This paper aims to enhance security in IoT device networks through a visual tool that utilizes three projection techniques, including Beta Hebbian Learning (BHL), t-distributed Stochastic Neighbor Embedding (t-SNE) and ISOMAP, in order to facilitate the identification of network attacks by human experts. This work research begins with the creation of a testing environment with IoT devices and web clients, simulating attacks over Message Queuing Telemetry Transport (MQTT) for recording all relevant traffic information. The unsupervised algorithms chosen provide a set (...) of projections that enable human experts to visually identify most attacks in real-time, making it a powerful tool that can be implemented in IoT environments easily. (shrink)

Detecting intrusions in large networks is a highly demanding task. In order to reduce the computation demand of analysing every single packet travelling along one of such networks, some years ago flows were proposed as a way of summarizing traffic information. Very few research works have addressed intrusion detection in flows from a visualizations perspective. In order to bridge this gap, the present paper proposes the application of a novel projection method (Beta Hebbian Learning) under this framework. With the aim (...) to validate this method, 8 traffic segments, containing many flows, have been analysed by means of this projection method. The promising results obtained for these segments, extracted from the University of Twente dataset, validate the proposed application. (shrink)

The present research describes a novel adaptive anomaly detection method to optimize the performance of nonlinear and time-varying systems. The proposal integrates a centroid-based approach with the real-time identification technique Recursive Least Squares. In order to find anomalies, the approach compares the present system dynamics with the average (centroid) of the dynamics found in earlier states for a given setpoint. The system labels the dynamics difference as an anomaly if it rises over a determinate threshold. To validate the proposal, two (...) different datasets obtained from a level control plant operation have been used, to which anomalies have been artificially added. The results shown have determined a satisfactory performance of the method, especially in those processes with low noise. (shrink)

In this research work a novel two-step system for anomaly detection is presented and tested over several real datasets. In the first step the novel Exploratory Projection Pursuit, Beta Hebbian Learning algorithm, is applied over each dataset, either to reduce the dimensionality of the original dataset or to face nonlinear datasets by generating a new subspace of the original dataset with lower, or even higher, dimensionality selecting the right activation function. Finally, in the second step Principal Component Analysis anomaly detection (...) is applied to the new subspace to detect the anomalies and improve its classification capabilities. This new approach has been tested over several different real datasets, in terms of number of variables, number of samples and number of anomalies. In almost all cases, the novel approach obtained better results in terms of area under the curve with similar standard deviation values. In case of computational cost, this improvement is only remarkable when complexity of the dataset in terms of number of variables is high. (shrink)

Present research proposes the application of unsupervised and supervised machine-learning techniques to characterize Android malware families. More precisely, a novel unsupervised neural-projection method for dimensionality-reduction, namely, Beta Hebbian Learning, is applied to visually analyze such malware. Additionally, well-known supervised Decision Trees are also applied for the first time in order to improve characterization of such families and compare the original features that are identified as the most important ones. The proposed techniques are validated when facing real-life Android malware data by (...) means of the well-known and publicly available Malgenome dataset. Obtained results support the proposed approach, confirming the validity of BHL and DTs to gain deep knowledge on Android malware. (shrink)

Name der Zeitschrift: Deutsche Zeitschrift für Philosophie Jahrgang: 65 Heft: 2 Seiten: 337-348.

Since Darwin, Biology has been framed on the idea of evolution by natural selection, which has profoundly influenced the scientific and philosophical comprehension of biological phenomena and of our place in Nature. This book argues that contemporary biology should progress towards and revolve around an even more fundamental idea, that of autonomy. Biological autonomy describes living organisms as organised systems, which are able to self-produce and self-maintain as integrated entities, to establish their own goals and norms, and to promote the (...) conditions of their existence through their interactions with the environment. Topics covered in this book include organisation and biological emergence, organisms, agency, levels of autonomy, cognition, and a look at the historical dimension of autonomy. The current development of scientific investigations on autonomous organisation calls for a theoretical and philosophical analysis. This can contribute to the elaboration of an original understanding of life - including human life - on Earth, opening new perspectives and enabling fecund interactions with other existing theories and approaches. This book takes up the challenge. (shrink)

The first form of the inside-outside dichotomy appears as a self-encapsulated system with an active border. These systems are based on two complementary but asymmetric processes: constructive and interactive. The former physically constitute the system as a recursive network of component production, defining an inside. The maintenance of the constructive processes implies that the internal organization also constrains certain flows of matter and energy across the border of the system, generating interactive processes. These interactive processes ensure the maintenance of the (...) constructive processes thus specifying a meaningful outside. Upon this basic form of identity formation, the evolutionary and historical domain is open for the emergence of a whole hierarchy and ecology of insides and outsides. These which mutually subsume and collaborate in the maintenance of the essential inside-outside dichotomy that defines the conditions of possibility of the subjects and the worlds they generate. (shrink)

Título: Didáctica de geografía e historia en educación primaria Autor: Laura Arias Ferrer y Alejandro Egea Vivancos Edición: Editorial Síntesis Lugar de publicación: Madrid Año: 2022 Idioma: Español ISBN: 978-84-1357-231-4 Páginas: 198.

This paper argues that at Cicero, De re publica 6.17 the manuscript text unum globum should be kept instead of the conjecture summum globum. This conjecture is unanimously attributed to Fr. Boll (1910), but it was proposed already in 1790 by G. W. Maier. The use of unus in this context, in which the set of harmonic spheres of our cosmos is described, can be explained as an alternative to primus when referring to the first element of a sequence; further (...) instances in Cicero’s works support this interpretation. (shrink)

The process of robotization and the introduction of artificial intelligence which are linked to the 4.0 Industrial Revolution imply economic and social changes. This article analyzes its implications for the Spanish labor market, discussing the existence of possible imbalances, present or future, between the supply and demand of workers. For this reason this study assesses, on the one hand, the recent evolution of the Spanish productive structure and, on the other, the labor supply. More specifically, special attention is paid to (...) the educational level and skills of the workers, since they are central in the definition of the professional profiles generated as a result of the digitization and automation of the economy. A number of the strengths and weaknesses of the formative structure of the Spanish population are then discussed. The 4.0 Industrial Revolution creates new opportunities for workers with a higher level of training and high digital, financial or STEM skills. On the contrary, older workers and workers with a lower level of training appear among the most vulnerable groups. The introduction of reforms in the training system is urgent not only to consolidate the process of economic transformation, but also to minimize the social costs associated with the 4.0 Industrial Revolution. (shrink)

Estudio sobre la ironía, como modo de entender la vida y la filosofía. Ùltimo texto de Richard J. Bernstein.

En este artículo se pretende realizar un análisis del origen filosófico de uno de los puntos clave que cambiaron los cimientos de la metafísica moderna a partir de la aportación de la noción de filosofía de naturaleza de Schelling, que conlleva a abrir desde el idealismo alemán una concepción alternativa de las relaciones entre la finitud y el Absoluto a las llevadas a cabo por Fichte y Hegel. Su filosofía de la naturaleza inaugurará toda una corriente de pensamiento que incluirá (...) tanto gran parte de la filosofía de Spinoza como el discurrir estético del Sturm und Drang alemán. Posteriormente, y previa enorme reflexión del tótem ineludible de la filosofía crítica kantiana y ruptura con la fichteana, la importancia de su legado filosófico no hará más que crecer, ya que de la influencia sus escritos participarán, de manera más o menos explícita, pensadores como Schopenhauer, Nietzsche, Freud o Heidegger, e incluso llegará hasta el siglo XXI de la mano de gran parte de los autores de la denominada época posmoderna, como Deleuze o Zizek entre otros. (shrink)

Automatic public malware analysis services provide controlled, isolated and virtual environments to analyse malicious software samples. Unfortunately, malware is currently incorporating techniques to recognize execution onto a virtual or sandbox environment; when an analysis environment is detected, malware behaves as a benign application or even shows no activity. In this work, we present an empirical study and characterization of automatic PMAS, considering 26 different services. We also show a set of features that allow to easily fingerprint these services as analysis (...) environments; the lower the unlikeability of these features, the easier for us to fingerprint the analysis service they belong to. Finally, we propose a method for these analysis services to counter or at least mitigate our proposal. (shrink)

The relationship between the neurobiology of speech and music has been investigated for more than a century. There remains no widespread agreement regarding how (or to what extent) music perception utilizes the neural circuitry that is engaged in speech processing, particularly at the cortical level. Prominent models such as Patel’s Shared Syntactic Integration Resource Hypothesis (SSIRH) and Koelsch’s neurocognitive model of music perception suggest a high degree of overlap, particularly in the frontal lobe, but also perhaps more distinct representations in (...) the temporal lobe with hemispheric asymmetries. The present meta-analysis study used activation likelihood estimate analyses to identify the brain regions consistently activated for music as compared to speech across the functional neuroimaging (fMRI and PET) literature. Eighty music and 91 speech neuroimaging studies of healthy adult control subjects were analyzed. Peak activations reported in the music and speech studies were divided into four paradigm categories: passive listening, discrimination tasks, error/anomaly detection tasks and memory-related tasks. We then compared activation likelihood estimates within each category for music versus speech, and each music condition with passive listening. We found that listening to music and to speech preferentially activate distinct temporo-parietal bilateral cortical networks. We also found music and speech to have shared resources in the left pars opercularis but speech-specific resources in the left pars triangularis. The extent to which music recruited speech-activated frontal resources was modulated by task. While there are certainly limitations to meta-analysis techniques particularly regarding sensitivity, this work suggests that the extent of shared resources between speech and music may be task-dependent and highlights the need to consider how task effects may be affecting conclusions regarding the neurobiology of speech and music. (shrink)

¿Qué es una revolución? ¿Qué fuerzas la desencadenan? ¿Por qué fases atraviesa? ¿Es un acontecimiento imprevisible, que actúa al modo de una explosión volcánica, como pensaba Joseph de Maistre, o es un fenómeno enraizado en factores observables, acumulados a lo largo del tiempo, como afirmó Tocqueville? ¿Es el resultado necesario de factores estructurales, de acuerdo con procesos deterministas de carácter inevitable, como pensaba Karl Marx, o es algo contingente, provocado y dirigido por la acción consciente de grupos sociales con propósitos (...) definidos, como demostró Ted R. Gurr? Y, de ser así, ¿están enraizados tales factores y/o responden tales propósitos a aspiraciones predominantemente materiales y económicas, o son más bien de tipo espiritual, relacionados con la dignidad y el deseo de libertad de los participantes, o incluso con percepciones transcendentes, relacionadas con la seguridad ontológica y la percepción identitaria de las sociedades y los grupos participantes? ¿Qué resultados cabe esperar de las revoluciones y qué factores inciden sobre ellos? (shrink)

The scope of this article is to propose a reflection about the concept of citizenship presented by Aristotle in his work “Politics”, and which people were considered citizens then in comparison to nowadays. There is no intention to make a deep historical assessment about the particularities of each period of time, but analyse the characteristics which kept some groups inside of the political life and as well kept other groups away from it, in order to demonstrate how strong is the (...) maintenance of the estrangement between people who achieve everything is possible to, whereas other groups cannot achieve even what is deemed to be worthy by law. Keywords: citizenship; citizen; state; law; minorities; achievement. (shrink)

In this article, we propose some fundamental requirements for the appearance of adaptivity. We argue that a basic metabolic organization, taken in its minimal sense, may provide the conceptual framework for naturalizing the origin of teleology and normative functionality as it appears in living systems. However, adaptivity also requires the emergence of a regulatory subsystem, which implies a certain form of dynamic decoupling within a globally integrated, autonomous system. Thus, we analyze several forms of minimal adaptivity, including the special case (...) of motility. We go on to explain how an open-ended complexity growth of motility-based adaptive agency, namely, behavior, requires the appearance of the nervous system. Finally, we discuss some implications of these ideas for embodied robotics. (shrink)

Nos proponemos analizar el pensamiento de Álvaro García Linera, uno de los intelectuales más interesantes en lengua española, y que mayor difusión está teniendo en los últimos tiempos. Para ello, tomaremos como punto de referencia cuatro de las ideas centrales dentro de la filosofía del boliviano: proyecto político, estado, hegemonía y dominación (analizando las dos últimas de manera conjunta). Comenzaremos exponiendo las influencias de García Linera, así como las peculiaridades de sus planteamientos, para centrarnos posteriormente en la etapa de su (...) producción intelectual más reciente, y acabar con una conclusión que mencionará también algunas de las críticas más importantes que se han vertido hacia el antiguo vicepresidente. (shrink)

Many moral philosophers have criticized intensive animal farming because it can be harmful to the environment, it causes pain and misery to a large number of animals, and furthermore eating meat and animal-based products can be unhealthful. The issue of industrially farmed animals has become one of the most pressing ethical questions of our time. On the one hand, utilitarians have argued that we should become vegetarians or vegans because the practices of raising animals for food are immoral since they (...) minimize the overall happiness. Deontologists, on the other hand, have argued that the practices of raising animals for food are immoral because animals have certain rights and we have duties toward them. Some virtue ethicists remain unconvinced of deontic and consequentialist arguments against the exploitation of animals and suggest that a virtue-based approach is better equipped to show what is immoral about raising and using animals for food, and what is virtuous about ethical veganism. (shrink)

This article analyzes the possibility of finding an approach favorable to religious tolerance in Thomas Hobbes’s Leviathan. With this aim, I will first establish a contrast between two interpretative groups that have guided the discussion on the subject, focusing mainly on Leviathan. On the one side, there are more “traditional” commentators of Hobbes’s works, to whom the idea of religious tolerance in Hobbes’s texts makes little or no sense; on the other hand, there are academics who defend a “revisionist” reading, (...) maintaining that Hobbes was completely favorable to religious tolerance. Second, I propose a reading of the text from the Hobbesian concept of religion, reconstructing this concept with the characterizations present in Leviathan. Finally, the two lines of interpretation are contrasted with this Hobbesian concept of religion, determining in what sense it is possible to understand Hobbes’s work as favorable to religious tolerance. (shrink)

Inter-organizational models are both a well-documented phenomena and a well-established domain in management and business ethics. Those models rest on collaborative capabilities. However, mainstream theories and practices aimed at developing these capabilities are based on a narrow set of assumptions and ethical principles about human nature and relationships, which constrain the very development of capabilities sought by them. This article presents an Aristotelic–Thomistic approach to collaborative entrepreneurship within and across communities of firms operating in complementary markets. Adopting a scholarship of (...) integration approach and evaluating the six studies of communities of organizations, we contribute an inter-organizational network model based on the assumptions about human motives and choice offered by Aristotle. We argue that the sustainability of inter-organizational communities depends on how rich is the set of assumptions about human nature upon which they are based. In order to develop and sustain collaborative capabilities in inter-organizational communities, a set of assumptions that takes both self-regarding and others’-regarding preferences as ends is required to avoid any kind of instrumentalization of collaboration, which is an end in itself. Implications for theory and practice are discussed. (shrink)

The project of growing meat artificially represents for some the next best thing to humanity. If successful, it could be the solution to several problems, such as feed- ing a growing global population while reducing the environmental impact of raising animals for food and, of course, reducing the amount and degree of animal cruelty and suffering that is involved in animal farming. In this paper, I argue that the issue of the morality of such a project has been framed only (...) in terms of the best conse- quences for the environment, animals, and humans, or in terms of deontic princi- ples. I argue that to appreciate how deep and difficult this issue is, it is necessary to consider it in terms of a virtue-oriented approach. Such an approach will reveal aspects that are not apparent, not contemplated by typical approaches, but are essen- tial to our understanding of the morality of lab-grown meat. As I argue, evaluating the issue from a virtue-oriented perspective suggests that the project of in vitro meat should not be supported because it stems from unvirtuous motivations. (shrink)

This study explores the efficacy of a specific tool – the articulation of the ideal self – in job engagement, psychological well-being, and organizational citizenship behavior. We hypothesized that employees who can visualize their jobs as part of their ideal self – in particular how it helps in its development and realization – would feel higher levels of engagement and fulfillment in their lives, as well as engage in greater amounts of helping and voice OCB. A total of 239 full (...) time employees from five companies in Costa Rica filled out the ideal self questionnaire, the job engagement, and psychological well-being surveys, and were evaluated by their peers on task behavior and helping and voice OCB. Results of the SEM model showed that the ideal self was positively related to job engagement, psychological well-being and helping and voice. These findings contribute to the research on the impact and importance for organizations to help employees find meaningfulness in their work. (shrink)

Recent research in philosophy of science has shown that scientists rely on a plurality of strategies to develop successful explanations of different types of phenomena. In the case of biology, most of these strategies go far beyond the traditional and reductionistic models of scientific explanation that have proven so successful in the fundamental sciences. Concretely, in the last two decades, philosophers of science have discovered the existence of at least two different types of scientific explanation at work in the biological (...) sciences, namely: mechanistic and structural explanations. Despite the growing evidence about the radically different nature of these two types of explanation, no inquiry has been conducted to date to determine the ontological reasons that might underlie these differences, nor the way in which these types of explanations can be systematically related with each other. Here, we aim to cover this gap by connecting this plurality of research strategies with the existence of emergent levels of reality. We argue that the existence of these different—and apparently incompatible—explanatory strategies to account for biological phenomena derives from the existence of “ontological jumps” in nature, which generate different regimes of causation that in turn demand the development of different explanatory frameworks. We identify two of these strategies—mechanistic modelling and network modelling—and connect them to the existence of two ontological regimes of causation. Finally, we relate them with each other in a systematic way. In this vein, our paper provides an ontological justification for the plurality of explanatory strategies that we see in the life sciences. (shrink)