1,344 research outputs found

    Communication, Democracy, and Intelligentsia

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    In the early 1990s, a group of Russian and American scholars teamed up to investigate the impact of Gorbachev’s reform on Soviet society, focusing especially on the role the intelligentsia played in fomenting glasnost and perestroika. Results of this collaborative study were published in a volume Russian Culture at the Crossroads: Paradoxes of Postcommunist Consciousness (Shalin, 1996a). The contributors worked on the assumption that perestroika was an irreversible achievement, that distortions the reforms wrought in Russian society would be smoothed out over time. Today, this assumption appears overoptimistic. After nearly twenty years in power, Vladimir Putin dismantled key democratic institutions, badly weakened other, and established a personalistic regime that reversed many political gains brought about by his predecessors. An international team assembled for the present project starts with the premise that we live in the age of counterperestroika. Our focus is still on the intelligentsia and its contribution to dismantling the Soviet system, but now we want to explore the unanticipated consequences of social change threatening the existence of the intelligentsia as a distinct group. Our team includes prominent scholars, writers, and civil rights leaders who illuminate the political agendas and personal choices confronting intellectuals in today’s Russia. Contributors look at the current trends through different lenses, they disagree about the intelligentsia’s past achievements and looming future, yet they all feel the need to examine its local and world-historical significance. This essay aims to place the debate in historical context and elucidate its relevance to the field of communication studies. I begin with the communication-specific conditions fortifying democratic institutions and show how distorted communications have hobbled the Russian intelligentsia throughout history. Next, I review the social context within which the intelligentsia emerged, the special place it occupies in Russian discourse, and the acute distress counterperestroika inflicted on Russian society in general and public intellectuals in particular. After examining the systematic distortions that communication suffers in repressive societies, I zero in on the intelligentsia’s role in modeling emotionally intelligent conduct and scrutinize the communication sphere as the condition of possibility for a viable democracy. I close this introduction with a brief survey of the articles collected in this volume and reflections on the prospects for a communication theory in the pragmatist key

    Knowledge Graph semantic enhancement of input data for improving AI

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    Intelligent systems designed using machine learning algorithms require a large number of labeled data. Background knowledge provides complementary, real world factual information that can augment the limited labeled data to train a machine learning algorithm. The term Knowledge Graph (KG) is in vogue as for many practical applications, it is convenient and useful to organize this background knowledge in the form of a graph. Recent academic research and implemented industrial intelligent systems have shown promising performance for machine learning algorithms that combine training data with a knowledge graph. In this article, we discuss the use of relevant KGs to enhance input data for two applications that use machine learning -- recommendation and community detection. The KG improves both accuracy and explainability

    Ergodicity results for the open KPZ equation

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    We give a new proof of existence as well as two proofs of uniqueness of the invariant measure of the open-boundary KPZ equation on [0,1], for all possible choices of inhomogeneous Neumann boundary data. Both proofs yield an exponential convergence result in total variation when combined with the strong Feller property which was recently established in [Knizel-Matetski, arXiv:2211.04466]. An important ingredient in both proofs is the construction of a compact state space for the Markov operator to act on, which measurably contains all of the usual H\"older spaces modulo constants. Along the way, the strong Feller property is extended to this larger class of initial conditions. The arguments do not rely on exact descriptions of the invariant measures, and some of the results generalize to the case of a spatially colored noise and other boundary conditions.Comment: Changes in the 3rd version: added references, clarified details, corrected typo

    Contextualism: The Supreme Court\u27s New Standard of Judicial Analysis and Accountability

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    Over the past few years, the contextual approach to law has acquired considerable cachet in juridical discourses across the country. In the Supreme Court of Canada, contextualism is now the new standard of judicial analysis and accountability This article analyzes a decade of Supreme court jurisprudence on Charter interpretation, statutory interpretation and the common law in order to fully explicate what contextualism in law is, where it came from, and how it has achieved its current pre-eminent status. The future promise of the contextual approach is also here canvassed through a dialectical engagement with postmodernist concerns respecting inherent legal indeterminacies
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