COVID-19 is a disease that affects the quality of life in all aspects. However, the government policy applied in 2020 impacted the lifestyle of the whole world. In this sense, the study of sentiments of people in different countries is a very important task to face future challenges related to lockdown caused by a virus. To contribute to this objective, we have proposed a natural language processing model with the aim to detect positive and negative feelings in open-text answers (...) obtained from a survey in pandemic times. We have proposed a distilBERT transformer model to carry out this task. We have used three approaches to perform a comparison, obtaining for our best model the following average metrics: Accuracy: 0.823, Precision: 0.826, Recall: 0.793 and F1 Score: 0.803. (shrink)

Digital access to large amounts of scholarly text presents both challenges and opportunities for researchers in the humanities. Meeting these challenges depends on having high-quality representations of the contents of digital resources suitable for both machines and humans to use. Different ways of categorizing these contents are appropriate for different purposes, leading to the further problem of relating the contents of different categorization schemes to each other. This essay discusses the rationale for categorizing philosophical concepts and surveys some (...) of the main approaches to doing so for materials that are continuously changing. It describes the goals and methods of the Indiana Philosophy Ontology project and provides an example of the kind of analysis that is made possible by powerful modeling methods. (shrink)

This article examines the common-sense and methodical ways in which “the citizen” is produced and enrolled as an active participant in “sustainable” regional planning. Using Membership Categorization Analysis, we explicate how the categorization procedures in the Foreword of a draft regional planning policy interactionally produce the identity of “the citizen” and “civic values and obligations” in relation to geographic place and institutional categories. Furthermore, we show how positioning practices establish a relationship between authors (government) and readers (citizens) where (...) both are ascribed with the same moral values and obligations toward the region. Hence, “the citizen” as an active participant in “sustainable” regional planning is viewed as a practical accomplishment that is underpinned by a normative morality associated with the task of producing orderliness in “text-in-interaction.”. (shrink)

Legislation usually lacks a systematic organization which makes the management and the access to norms a hard problem to face. A more analytic semantic unit of reference (provision) for legislative texts was identified. A model of provisions (provisions types and their arguments) allows to describe the semantics of rules in legislative texts. It can be used to develop advanced semantic-based applications and services on legislation. In this paper an automatic bottom-up strategy to qualify existing legislative texts in terms of provision (...) types is described. (shrink)

Given that written texts are characterized by indexicality and incompleteness; how is it that they are read and followed then judged adequate? In particular how are social scientific arguments read as plausible under such conditions? It is suggested that the very natural language that renders such arguments in principle problematic, provides a resource in its textual particulars for the repair of indexicality. The article analyzes some local textual features with methods borrowed from conversational analysis to demonstrate three reader/writer strategies 'age (...) orientation', the categorization of a population as more than incidentally juvenile; establishing 'author authority' ; and 'investing' (apparently senseless actors with 'purpose'. (shrink)

The use of ensemble learning, deep learning, and effective document representation methods is currently some of the most common trends to improve the overall accuracy of a text classification/categorization system. Ensemble learning is an approach to raise the overall accuracy of a classification system by utilizing multiple classifiers. Deep learning-based methods provide better results in many applications when compared with the other conventional machine learning algorithms. Word embeddings enable representation of words learned from a corpus as vectors that (...) provide a mapping of words with similar meaning to have similar representation. In this study, we use different document representations with the benefit of word embeddings and an ensemble of base classifiers for text classification. The ensemble of base classifiers includes traditional machine learning algorithms such as naïve Bayes, support vector machine, and random forest and a deep learning-based conventional network classifier. We analysed the classification accuracy of different document representations by employing an ensemble of classifiers on eight different datasets. Experimental results demonstrate that the usage of heterogeneous ensembles together with deep learning methods and word embeddings enhances the classification performance of texts. (shrink)

This essay outlines answers to the problem of evil from Jewish perspectives. The essay uses traditional Jewish sources to illustrate theodicies familiar in other religious traditions, and introduces a few less familiar Jewish theodicies besides. Other responses to the problem of evil are also considered. Jewish responses are not usually framed in contemporary philosophical categories, and mine is an attempt at categorization. The traditional Jewish sources might show some promise of contributing to contemporary philosophical debate.

Education public opinion information management is an important research focus in the field of Education Data Mining. In this paper, we classify the education data information based on the traditional Flat-OCC model. From the cognitive psychology perspective, we identify up to 12 kinds of emotions, including sadness and happiness. In addition, the EMO-CBOW model is also proposed in this paper to further identify emotion by using various emoticons in educational data sets. The empirical result shows that the proposed Flat-OCC model (...) can classify and identify the emotion of education public opinion data well; and for the recognition of educational emotion classification, the categorization accuracy of the Flat-OCC+EMO-CBOW model is significantly higher than that of a single Flat-OCC model, which reveals that the emotional-pack-based model we propose can enhance our benchmark model. (shrink)

Scribal copying is investigated as a test case for the memetic and epidemiological models for explaining the distribution of cultural items. We may hypothesize that the incidence of errors could be low enough to allow two conditions for neo-Darwinian explanation to be fulfilled: first, that there be a rather reliable mechanism for heredity, and second that occasional mutations might produce a version more likely to survive and be propagated than the exemplar. Scriptorial conventions are reviewed. Textual criticism is investigated. Finally, (...) some attention is given to the psychology of language perception and production. In conclusion, it is argued that the memetic model for cultural transmission is not generally fecund while the epidemiological model is. (shrink)

The two aims of the paper were to systematically review and critique social science and linguistic text analyses of nursing records in order to inform future research in this emerging area of research. Systematic searches in reference databases and in citation indexes identified 12 articles that included analyses of the social and linguistic features of records and recording. Two reviewers extracted data using established criteria for the evaluation of qualitative research papers. A common characteristic of nursing records was the (...) economical use of language with local meanings that conveyed little information to the uninitiated reader. Records were dominated by technocratic‐medical discourse focused on patients’ bodies, and they depicted only very limited aspects of nursing practice. Nurses made moral evaluations in their categorisation of patients, which reflected detailed surveillance of patients’ disturbing behaviour. The text analysis methods were rarely transparent in the articles, which could suggest research quality problems. For most articles, the significance of the findings was substantiated more by theoretical readings of the institutional settings than by the analysis of textual data. More probing empirical research of nurses’ records and a wider range of theoretical perspectives has the potential to expose the situated meanings of nursing work in healthcare organisations. (shrink)

The article argues that cognitive linguistic theory may prove an alternative to the Montague paradigm for designing natural language understanding systems. Within this framework it describes a system which models language understanding as a dialogical process between user and computer. The system operates with natural language texts as input and represent language meaning as entity-relationship diagrams.

Nicomachean Ethics/NE, Book III, Chapters 1-5, provides Aristotle’s account of “Voluntary Movement.” It, thus, draws the Passion-Action distinction, only posited earlier in Categories, while also serving as the linchpin of NE’ discussion of Virtue, in explicitly connecting it to Right Reason. My explication of this text renders its terminology consistent with the Law of Excluded Middle and rebuts two criticisms of the Eudaimonistic Axiology on which it is based. These results are shown to be entailments of Aristotle’s doctrine that (...) Voluntary is (a) Relative. That categorization is then used to help treat a problematic case of Deliberation beyond his purview. (shrink)

The essays gathered here demonstrate and justify the excitement and promise of cognitive historicism, providing a lively introduction to this new and quickly growing area of literary studies. Written by eight leading critics whose work has done much to establish the new field, they display the significant results of a largely unprecedented combination of cultural and cognitive analysis. The authors explore both narrative and dramatic genres, uncovering the tensions among presumably universal cognitive processes, and the local contexts within which complex (...) literary texts are produced. Alan Richardson's opening essay evaluates current approaches to the study of literature and cognition, locating them on the map of recent literary studies, indicating their most compelling developments to date, and suggesting the most promising future directions. The seven essays that follow provide innovative readings of topics ranging from Shakespeare (Othello, Macbeth, Cymbeline, The Rape of Lucrece) through Samuel Richardson's Clarissa, to contemporary authors Ian McEwan and Gilbert Sorrentino. They underscore some of the limitations of new historicist and post-structuralist approaches to literary cultural studies while affirming the value of supplementing rather than supplanting them with insights and methods drawn from cognitive and evolutionary theory. Together, they demonstrate the analytical power of considering these texts in the context of recent studies of cultural universals, 'theory of mind, ' cognitive categorization and genre, and neural-materialist theories of language and consciousness. This groundbreaking collection holds appeal for a broad audience, including students and teachers of literary theory, literary history, cultural studies, and literature and science studies. (shrink)

Ce texte propose une série de réflexions qui s'inscrivent dans la lignée des travaux menés avec Douglas Hofstadter sur les processus analogiques. Nous estimons que ces réflexions sont à la fois profondément compatibles avec les idées de Gilles Fauconnier et soulignent l'importance de ses contributions. Plus précisément, cet article a trois objets. Le premier remet en question la possibilité d'une perception littérale et rend au contraire cette hypothèse psychologiquement improbable. Il soutient une perspective interprétative selon laquelle les concepts s'interposent dans (...) toutes les activités mentales, de la perception la plus triviale aux idées les plus abstraites. Le deuxième concerne les liens entre analogie et catégorisation, aboutissant au constat que les distinctions établies entre ces notions dans le sens commun et les traditions académiques se dissolvent au fur et à mesure que l'analyse s'approfondit. Le troisième met l'accent sur les intrications contre-intuitives entre form... (shrink)

The syntagmatic paradigmatic model is a distributed, memory‐based account of verbal processing. Built on a Bayesian interpretation of string edit theory, it characterizes the control of verbal cognition as the retrieval of sets of syntagmatic and paradigmatic constraints from sequential and relational long‐term memory and the resolution of these constraints in working memory. Lexical information is extracted directly from text using a version of the expectation maximization algorithm. In this article, the model is described and then illustrated on a (...) number of phenomena, including sentence processing, semantic categorization and rating, short‐term serial recall, and analogical and logical inference. Subsequently, the model is used to answer questions about a corpus of tennis news articles taken from the Internet. The model's success demonstrates that it is possible to extract propositional information from naturally occurring text without employing a grammar, defining a set of heuristics, or specifying a priori a set of semantic roles. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Decolonial Movidas: María Lugones’s Notion of Decolonial Aesthesis through CosmologiesDenise Meda CalderonIntroductionMaría Lugones advances a decolonial feminist methodology that allows one to see both dehumanizing social reductions of colonized peoples and the resistant relations operating within non-dominant socialities. By exploring this double “seeing,” I articulate the relationship between resistant socialities and Lugones’s notion of decolonial aesthesis. In her only published text on decolonial aesthesis, Lugones states: “Thinking about (...) aesthesis, I think about the body and permeability and all that permeability allows us to reconceive about the world we live in” (qtd. in Ortega 275). Lugones promotes a notion of decolonial aesthesis that engages a resistant permeable sensing and, I argue, is exposed by her distinct approach to cosmology.1My analysis begins with Lugones’s decolonial methodology to articulate a “seeing” of coloniality that I contend leads to her development of decolonial aesthesis. In particular, I show that Lugones sketches a view of decolonial aesthesis as a sensing that grounds resistance to dehumanizing social reductions and reveals a non-dominant social relationality expressed through concrete sensuous movements. I suggest that Lugones theorizes a communal interconnected dimension of resistance as decolonial aesthesis through cosmologic relation. To flesh out this point, I turn to two interlocutors central to Lugones’s intellectual genealogy: Gloria Anzaldúa and Rodolfo Kusch. I conclude by interpreting Lugones’s reading of Anzaldúa as a coalitional movida performing decolonial aesthesis.Moving to “Seeing” ColonialityLugones’s 2010 essay “Toward a Decolonial Feminism” constitutes a methodological intervention or movida in gender scholarship. Referring to the [End Page 22] expansive global power system, Lugones argues that gender is historically implicated as part of the colonial/modern project and sustains a dominative closure that marks alternative socialities as unintelligible. The colonial/modern system established norms that did not previously inform social communities. A gender binary was imposed onto colonized peoples, erasing the existing socialities that informed the everyday of those peoples. Lugones’s analysis of gender exposes the deep social fissures that emerge from coloniality, and the tremendous harm sustained by reading gender across all social arrangements and onto all knowledge systems.According to Lugones, the colonial/modern category of gender shows a pervasive subjugation to non-humanity of peoples whose sex status does not conform to binary logics. Regarding these reductive processes, Lugones writes: “This dehumanization and bestialization occurred precisely because these people were not understood by the colonizers and enslavers as social agents, and thus their sexual difference [was] not socializable. Thus, one does not find gender; animals do not have gender” (“Gender and Universality” 44). Since gender is assigned to humans, reading gender onto colonized peoples covers up dehumanization, even in calls for gender-based liberation.It is precisely through seeing coloniality that we can track the concealed social arrangements and see the worlds of sense that do not conform to the colonial/modern system. Lugones suggests this point in the following quote:To see the coloniality is to see both jaqi, the persona, the being that is in a world of being without dichotomies, and the beast, both real, both vying under different powers for survival. Thus to see the coloniality is to reveal the very degradation that gives us two renditions of life and a being rendered by them.(“Toward a Decolonial Feminism” 751–52)As Lugones’s words indicate, seeing coloniality involves a complex sensing that goes beyond seeing from dominant social norms and gender roles.Lugones’s methodological movida of seeing coloniality reveals the dichotomous categorization as part of the immense violence committed against peoples as colonized subjects with non-human status. This move urges a recognition of the superimposed categories that continue to harm and separate colonized peoples from their fluid relations with cosmologies (Lugones, “Toward a Decolonial Feminism” 746). Seeing the coloniality of gender elicits a transition to the possibilities of sensing from the positionalities deemed animal, in search of socialities that are not mediated by modern/colonial categories. Subsequently, seeing coloniality is a pivotal methodological movida to theorizing resistance in non-dominative socialities, or what Lugones calls decolonial aesthesis.2 [End Page 23]Decolonial AesthesisLugones’s decolonial aesthesis is not concerned... (shrink)

The very expertise with which psychologists wield their tools for achieving laboratory control may have had the unwelcome effect of blinding psychologists to the possibilities of discovering principles of behavior without conducting experiments. When creatively interrogated, a diverse range of large, real-world data sets provides powerful diagnostic tools for revealing principles of human judgment, perception, categorization, decision-making, language use, inference, problem solving, and representation. Examples of these data sets include patterns of website links, dictionaries, logs of group interactions, collections (...) of images and image tags, text corpora, history of financial transactions, trends in twitter tag usage and propagation, patents, consumer product sales, performance in high-stakes sporting events, dialect maps, and scientific citations. The goal of this issue is to present some exemplary case studies of mining naturally existing data sets to reveal important principles and phenomena in cognitive science, and to discuss some of the underlying issues involved with conducting traditional experiments, analyses of naturally occurring data, computational modeling, and the synthesis of all three methods. (shrink)

Similarity is one of the most important relations humans perceive, arguably subserving category learning and categorization, generalization and discrimination, judgment and decision making, and other cognitive functions. Researchers have proposed a wide range of representations and metrics that could be at play in similarity judgment, yet have not comprehensively compared the power of these representations and metrics for predicting similarity within and across different semantic categories. We performed such a comparison by pairing nine prominent vector semantic representations with seven (...) established similarity metrics that could operate on these representations, as well as supervised methods for dimensional weighting in the similarity function. This approach yields a factorial model structure with 126 distinct representation‐metric pairs, which we tested on a novel dataset of similarity judgments between pairs of cohyponymic words in eight categories. We found that cosine similarity and Pearson correlation were the overall best performing unweighted similarity functions, and that word vectors derived from free association norms often outperformed word vectors derived from text (including those specialized for similarity). Importantly, models that used human similarity judgments to learn category‐specific weights on dimensions yielded substantially better predictions than all unweighted approaches across all types of similarity functions and representations, although dimension weights did not generalize well across semantic categories, suggesting strong category context effects in similarity judgment. We discuss implications of these results for cognitive modeling and natural language processing, as well as for theories of the representations and metrics involved in similarity. (shrink)

A collection of quirky, entertaining, and reader-friendly short pieces on philosophical topics that range from a theory of jerks to the ethics of ethicists. Have you ever wondered about why some people are jerks? Asked whether your driverless car should kill you so that others may live? Found a robot adorable? Considered the ethics of professional ethicists? Reflected on the philosophy of hair? In this engaging, entertaining, and enlightening book, Eric Schwitzgebel turns a philosopher's eye on these and other burning (...) questions. In a series of quirky and accessible short pieces that cover a mind-boggling variety of philosophical topics, Schwitzgebel offers incisive takes on matters both small and large. A common theme might be the ragged edge of the human intellect, where moral or philosophical reflection begins to turn against itself, lost among doubts and improbable conclusions. The history of philosophy is humbling when we see how badly wrong previous thinkers have been, despite their intellectual skills and confidence. Some of the texts resist thematic categorization—thoughts on the philosophical implications of dreidels, the diminishing offensiveness of the most profane profanity, and fatherly optimism—but are no less interesting. Schwitzgebel has selected these pieces from the more than one thousand that have appeared since 2006 in various publications and on his popular blog, The Splintered Mind, revising and updating them for this book. Philosophy has never been this much fun. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:Seeing Red: Indigenous Land, American Expansion, and the Political Economy of Plunder in North America by Michael John WitgenGeronimo Barrera de la TorreSeeing Red: Indigenous Land, American Expansion, and the Political Economy of Plunder in North America BY MICHAEL JOHN WITGEN Williamsburg, Va., and Chapel Hill, N.C.: Omohundro Institute for the Study of Early American History and Culture and the University of North Carolina Press, 2022The colonial projects (...) of nation-states in the Americas have defined the relationship between states and Indigenous peoples by means of [End Page 138] dispossession, as Anishinaabeg thinker Leanne Betasamosake Simpson asserts.1 Seeing Red delves into the processes through which dispossession of Indigenous land became the ideology and systematic practice behind US expansion as Indigenous communities struggled to reshape their place in the new context. The book carefully details the settler- colonial ideology and logic of elimination that permeated US territorial expansion over the Northwest Territories at the end of the eighteen and the first decades of the nineteenth centuries. Seeing Red thoroughly examines the complex context of dispossession by the US colonial power, centering on Anishinaabeg communities, the “mix- race” population, and the different Indigenous people inhabiting this region. However, the book focuses on what the author names “unthinkable history,” following Michel- Rolph Trouillot’s argument that this region, and the whole continent, was conceived as an unsettled territory instead of belonging to many Indigenous peoples. Thus, the text explores Indigenous and mixed- raced communities’ political imaginaries and imagined futures to retain autonomy and territory.Author Michael John Witgen is a citizen of the Red Cliff Band of Lake Superior Ojibwe and a professor in the Department of History and the Center for the Study of Ethnicity and Race at Columbia University. His research centers on the complex relations between Indigenous people and settler colonizers in the Great Lakes and the Northwest Territories. Seeing Red expands his previous analysis of race, ethnicity, and citizenship intersections, bringing to the fore Indigenous people’s history to rethink the statemaking process in the United States.This book’s pages show that theft lies at the foundation of wealth transfer from Indigenous territories to the United States government and white citizens. The white settler ideology, based on a “doctrine of discovery,” established a stark division between the civilized and uncivilized to rationalize, among other things, the theft of Indigenous people. This is a central argument of the book that signals how the civili zation project underpinning the territorial expansion of the United States was based on the transformation of commons into private property. Indigenous land became critical in the “political economy of plunder” advanced by the state and the meaning of “native” as a racial categorization of exclusion. Chapter 1 explores this economy of plunder by detailing the advancement of the settler frontier through different [End Page 139] mechanisms, such as the treaty policy— subsequently violated by the state— and territory surveying to make land legible for the state and cheap for settlers. It is worth mentioning that the book contains historical and thematic maps that visually represent the ideology of wilderness behind the colonization project and evidence of the territorial extent of dispossession suffered by Indigenous communities. However, this crusade to dispossess Indigenous peoples from their territory also rested on the national mythology that strengthened the trope of Indigenous vanishing. The author shows how during the years of the study, the Indigenous population was not vanishing but immersed in an intricate social world and transregional trade networks. Chapter 2 explores such context, following the story of an Ojibwe man to evidence the context in which settlers and federal officials relied on Indigenous customs to profit from the fur trade while using ties with communities to further land cessions.Mix- race families played a crucial role in expanding the settler frontier through treaty negotiations but remained marginalized as they identified themselves as both Natives and US citizens. Chapter 3 examines the significance of mixed- raced families, particularly women, in establishing and expanding missions’ schools that relied on their domestic and linguistic labor. Moreover, it shows the intricate landscape of the civilization mission that depended on the complex networks that had created... (shrink)