Machine learning has been proven useful for solving the bottlenecks in building expert systems. Noise in the training instances will, however, confuse a learning mechanism. Two main steps are adopted here to solve this problem. The first step is to appropriately arrange the training order of the instances. It is well known from Psychology that different orders of presentation of the same set of training instances to a human may cause different learning results. This idea is used here for machine (...) learning and an order arrangement scheme is proposed. The second step is to modify a conventional noise-free learning algorithm, thus making it suitable for noisy environment. The generalized version space learning algorithm is then adopted to process the training instances for deriving good concepts. Finally, experiments on the Iris Flower problem show that the new scheme can produce a good training order, allowing the generalized version space algorithm to have a satisfactory learning result. (shrink)

Learning general concepts in imperfect environments is difficult since training instances often include noisy data, inconclusive data, incomplete data, unknown attributes, unknown attribute values and other barriers to effective learning. It is well known that people can learn effectively in imperfect environments, and can manage to process very large amounts of data. Imitating human learning behavior therefore provides a useful model for machine learning in real-world applications. This paper proposes a new, more effective way to represent imperfect training instances and (...) rules, and based on the new representation, a Human-Like Learning (HULL) algorithm for incrementally learning concepts well in imperfect training environments. Several examples are given to make the algorithm clearer. Finally, experimental results are presented that show the proposed learning algorithm works well in imperfect learning environments. (shrink)

Conscious visual perception can fail in many circumstances. However, little is known about the causes and processes leading to failures of visual awareness. In this study, we introduce a new signal detection measure termed subjective discriminability of invisibility that allows one to distinguish between subjective blindness due to reduction of sensory signals or to lack of attentional access to sensory signals. The SDI is computed based upon subjective confidence in reporting the absence of a target . Using this new measure, (...) we found that target misses were subjectively indistinguishable from physical absence when contrast reduction, backward masking and flash suppression were used, whereas confidence was appropriately modulated when dual task, attentional blink and spatial uncertainty methods were employed. These results show that failure of visual perception can be identified as either a result of perceptual or attentional blindness depending on the circumstances under which visual awareness was impaired. (shrink)

We conducted this study in order to understand the extent to which Taiwanese social studies teachers are prepared to grapple with controversial issues in their classrooms. To do so, we employed a curricular-instructional gatekeeping framework to make meaning of teacher decisions and the contexts in which they work. We conducted semi-structured interviews with 18 preservice teachers and five university professors of teacher education in Taiwan. The findings suggest that writ large, social studies education in Taiwan is largely social science education (...) and within this context, preservice teachers have variable conceptualizations of controversial issues which are shaped by a wide variety of external forces that ultimately serve to undermine enactment of discussion. (shrink)

As Paulo Freire’s education theory for social change and emancipation is being continually studied and disseminated in East Asia, it has faced skepticism as some educators are unfamiliar with its critical pedagogy or education for freedom concepts. In light of this, scholars have attempted to compare Freirean philosophies with concepts in Chinese philosophy of education as a way of bridging East and West. Diverging from previous studies that use popular Chinese philosophies (such as Confucianism) to connect with Freirean theory, this (...) paper introduces an understudied but compatible Chinese philosophical thought, Mohism, for comparison with Freirean theory. Mohism is a political philosophy for the working class that expanded into grassroots movements for people’s welfare in ancient China. The Mohist bottom-up approach echoes the grassroots emancipatory pedagogy that underlies Freirean philosophy. A comparative analysis of education concepts in both philosophies reveals that despite differences in the educational content of Freirean theory and Mohism, there are similarities in their conceptualization of education for anti-oppression and praxis for social change. Implications for utilizing Mohist philosophy to contemplate Freirean philosophy within the East Asian educational context are also explored. Ultimately this paper revives educational concepts of Mohism that aligns with Freirean philosophy to a broader audience of scholars and educators. (shrink)

Given the sordid history of injustices linking genetics to race and ethnicity, considerations of justice are central to ensuring the responsible development of precision medicine programmes around the world. While considerations of justice may be in tension with other areas of concern, such as scientific value or privacy, there are also tensions between different aspects of justice. This paper focuses on three particular aspects of justice relevant to this precision medicine: social justice, distributive justice and human rights. We describe the (...) implications of each for the use of race and ethnicity in precision medicine, and also how they intersect and potentially conflict with each another. By attending to these intersections, we aim to enrich and add nuance to debates over how best to proceed with precision medicine initiatives. (shrink)

Literary narratives are well recognised for their power to foster engagement with complex social themes. Transmedia narratives, which present the same story in different media, can help advance both critical multimodal discourse studies and multiliteracies pedagogies. To harness this potential, we need to develop methods for systematically relating media affordances to discourse-semantic patterns and the broad social themes these patterns construct in narratives, and ensure these methods build on the knowledge learners bring to the classroom. This article introduces a social (...) semiotic method for analysing transmedia narratives and illustrates its ability to reflect the persuasive power of narrative and build on young children's critical multimodal awareness. This is achieved through a case study comprising data from three adaptations of the same award-winning narrative - animated film (Joyce, W. (Producer), Joyce, W., & Oldenburg, B. (Directors) (2011). The fantastic flying books of Mr Morris Lessmore [Motion Picture]. Moonbot Studios), interactive app (Moonbot Studios. (2011). The fantastic flying books of Mr Morris Lessmore (Version 1.4). [Mobile Application Software]), and traditional-format picture book (Joyce, W. (2012). The fantastic flying books of Mr Morris Lessmore. Illustrations by William Joyce and Joe Bluhm. Moonbot Books) - and mother-child interactions with the book and the app. (shrink)

Ethical decision-making frameworks assist in identifying the issues at stake in a particular setting and thinking through, in a methodical manner, the ethical issues that require consideration as well as the values that need to be considered and promoted. Decisions made about the use, sharing, and re-use of big data are complex and laden with values. This paper sets out an Ethics Framework for Big Data in Health and Research developed by a working group convened by the Science, Health and (...) Policy-relevant Ethics in Singapore Initiative. It presents the aim and rationale for this framework supported by the underlying ethical concerns that relate to all health and research contexts. It also describes a set of substantive and procedural values that can be weighed up in addressing these concerns, and a step-by-step process for identifying, considering, and resolving the ethical issues arising from big data uses in health and research. This Framework is subsequently applied in the papers published in this Special Issue. These papers each address one of six domains where big data is currently employed: openness in big data and data repositories, precision medicine and big data, real-world data to generate evidence about healthcare interventions, AI-assisted decision-making in healthcare, public-private partnerships in healthcare and research, and cross-sectoral big data. (shrink)

As opposed to a ‘one size fits all’ approach, precision medicine uses relevant biological, medical, behavioural and environmental information about a person to further personalize their healthcare. This could mean better prediction of someone’s disease risk and more effective diagnosis and treatment if they have a condition. Big data allows for far more precision and tailoring than was ever before possible by linking together diverse datasets to reveal hitherto-unknown correlations and causal pathways. But it also raises ethical issues relating to (...) the balancing of interests, viability of anonymization, familial and group implications, as well as genetic discrimination. This article analyses these issues in light of the values of public benefit, justice, harm minimization, transparency, engagement and reflexivity and applies the deliberative balancing approach found in theEthical Framework for Big Data in Health and Research to a case study on clinical genomic data sharing. Please refer to that article for an explanation of how this framework is to be used, including a full explanation of the key values involved and the balancing approach used in the case study at the end. Our discussion is meant to be of use to those involved in the practice as well as governance and oversight of precision medicine to address ethical concerns that arise in a coherent and systematic manner. (shrink)

In this letter we focus on the cognitive science of consciousness. The general message is that, while this interdisciplinary area has made much progress in recent years, there is a tendency of downplaying conceptual issues, and therefore underestimating the difficulties of various problems. We briefly focus on a few prominent examples only, due to the space limit, but the general message should be clear: this recent tendency can be problematic for the progress of the consciousness branch of cognitive sciences.

The accession and implementation of new generation free trade agreements bring numerous opportunities as well as challenges to Viet Nam, regarding trade, labor and investment. The increasing number of workers abroad puts a pressure on Vietnamese government to support them in new working cultures and environments. The application of chatbot, which has been known to help certain vulnerable groups such as patients, women and migrants could be one of the tools to support Vietnamese migrant workers by providing immediate information, network (...) connection and consultation. Analyzing the results of the qualitative interviews with 11 migrant workers and the group discussion with two sections from three public social media groups and three active informants, the article argues that migrant workers as a vulnerable group who are supposed to be promising users of chatbot due to their great demand and needs, may have a complicated form of trust and expectation in chatbot. (shrink)

Background We aimed to examine the ethical concerns Singaporeans have about sharing health-data for precision medicine and identify suggestions for governance strategies. Just as Asian genomes are under-represented in PM, the views of Asian populations about the risks and benefits of data sharing are under-represented in prior attitudinal research. Methods We conducted seven focus groups with 62 participants in Singapore from May to July 2019. They were conducted in three languages and analysed with qualitative content and thematic analysis. Results Four (...) key themes emerged: nuanced understandings of data security and data sensitivity; trade-offs between data protection and research benefits; trust in the public and private sectors; and governance and control options. Participants were aware of the inherent risks associated with data sharing for research. Participants expressed conditional support for data sharing, including genomic sequence data and information contained within electronic medical records. This support included sharing data with researchers from universities and healthcare institutions, both in Singapore and overseas. Support was conditional on the perceived social value of the research and appropriate de-identification and data security processes. Participants suggested that a data sharing oversight body would help strengthen public trust and comfort in data research for PM in Singapore. Conclusion Maintenance of public trust in data security systems and governance regimes can enhance participation in PM and data sharing for research. Contrary to themes in much prior research, participants demonstrated a sophisticated understanding of the inherent risks of data sharing, analysed trade-offs between risks and potential benefits of PM, and often adopted an international perspective. (shrink)

The main purpose of this study is to explore and map the intellectual structure of business ethics studies during 1997–2006 by analyzing 85,000 cited references of 3,059 articles from three business ethics related journals in SSCI and SCI databases. In this article, co-citation analysis and social network analysis techniques are used to research intellectual structure of the business ethics literature. We are able to identify the important publications and the influential scholars as well as the correlations among these publications by (...) analyzing citation and co-citation. Three factors emerged in this study are: (1) ethical/unethical decision making, (2) corporate governance and firm performance, and (3) ethical principles and code of conduct. (shrink)

In recent years, knowledge management has been utilized as an essential strategy to foster the creation of organizational intellectual capital. Organizational intellectual capital can be derived both individually and collectively in the process to create, store, share, acquire, and apply personal and organizational knowledge. However, some organizations only focus on the development of public good, despite the concerns arising from individuals' self-interest or possible risks. The different concern of individual and collective perspectives toward knowledge management inevitably leads to ethical conflicts (...) and ethical culture in the organization (Jarvenpaa et al., J Manage Inf Syst 14(4): 29-64, 1998; Ruppel and Harrington, IEEE Trans Prof Commun 44(l): 37-52, 2000). The purpose of this study is to examine the ethical climate within the organization and its possible influence on members' evaluation, satisfaction, engagement, and job performance with respect to knowledge management practice. The research results reveal that several types of organizational ethical climate coexist in the organization and have different degrees of influence on employees' attitude as well as participation in knowledge management activities. In this article, we argue the importance of organizational ethical climate and highlight the implications of such a climate for facilitating knowledge management. (shrink)

This study aims to propose a framework considering both economic issues and environmental effects in technology evaluation in order to provide firms' decision makers a useful reference in adopting technologies that will enable them to fulfill corporate social responsibilities and get competitive advantages at the same time. Recently, the demands for technology evaluation have increased with the flourishing development of technology licensing, technology transaction or joint venture on the one hand and with the pressing needs of environmental protection for human (...) beings' sustainable development on the other hand. Under such conditions, it thus goes without saying that firms' decision makers are propelled to take into account both economic benefits and environmental effects in evaluating technologies by choosing low or nonpolluting technologies for manufacturing products. Although technology evaluation is not a new and emerging subject currently besetting scholars in the field of management, previous research on this topic has unwittingly left behind the pressing issue of environmental effects. Based on this observation, this study purports to develop a new framework for technology evaluation by taking both economic benefits and environmental perspectives into consideration. In it, we seek to demonstrate that our proposed framework will not only be a workable model but also can serve as a useful point of reference for technology appraisers and firms' decision makers. (shrink)

This essay aims to explore the meaning of freedom from a comparative perspective, focusing on critical comparisons between the discourses of liberalism and Neo-Confucianism. In so doing, my specific purpose is to characterize one of the possible, and perhaps the most plausible, presentations of Confucian liberalism as a perfectionist form of Hegelian liberalism. The contents are organized into three major sections.To begin with, thanks largely to Isaiah Berlin’s “Two Concepts of Liberty” and Chang Fo-ch’üan’s Tzu-yu yü jen-ch’üan, an asymmetry emerged (...) in conceptualizing negative and positive freedom in the Chinese context; this development suggests that whereas negative.. (shrink)

Precision medicine is an emerging approach to treatment and disease prevention that relies on linkages between very large datasets of health information that is shared amongst researchers and health professionals. While studies suggest broad support for sharing precision medicine data with researchers at publicly funded institutions, there is reluctance to share health information with private industry for research and development. As the private sector is likely to play an important role in generating public benefits from precision medicine initiatives, it is (...) important to understand what the concerns are and how they might be mitigated. This study reports outcomes of a deliberative method of citizen engagement in Singapore that asked whether sharing precision medicine data with private industry would be permissible, and if so, under what circumstances. Findings from this citizens’ jury suggest sharing with industry would be permissible under certain conditions that are set out in nine recommendations. Implications of the recommendations and their underlying assumptions for policy decision makers are discussed. This study aligns with prior international studies which found conditional acceptance for data sharing with private industry, a public benefit requirement, specific reluctance to share with insurance companies and an emphasis on accountability and transparency to demonstrate trustworthiness. However, our results differ from prior studies in that opt-in consent did not dominate the deliberations as jurors were able to set it aside as an assumed prerequisite for participation in a precision medicine programme. (shrink)

Counter to ‘political meritocracy’, the goal of this article is to present a different approach to incorporating the Confucian political ideal into an ethical modification of liberal democracy, nam...

To do theology in the twenty-first century, we must understand Hegel. In this accessible introduction, Tseng examines the philosopher's significant influence on European thought in general and Protestant theology in particular.

Writing firmly in the Reformed tradition, Professor Shao Kai Tseng presents a reinterpretation and critical appreciation of Kant-whose complex philosophy gave rise to the secularization of modern society.

This study examines the mediating role of felt accountability and cost–benefit consideration in the relationship between implicit ethics institutionalization and ethical selling intention. The research hypotheses are developed and tested with data collected using a scenario‐based questionnaire. The research design proposes two types of ethical dilemmas. In the first dilemma, the insurance salespeople are told that the dishonest selling behavior will lead to a profitable outcome. In the second dilemma, the insurance salespeople are informed that the honest selling behavior will (...) lead to an unprofitable outcome. The findings show that implicit ethics institutionalization is positively related to felt accountability, cost–benefit consideration and ethical selling intention, while felt accountability and cost–benefit consideration could partially mediate the relationship between implicit ethics institutionalization and the insurance salespeople’s ethical selling intention. The study highlights the importance of implicit ethics institutionalization in sales ethics and helps researchers and practitioners to better understand the mediators of felt accountability and cost–benefit consideration through which implicit ethics institutionalization benefits ethical selling intention. (shrink)

Following the pioneering studies of the receptive field (RF), the concept gained further significance for visual perception by the discovery of input effects from beyond the classical RF. These studies demonstrated that neuronal responses could be modulated by stimuli outside their RFs, consistent with the perception of induced brightness, color, orientation, and motion. Lesion scotomata are similarly modulated perceptually from the surround by RFs that have migrated from the interior to the outer edge of the scotoma and in this way (...) provide filling-in of the void. Large RFs are advantageous to this task. In higher visual areas, such as the middle temporal and inferotemporal lobe, RFs increase in size and lose most of their retinotopic organization while encoding increasingly complex features. Whereas lowerlevel RFs mediate perceptual filling-in, contour integration, and figure–ground segregation, RFs at higher levels serve the perception of grouping by common fate, biological motion, and other biologically relevant stimuli, such as faces. Studies in alert monkeys while freely viewing natural scenes showed that classical and nonclassical RFs cooperate in forming representations of the visual world. Today, our understanding of the mechanisms underlying the RF is undergoing a quantum leap. What had started out as a hierarchical feedforward concept for simple stimuli, such as spots, lines, and bars, now refers to mechanisms involving ascending, descending, and lateral signal flow. By extension of the bottom-up paradigm, RFs are nowadays understood as adaptive processors, enabling the predictive coding of complex scenes. Top-down effects guiding attention and tuned to task-relevant information complement the bottom-up analysis. (shrink)

The conceptual metaphor “THOUGHT IS FOOD” is exemplified in many verbal expressions. Nevertheless, how food metaphors are realized through the actual dining experience remains unexplored. Based on a food design event called EATAIPEI that took place in the London Design Festival in 2015, one aimed at promoting Taipei as World Design Capital 2016, this article analyzes how the multimodal metaphors of food were creatively represented and elaborated within it. This study proposes an analytical framework that combines insights from cognitive linguistics (...) with an intercultural performative view of food presentation and food metaphor. More specifically, it treats complex metaphors as resulting from the interactions of primary metaphors, proposition schemas and intercultural performance. The multimodal metaphors of food are complex metaphors composed of combined sets of primary metaphors, enriched by schema propositions and embedded within food performance. The experience of eating in the event reactivates the sensorimotor experiences that underpin the complex metaphors. (shrink)

We provide empirical examples to conceptually clarify some items on Firestone & Scholl’s (F&S’s) checklist, and to explain perceptual effects from an attentional and memory perspective. We also note that action and embodied cognition studies seem to be most susceptible to misattributing attentional and memory effects as perceptual, and identify four characteristics unique to action studies and possibly responsible for misattributions.

This study investigates how COVID-19 advice is creatively delivered in a one-minute video produced by the Taiwan Centers for Disease Control in February 2022. It examines metaphors in verbal, visual, and multimodal modes, and illustrates how such metaphors interact with multimodal narrativity. Drawing on the insights of studies on multimodal metaphors, this paper seeks to identify which are the most pervasive metaphors or what dominant metaphor, if any, is used in the video. It finds that the metaphorical mappings between coping (...) with the covid pandemic and handling olympic weightlifting are represented across modes and that the creative delivery of COVID-19 advice is woven from a warp of metaphors in various modes and a weft of narrativity across modes. Such metaphorical creativity is underpinned by the semiotic flow that features four interconnected configurations: moving between metaphorization, literalization, and re-metaphorization; somehow blurring the source-target boundary; expanding the range of functions that the multimodal representation can serve; and initiating a metaphorical thought from one or more contextual factors. (shrink)

This study aimed at exploring the impact of post-epidemic era on teachers’ behavioral intention of distance education. In this study, purposive sampling method was used to enroll 390 teachers in colleges and universities, high schools and vocational schools, and junior high and elementary schools to be the research subjects for the questionnaire survey. A total of 360 questionnaires were collected for statistics, and AMOS 23.0 statistical software was used to analyze the correlation between variables. Meanwhile, a structural equation model was (...) used to analyze and verify the impact of the technology acceptance model, information system success model, and diffusion of innovations theory. According to the results, the system quality of distance teaching platforms certainly affected perceived usefulness, and perceived usefulness affected teachers’ attitudes toward using distance teaching systems. In addition, perceived ease of use had an impact on perceived usefulness, and trialability had an impact on teachers’ attitudes toward using distance teaching systems. Finally, teachers’ attitude toward using a distance teaching system also affected their behavioral intention. According to the results, suggestions were made in this study to teachers and students for distance teaching. Additionally, the main contribution of this study lies in providing specific strategies for further distance teaching through empirical results in combination with on-site teaching. (shrink)

Given the sordid history of injustices linking genetics to race and ethnicity, considerations of justice are central to ensuring the responsible development of precision medicine programmes around the world. While considerations of justice may be in tension with other areas of concern, such as scientific value or privacy, there are also tensions between different aspects of justice. This paper focuses on three particular aspects of justice relevant to this precision medicine: social justice, distributive justice and human rights. We describe the (...) implications of each for the use of race and ethnicity in precision medicine, and also how they intersect and potentially conflict with each another. By attending to these intersections, we aim to enrich and add nuance to debates over how best to proceed with precision medicine initiatives. (shrink)

This is the first book-length study to provide a structured interpretation of the significance of Michael Oakeshott's critique of the Enlightenment. By seeing the thinker as a 'sceptical idealist’ posing a serious challenge to the intellectual positions informed by the Enlightenment, this book attempts to resolve some of the issues debated by Oakeshott scholars. The author argues that Oakeshott’s famous critique of philosophisme and Rationalism in fact expresses a sense of the crisis of philosophical modernity. Moreover, notwithstanding some recent interpretations, (...) throughout his intellectual career Oakeshott has never altered his analysis of these two themes: philosophy as the persistent re-establishment of completeness by transcending abstractness, and the modes of experience as self-consistent worlds of discourse. To apply this philosophy in his moral and political writings, Oakeshott has redressed an imbalance in favour of the Enlightenment ethical position — ‘the sovereignty of technique’, ‘demonstrative moral truth’, ’the politics of faith’ and ‘enterprise association’ — by revitalising the importance of ‘traditional knowledge’, ‘conversation’, ‘intimation’, ‘the politics of scepticism’ and ‘civil association’. Oakeshott is neither a doctrinal liberal nor a dogmatic conservative, but a philosophical sceptic. Moreover, Oakeshott’s contribution to history not only lies in his effort to transcend the Enlightenment historiographical position — by separating the historical from the naturalised conception of History on which so-called ‘scientific history’ rests — but also in his idealistic solution for the ‘temporal dilemma’ and the ‘epistemic tension’ in history that have long bothered philosophers. (shrink)

This study analyzes metaphors in Taiwanese oracular poetry, known as tshiam-si, an Eastern genre written in Chinese and used in many temples in Taiwan. The genre consists of a set of poems representing a myriad of potential divine messages for problem-stricken individuals wanting to seek help from the Divine in the folk religious context. Collected from on-the-spot tshiam-si interpretations conducted in two temples in Taiwan, the data comprised five cases of tshiam-si interpretations. Building on several recent studies that advocate complementary (...) perspectives on metaphor, this article demonstrates how explanations of tshiam-si interpretations benefit from cognitive linguistic and relevance theoretic approaches to metaphors, and how the complementary approaches fit in well with some aspects of real-life tshiam-si interpretations. All in all, by attending to the conceptual, the sociocultural, and the pragmatic of tshiam-si metaphors, this study explores the dynamic coupling of metaphorical cognition and metaphorical communication. (shrink)

Although they hold different political positions, Oakeshott and Dunn actually share in common a sceptical reading of the human condition and the nature of politics. There are, however, two sceptical traditions within the British context that they seem, respectively, to have followed: the Humean autonomy of practice and the Lockean quest for guidance. It is hoped that by tracing their sources back to Hume and Locke, Oakeshott's and Dunn's conflicting views on the theory of practical reason, namely the detachment view (...) versus the engagement view, can be well explicated, and that the differentia between the `right' and the `left' can be philosophically reconsidered. (shrink)

ABSTRACT The purpose of this article is to examine the meditation practices of Chinese Buddhists during the COVID-19 pandemic, focusing on their motivation and activities, and the health benefits derived from meditation. Initially, the article delves into the motivations driving Chinese Buddhists to practise meditation. Subsequently, it explores the meditation-related activities undertaken by Chinese Buddhists. The article also investigates the role of faith in fostering resilience within the Chinese Buddhist community by exploring the medical benefits of meditation, with special emphasis (...) on its effectiveness in alleviating health issues stemming from the COVID-19 outbreak. This article reveals that the motivation for practising meditation arises from the aspiration to attain enlightenment in accordance with Buddhist teachings and that the meditation-related activities not only spread across major Chinese Buddhist communities worldwide but also serve as a source of solace for followers grappling with the challenges posed by the pandemic. Additionally, the article provides strong evidence to support that meditation-based interventions have positive effects on mental and physical health problems caused by the pandemic. (shrink)

Scholars of critical algorithmic studies, including those from geography, anthropology, Science and Technology Studies and communication studies, have begun to consider how algorithmic devices and platforms facilitate democratic practices. In this article, I draw on a comparative ethnography of two alternative open-source algorithmic platforms – Decide Madrid and vTaiwan – to consider how they are dynamically constituted by differing algorithmic–human relationships. I compare how different algorithmic–human relationships empower citizens to influence political decision-making through proposing, commenting, and voting on the urban (...) issues that should receive political resources in Taipei and Madrid. I argue that algorithmic empowerment is an emerging process in which algorithmic–human relationships orient away from limitations and towards conditions of plurality, actionality, and power decentralisation. This argument frames algorithmic empowerment as bringing about empowering conditions that allow (underrepresented) individuals to shape policy-making and consider plural perspectives for political change and action, not as an outcome-driven, binary assessment (i.e. yes/no). This article contributes a novel, situated, and comparative conceptualisation of algorithmic empowerment that moves beyond technological determinism and universalism. (shrink)

This paper seeks to bypass assumptions that researchers in critical algorithmic studies and urban studies find it difficult to study algorithmic systems due to their black-boxed nature. In addition, it seeks to work against the assumption that advocating for transparency in algorithms is, therefore, the key for achieving an enhanced understanding of the role of algorithmic technologies on modern life. Drawing on applied assemblage thinking via the concept of the urban assemblage, I demonstrate how the notion of urban assemblage can (...) work as an alternative way to explore the distributed and potential dimensions of what has been termed as Urban AI phenomena. Rather than seeing Urban AI phenomena as black-boxed, unknown and opaque, the notion of urban assemblage locates such entities within the wider contests of the city: urban places, communities and politics, where human-algorithmic relationships gather and disperse. In addition, this approach focuses on the potentialities of Urban AI phenomena—how algorithmic systems can operate differently through different aspects of the city—which can be seen to manifest new forms of resistance, collective actions and democracy. I use a case study of an algorithmic system designed to facilitate digital democracy—vTaiwan—to exemplify how assemblage methodology foregrounds the role of cities as spaces and places for exploring the democratic possibilities of algorithmic systems. This paper concludes with discussion of how the assemblage methodology contributes to serve as a bridge between critical algorithm studies and recent studies of platform urbanism. (shrink)