The objective of this research is to develop accurate forecasting models for chlorophyll-α concentrations at various depths in El Mar Menor, Spain. Chlorophyll-α plays a crucial role in assessing eutrophication in this vulnerable ecosystem. To achieve this objective, various deep learning forecasting techniques, including long short-term memory, bidirectional long short-term memory and gated recurrent uni networks, were utilized. The models were designed to forecast the chlorophyll-α levels with a 2-week prediction horizon. To enhance the models’ accuracy, a sliding window method (...) combined with a blocked cross-validation procedure for time series was also applied to these techniques. Two input strategies were also tested in this approach: using only chlorophyll-α time series and incorporating exogenous variables. The proposed approach significantly improved the accuracy of the predictive models, no matter the forecasting technique employed. Results were remarkable, with |$\overline{\sigma}$| values reaching approximately 0.90 for the 0.5-m depth level and 0.80 for deeper levels. The proposed forecasting models and methodologies have great potential for predicting eutrophication episodes and acting as decision-making tools for environmental agencies. Accurate prediction of eutrophication episodes through these models could allow for proactive measures to be implemented, resulting in improved environmental management and the preservation of the ecosystem. (shrink)

An overview on archaeological evidence, provided by Colagè and d’Errico, reveals that the timing, location, and pace of cultural innovations are more consistent with scenarios that take culture, rather than genetic evolutionary processes, as the key driving force for human cognition. The authors elaborate on those mechanisms by which cultural evolution operates, with a specific focus on cultural exaptation and cultural neural reuse.

This article examines Schopenhauer’s influence on Nietzsche’s work. It considers how Nietzsche adopted some of his central ideas from Schopenhauer, how he exploited some of Schopenhauer’s positions to suit his own purposes, and how he developed some of his ideas as alternatives to Schopenhauerian positions. Nietzsche’s first published book, The Birth of Tragedy, is based on a Schopenhauerian metaphysical framework. Schopenhauer’s principle of individuation applicable to the world of representations is the key element in Nietzsche’s concept of the Apollonian and (...) Schopenhauer’s principle of the undifferentiated nature of ultimate reality of the will is the key element in Nietzsche’s concept of the Dionysian. (shrink)

The article Shtogrin I.P. «Historiographical research framework UkrainianVatican relations 1919 – 1921 years» examines the state of scientific development in domestic and foreign historiography research problems of mutual relations of the Ukrainian People’s Republic and the Vatican during the 1919 – 1921 years have been analysed in the context of international recognition of Ukrainian statehood and Eastern plans Holy See.

This book is a colorful journey into the fascinatingly diverse world of interneurons, an important class of highly heterogeneous cells found in all cortical neuronal networks. Interneurons are known to play key roles in many brain functions, from sensory processing to neuronal oscillations linked to learning and memory. The central aim of the volume is to provide new insights into the striking degree of cellular diversity found in interneuronal microcircuits. The book discusses the history of research into interneuronal variability, the (...) developmental origins of interneuronal diversity, the functional roles of heterogeneity in neuronal circuits, contemporary interneuronal classification systems, and the genetic and homeostatic mechanisms that shape the degree of cell to cell variability within interneuronal populations. It elaborates on new ideas about interneuronal diversity that rest upon theoretical and experimental results, with arguments touching upon evolution, animal behavior, and the mathematical theory of small world networks. This engaging volume is invaluable to neuroscientists and others interested in how neuronal newtworks function; electrical engineers, computational modelers, and physicists interested in neuronal network theory; neurologists and psychiatrists working on mechanisms of neurological and psychiatric disorders; and students and trainees in all of these fields. (shrink)

We present a study of the linguistic output of the German-speaking writer Robert Walser using Natural Language Processing (NLP). We curated a corpus comprising texts written by Walser during periods of sound health, and writings from the year before his hospitalization, and writings from the first year of his stay in a psychiatric clinic, all likely attributed to schizophrenia. Within this corpus, we identified and analyzed a total of 20 linguistic markers encompassing established metrics for lexical diversity, semantic similarity, and (...) syntactic complexity. Additionally, we explored lesser-known markers such as lexical innovation, concreteness, and imageability. Notably, we introduced two additional markers for phonological similarity for the first time within this context. Our findings reveal significant temporal dynamics in these markers closely associated with Walser’s contemporaneous diagnosis of schizophrenia. Furthermore, we investigated the relationship between these markers, leveraging them for classification of the schizophrenic episode. (shrink)

V 6 kapitolách knihy je vysvětlen význam pokrokové vědy při budování socialismu, vylíčeno je postavení vědy za kapitalismu a její závislost na buržoasní ideologii, pozůstatky kapitalistické minulosti v naší současné vědě, boj s nimi, její úkoly a plánování. úloha kritiky a sebekritiky v naší vědě a úspěchy, jichž naše nová věda v boji se starým dosahuje.

In this work, we propose a meaningful extension of description logics for non-monotonic reasoning. We introduce \, a logic allowing for the representation of and reasoning about both typical class-membership and typical instances of a relation. We propose a preferential semantics for \ in terms of partially-ordered DL interpretations which intuitively captures the notions of typicality we are interested in. We define a tableau-based algorithm for checking \ knowledge-base consistency that always terminates and we show that it is sound and (...) complete w.r.t. our preferential semantics. The general framework we here propose can serve as the foundation for further exploration of non-monotonic reasoning in description logics and similarly structured logics. (shrink)

How do we come to like the things that we do? Each one of us starts from a relatively similar state at birth, yet we end up with vastly different sets of aesthetic preferences. These preferences go on to define us both as individuals and as members of our cultures. Therefore, it is important to understand how aesthetic preferences form over our lifetimes. This poses a challenging problem: to understand this process, one must account for the many factors at play (...) in the formation of aesthetic values and how these factors influence each other over time. A general framework based on basic neuroscientific principles that can also account for this process is needed. Here, we present such a framework and illustrate it through a model that accounts for the trajectories of aesthetic values over time. Our framework is inspired by meta-analytic data of neuroimaging studies of aesthetic appraisal. This framework incorporates effects of sensory inputs, rewards, and motivational states. Crucially, each one of these effects is probabilistic. We model their interactions under a reinforcement-learning circuitry. Simulations of this model and mathematical analysis of the framework lead to three main findings. First, different people may develop distinct weighing of aesthetic variables because of individual variability in motivation. Second, individuals from different cultures and environments may develop different aesthetic values because of unique sensory inputs and social rewards. Third, because learning is stochastic stemming from probabilistic sensory inputs, motivations, and rewards, aesthetic values vary in time. These three theoretical findings account for different lines of empirical research. Through our study, we hope to provide a general and unifying framework for understanding the various aspects involved in the formation of aesthetic values over time. (shrink)

Orthomodular posets form an algebraic formalization of the logic of quantum mechanics. A central question is how to introduce implication in such a logic. We give a positive answer whenever the orthomodular poset in question is of finite height. The crucial advantage of our solution is that the corresponding algebra, called implication orthomodular poset, i.e. a poset equipped with a binary operator of implication, corresponds to the original orthomodular poset and that its implication operator is everywhere defined. We present here (...) a complete list of axioms for implication orthomodular posets. This enables us to derive an axiomatization in Gentzen style for the algebraizable logic of orthomodular posets of finite height. (shrink)

Recent anti-governmental social movements in countries of former Yugoslavia have awakened the spirit of contention which had been dormant for almost two decades. The overwhelming economic deprivation, accompanied by the massive violation of basic human rights of the citizens, urged the challengers to take the streets.This paper is focused on comparison of two movements, the “Citizens for Macedonia” movement in the Republic of Macedonia and the “Bosnian Spring” in Bosnia and Herzegovina, highlighting the role and influence of movements on the (...) occurrence of policy outputs which articulated claims put forward by social movement organizations as well as other movement actors in the two respective countries. The analysis will be conducted taking into consideration specific social movement related variables like forms/types of claims-making and repertoires of action, as well as wider political process factors such as repression by state actors, and the attitude of allies and opponents of the movements.Regarding the methodological approach, we will apply a mixed comparative research design, with variation both on side of the independent and the dependent variables. Since the outcomes of the movements are already tangible, we will also apply elements of process tracing methodology, reconstructing the events as much as possible. My primary data collection tools encompass in-depth interviews with four specific categories of interviewees as well as thorough document analysis referring to the policy outputs. (shrink)

This paper explores the implications of the recent revival of Hegel studies for the philosophy of economics. We argue that Hegel’s theory of Objective Spirit anticipates many elements of modern approaches in cognitive sciences and of the philosophy of mind, which adopt an externalist framework. In particular, Hegel pre-empts the theories of social and distributed cognition. The pivotal elements of Hegelian social ontology are the continuity thesis, the performativity thesis, and the recognition thesis, which, when taken together, imply that all (...) mental processes are essentially dependent on externalizations, with the underlying pattern of actions being performative. In turn, performative action is impossible without mutual recognition in an intersubjective domain. We demonstrate the implications for economic theory in sketching an externalist approach to institutions and preferences. (shrink)

This article addresses some recent tendencies in economic methodology defined as a philosophy of science for economics. I review the problem of normative/positive distinction in methodology and argue that normativity in its past forms is intolerable today but is, at the same time, indispensable for methodological inquiry. Using recent texts by Mirowski and Nik-Khah and by Alexandrova and Northcott on the applications of auction theory as a case study, I compare in more detail various approaches to economic methodology inspired by (...) the science and technology studies (STS) and philosophy of science literatures, respectively. On the basis of this comparison, I show that the STS programme in economic methodology may prove fruitful in the future, but there is still a place for more aprioristic philosophical thinking. Methodology and history of economics also play a fundamental role that goes beyond the descriptive analysis of STS and offer conceptual clarification paired with normative concerns provided by philosophers of science. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:Kantian Ethics and Economics: Autonomy, Dignity, and CharacterIvan A. BoldyrevMark D. White. Kantian Ethics and Economics: Autonomy, Dignity, and Character. Stanford, CA: Stanford University Press, 2011. Pp. xi + 270. Cloth, $55.00.This remarkable book provides a new ethical perspective for economics based on Kantian ethics of autonomy and dignity. There are two main messages in it that I find particularly important. First, Mark White derives from Kant the (...) idea of irreducible moral principles that govern the behavior of economic agents independently of welfarist and, more generally, consequentialist concerns. These principles of duty and the “incomparable worth” (21) of human dignity, as well as justice or rights, may not be economically traded off against some other motivations; hence, they simply evade economic reasoning altogether.Second, White endorses a version of libertarian Kantianism that treats people as individuals in essence (“autonomous”) and social in orientation (respecting the rights and the choices of the others). In discussing individualism, White attacks the conventional wisdom of economics and claims that preferences alone do not account for the identity of individuals [End Page 298] in space and time, although their unique characters do. Persons should be given free choice (absent in deterministic rational-choice models) and hence responsibility for their choices that incorporates the social factors in decision-making. However, White never mentions the almost insurmountable difficulties associated with fleshing out the truly individual features of a given person. Although he allows for a person’s identity and character changing over time, he does not recognize that character itself is in many respects a social construction.White criticizes paternalistic economic policies that suggest manipulating choice environments in order to follow the “true” preferences of the individuals. Instead, real consent, as satisfying both relevant preferences and principles (e.g. rights and human dignity), is, in his view, the sole criterion for justifying particular policy measures—not Pareto-efficiency or Kaldor-Hicks compensation. Economists’ obsession with efficiency leading to the misconceived notions such as “efficient level of crime” or “manageable level of terrorism” is also severely criticized.For White, the most popular formalistic version of the categorical imperative is less important than the other two—prohibiting treating other people simply as means and instituting the “Kingdom of Ends.” Formalism is reserved merely for the negative evaluation of actions and providing strict perfect duties that give clear guidance concerning what should not be done. White’s “Kantian-economic” model of decision-making incorporates perfect duties as constraints, and imperfect (positive) duties as preferences. He also stresses that for Kant, duties derived from the imperative depend on empirical knowledge, the context of decision-making, and judgment as a unique personal interpretation of the moral law. He further emphasizes the intersubjective role of Kantian morality: moral law should be universalizable to all rational persons (the “Kingdom of Ends” formula of the imperative), whereas rationality means not just following the patterns of behavior developed in the preference-oriented choice model, but rather acting on one’s beliefs and desires or choosing not to follow them, thus exhibiting genuine autonomy.The new and important contribution to the discussion is an explicit treatment of will as an inner faculty that, together with judgment, constitutes a person’s character or “self,” and helps to overcome the mere inclination to follow duty. Will is the missing link between decision and action and should be “well-trained” for bringing about true morality.The book is clearly written, and the author has upheld the interdisciplinary appeal of the topic, demonstrating an outstanding knowledge of the vast literature on ethics (both Kantian and not) and economics. White’s emphasis on the irreducibility of moral principles is absolutely relevant for current economic and political debates. However, some reservations are in order.There is an ambiguity concerning the status of his analysis. If in its positive aspect White’s recommendations for economists is to accept the Kantian vision of morality, then almost no arguments are given for this, and his modifications of the standard choice model are introduced in an ad hoc manner, just to reconcile it with the Kantian framework. Are an individual’s decisions to act on principles and to overcome mere inclinations really... (shrink)

This paper investigates a limitation of the model of belief and knowledge prevailing in mainstream economics, namely the state-space model. Because of its set-theoretic nature, this model has difficulties in capturing the difference between expressions that designate the same object but have different meanings, i.e., expressions with the same extension but different intensions. This limitation generates puzzling results concerning what individuals believe or know about the world as well as what individuals believe or know about what other individuals believe or (...) know about the world. The paper connects these puzzling results to two issues that are relevant for economic theory beyond the state-space model, namely, framing effects and the distinction between the model-maker and agents that appear in the model. Finally, the paper discusses three possible solutions to the limitations of the state-space model, and concludes that the two alternatives that appear practicable also have significant drawbacks. (shrink)

From its start philosophy sought principles or values by which any action could be considered good or evil. The situation in a civil court is much simpler. The judge has before him an already worked-out criminal code, and since an evil action has already been settled, it is easy to determine the appropriate punishment. But we are here not interested in the punishment nor can we assume in advance the existence of some sort of book of laws. We are rather (...) concerned with discovering the principles by which we can judge others and estabHsh appropriate laws. In all this, moreover, there are subtle and gross differences between men, but for moral behaviour it is essential that human freedom and universality remain preserved in every good purpose whether that be security, reform, improvement, or the enrichment of life. (shrink)

In this article we give some elements of the debate between the liberationist, decolonialist and deconstructivist currents around the problem of Eurocentrism. In the first place, we identify some of the contributions of Jacques Derrida's thought to this debate from his reading of three representative authors of European thought: Husserl, Hegel and Heidegger. Secondly, we give some elements on the way in which certain forms of decolonialism and liberationism conceive not only their difference with Eurocentrism, but also the difference between (...) European thinkers to whom they feel linked and this same Eurocentrism. Finally, in the third place, we briefly review two versions of deconstructivism that seem able to dialogue despite the distance, two versions of wandering between Latin America and Europe. (shrink)

Statements of degree appear to falsify basic doctrines in Tractatus Logico-Philosophicus. I offer a fresh formulation of the challenge and assess a solution proposed on Wittgenstein’s behalf by Sarah Moss. I find that Moss’s proposal fails. The proposal rides in part on novel interpretations of pronouncements by Wittgenstein on the nature of the elementary proposition. I find that the interpretations cannot be sustained but that Moss’s textual case hints at important and overlooked features of the Tractarian program. I develop Wittgenstein’s (...) comparison of propositions to measuring instruments and apply it throughout, showing that it captures philosophical commitments in Tractatus that otherwise tend to slip from view. (shrink)