Deep Dialog Act Recognition using Multiple Token, Segment, and Context Information Representations

Dialog act (DA) recognition is a task that has been widely explored over the years. Recently, most approaches to the task explored different DNN architectures to combine the representations of the words in a segment and generate a segment representation that provides cues for intention. In this study, we explore means to generate more informative segment representations, not only by exploring different network architectures, but also by considering different token representations, not only at the word level, but also at the character and functional levels. At the word level, in addition to the commonly used uncontextualized embeddings, we explore the use of contextualized representations, which provide information concerning word sense and segment structure. Character-level tokenization is important to capture intention-related morphological aspects that cannot be captured at the word level. Finally, the functional level provides an abstraction from words, which shifts the focus to the structure of the segment. We also explore approaches to enrich the segment representation with context information from the history of the dialog, both in terms of the classifications of the surrounding segments and the turn-taking history. This kind of information has already been proved important for the disambiguation of DAs in previous studies. Nevertheless, we are able to capture additional information by considering a summary of the dialog history and a wider turn-taking context. By combining the best approaches at each step, we achieve results that surpass the previous state-of-the-art on generic DA recognition on both SwDA and MRDA, two of the most widely explored corpora for the task. Furthermore, by considering both past and future context, simulating annotation scenario, our approach achieves a performance similar to that of a human annotator on SwDA and surpasses it on MRDA.Comment: 38 pages, 7 figures, 9 tables, submitted to JAI

Spatial and observational homogeneities of the galaxy distribution in standard cosmologies

This work discusses the possible empirical verification of the geometrical concept of homogeneity of the standard relativistic cosmology considering its various definitions of distance. We study the physical consequences of the distinction between the usual concept of spatial homogeneity (SH), as defined by the Cosmological Principle, and the concept of observational homogeneity (OH), arguing that OH is in principle falsifiable by means of astronomical observations, whereas verifying SH is only possible indirectly. Simulated counts of cosmological sources are produced by means of a generalized number-distance expression that can be specialized to produce either the counts of the Einstein-de Sitter (EdS) cosmology, which has SH by construction, or other types of counts, which do, or do not, have OH by construction. Expressions for observational volumes and differential densities are derived with the various cosmological distance definitions in the EdS model. Simulated counts that have OH by construction do not always exhibit SH features. The reverse situation is also true. Besides, simulated counts with no OH features at low redshift start showing OH characteristics at high redshift. The comoving distance seems to be the only distance definition where both SH and OH appear simultaneously. The results show that observations indicating possible lack of OH do not necessarily falsify the standard Friedmannian cosmology, meaning that this cosmology will not necessarily always produce observable homogeneous densities. The general conclusion is that the use of different cosmological distances in the characterization of the galaxy distribution lead to significant ambiguities in reaching conclusions about the behavior of the large-scale galaxy distribution in the Universe.Comment: 12 pages, 12 figures, LaTeX. Matches the final version sent to the journal. Accepted for publication in "Astronomy and Astrophysics

Inside and Outside the Band Exchange Rate Fluctuations for Brazil

This paper analyzes the empirical fit of a new approach to exchange rate target zones. Unlike most of the literature on target zones, we use an estimation procedure that takes explicitly into account the band constraints, and hence their effect on the expectations of agents. Crucially, we do not impose Uncovered Interest Parity to assess realignment expectations. Rather than a point estimate of the future exchange rate, we estimate the entire range of realizations anticipated by the markets, and the probability attributed to each range. We examine high-frequency Brazilian post-stabilization (stable) data in allowing for both realignment jumps and within-the-band jumps. Knowledge of the exchange rate distribution can be relevant not only to the private sector for the management of currency risk, but also to policymakers as a source of prompt market feedback to policy changes or other political and economic shocks.Exchange rates; Target zones; Brazil

Economic Policies and Bankruptcy Institutions: Brazil in a Period of Transition from Colony to Independent Nation

This paper studies the legislation on bankruptcy introduced into Brazil by D.João VI (1808-1821) and shows how this legislation was used in this period as an instrument of protection for certain specific economic activities. On one hand, this work deliberately seeks to incorporate institutions into the study of Brazilian economic history, based on the assumption that the lack of interest in the role played by these institutions has hindered a better understanding of the country’s economic development during the Nineteenth Century. On the other hand, this paper introduces new material for the purpose of re-assessing the economic policies enforced in this period. In fact the study of the bankruptcy legislation suggests that one of the Government’s main concern at the time was to promote the development of activities directly related to gold and sugar exports. Therefore the general and popular acceptance of the revolutionary character of the economic policy in this period is challenged.Institutions, Bankruptcy, D. João VI, Legislation

International Business Research: Understanding Past Paths to Design Future Research Directions

In this paper we examine the extant research in IB by conducting a bibliometric study of the articles published in three leading international business journals – International Business Review, Journal of International Business Studies and Management International Review, over their entire track record of publication available in the ISI – Institute for Scientific Information. In longitudinal analyses of citation data we ascertain the most relevant works to the international business field. We also identify intellectual interconnectedness in co-citation networks of the research published in each journal. A second-tier analysis delves into publication patterns of those articles that are not at the top citation listings. Our results permit us better understand and depict the extant international business research and, to some extent, its evolution thus far.info:eu-repo/semantics/publishedVersio