature review, chapter 3 describes the methodology and chapter 4 subsequently presents a typology of regional diversification in Colombia based on a quantitative analysis. Chapter 5 develops the case study and chapter 6 discusses the contribution of the thesis. Conclusions are drawn in chapter 7
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