In this paper I offer an argument against one important version of panentheism, that is, mereological panentheism. Although panentheism has proven difficult to define, I provide a working definition of the view, and proceed to argue that given this way of thinking about the doctrine, mereological accounts of panentheism have serious theological drawbacks. I then explore some of these theological drawbacks. In a concluding section I give some reasons for thinking that the classical theistic alternative to panentheism is preferable, all (...) things considered. (shrink)

This paper reviews the hole argument as an argument against spacetime substantivalism. After a careful presentation of the argument itself, I critically review possible responses.

We make some remarks on the mathematics and metaphysics of the hole argument, in response to a recent article in this journal by Weatherall ([2018]). Broadly speaking, we defend the mainstream philosophical literature from the claim that correct usage of the mathematics of general relativity `blocks' the argument.

Empirical philosophers of science aim to base their philosophical theories on observations of scientific practice. But since there is far too much science to observe it all, how can we form and test hypotheses about science that are sufficiently rigorous and broad in scope, while avoiding the pitfalls of bias and subjectivity in our methods? Part of the answer, we claim, lies in the computational tools of the digital humanities, which allow us to analyze large volumes of scientific literature. Here (...) we advocate for the use of these methods by addressing a number of large-scale, justificatory concerns—specifically, about the epistemic value of journal articles as evidence for what happens elsewhere in science, and about the ability of DH tools to extract this evidence. Far from ignoring the gap between scientific literature and the rest of scientific practice, effective use of DH tools requires critical reflection about these relationships. (shrink)

I argue, through appeal to the distinction between analysis and decomposition described by Dummett, that Wittgenstein employs both of those notions in the Tractatus. I then bring this interpretation to bear upon the issue of propositional unity, where I formulate an objection to the views of both Leonard Linksy and José Zalabardo. I show that both Linsky and Zalabardo fail to acknowledge the distinction between analysis and decomposition present in the Tractatus, and that they consequently mischaracterise Wittgenstein’s position with respect (...) to propositional unity. (shrink)

Binding specificity is a centrally important concept in molecular biology, yet it has received little philosophical attention. Here I aim to remedy this by analyzing binding specificity as a causal property. I focus on the concept’s role in drug design, where it is highly prized and hence directly studied. From a causal perspective, understanding why binding specificity is a valuable property of drugs contributes to an understanding of causal selection—of how and why scientists distinguish between causes, not just causes from (...) noncauses. In particular, the specificity of drugs is precisely what underwrites their value as experimental interventions on biological processes. (shrink)

In this paper I argue, based on a comparison of Spinoza's and Descartes‟s discussion of error, that beliefs are affirmations of the content of imagination that is not false in itself, only in relation to the object. This interpretation is an improvement both on the winning ideas reading and on the interpretation reading of beliefs. Contrary to the winning ideas reading it is able to explain belief revision concerning the same representation. Also, it does not need the assumption that I (...) misinterpret my otherwise correct ideas as the interpretation reading would have it. In the first section I will provide a brief overview of the notion of inherence and its role in Spinoza‟s discussion of the status of finite minds. Then by examining the relation between Spinoza‟s and Descartes‟ distinction of representations and attitudes, I show that affirmation can be identified with beliefs in Spinoza. Next, I will take a closer look at the identification of intellect and will and argue that Spinoza's identification of the two is based on the fact that Spinoza sees both as the active aspect of the mind. After that, I analyze Spinoza‟s comments on the different scopes of will and intellect, and argue that beliefs are affirmations of the imaginative content of the idea. Finally, through Spinoza‟s example of the utterance of mathematical error, I present my solution to the problem of inherence of false beliefs. (shrink)

In the following article I intend to examine the problem of the unity of the proposition in Russell, Frege, and Wittgenstein. My chief aim will be to draw attention to the distinction between Russell’s conception of propositional constituents, on the one hand, with Frege and Wittgenstein’s on the other. My focus will be on Russell’s view of terms as independent, propositions being built up out of these building blocks, compared with Frege and Wittgenstein’s ‘top down’ approach. Furthermore, I will argue (...) that, contra certain other commentators, Frege’s metaphor of saturation and unsaturation does not serve as a solution to the problem of unity, and that the extension of this metaphorical language to Wittgenstein is, therefore, inappropriate. (shrink)

Ontologies, as the term is used in informatics, are structured vocabularies comprised of human- and computer-interpretable terms and relations that represent entities and relationships. Within informatics fields, ontologies play an important role in knowledge and data standardization, representation, integra- tion, sharing and analysis. They have also become a foundation of artificial intelligence (AI) research. In what follows, we outline the Coronavirus Infectious Disease Ontology (CIDO), which covers multiple areas in the domain of coronavirus diseases, including etiology, transmission, epidemiology, pathogenesis, diagnosis, (...) prevention, and treatment. We emphasize CIDO development relevant to COVID-19. (shrink)

Jacques Monod (1971) argued that certain molecular processes rely critically on the property of chemical arbitrariness, which he claimed allows those processes to “transcend the laws of chemistry”. It seems natural, as some philosophers have done, to interpret this in modal terms: a biological relationship is chemically arbitrary if it is possible, within the constraints of chemical “law”, for that relationship to have been otherwise than it is. But while modality is certainly important for understanding chemical arbitrariness, understanding its biological (...) role also requires an account of the concrete causal-functional features that distinguish arbitrary from non-arbitrary phenomena. In this paper I elaborate on this under-emphasised aspect by offering a general account of these features: arbitrary relations are instantiated by mechanisms that involve molecular adapters, which causally couple two properties or processes which would otherwise be uncorrelated. Additionally, adapters work by acting as intermediate rather than cooperating causes. (shrink)

In this paper, I argue for a novel reading of Spinoza’s position in his exchangewith Boyle about Boyle’s experiment with nitre. Boyle claimed to have shownthrough experiments that nitre ceased to be nitre after heating. Spinozadisagreed and proposed the alternative hypothesis that nitre has changed itsstate and not its nature. Spinoza’s position was construed in the literature asrational scepticism denying that experiments can yield knowledge ofessences because all sensory experience is underdetermined and open tomultiple interpretations. I argue for an alternative (...) reading of Spinoza’sposition which focuses on Bacon’s notion of crucial instance. According tothis reading, Spinoza did not deny the possibility of knowing byexperimentation whether nitre has changed its nature, he asked for a crucialinstance, i.e. an experiment that would refute the hypothesis that nitre haschanged merely its state. Spinoza’s argumentative strategy shows that,contrary to the mainstream reading, the representational content of sensoryideas can be determined even if it does not represent the essence of theobject: we can know with absolute, rather than merely moral, certaintywhether nitre ceased to be nitre without knowing what nitre is. (shrink)

In this paper, through a close reading of Spinoza's use of common notions I argue for the role of experiential and experimental knowledge in Spinoza's epistemology.

This paper uses a schema for infinite regress arguments to provide a solution to the problem of the infinite regress of justification. The solution turns on the falsity of two claims: that a belief is justified only if some belief is a reason for it, and that the reason relation is transitive.

The immediate occasion for this special issue was Christia Mercer’s influential paper “The Contextualist Revolution in Early Modern Philosophy”. In her paper, Mercer clearly demarcates two methodologies of the history of early modern philosophy. She argues that there has been a silent contextualist revolution in the past decades, and the reconstructivist methodology has been abandoned. One can easily get the impression that ‘reconstructivist’ has become a pejorative label that everyone outright rejects. Mercer’s examples of reconstructivist historians of philosophy are deceased (...) (P. F. Strawson, Margaret J. Osler, Richard Watson, and Bernard Williams), anonymous (the fans of philosopher* mentioned by Lisa Downing), or authors whose more recent work followed a contextualist methodology (Jonathan Bennett). The reconstructivist camp seems to have turned into a shadowy group, largely extinct by now, not unlike the Death Eaters in the fictional universe of Harry Potter. There are some figures who previously belonged to this group, but they have since reformed their ways – or so it seems. Sometimes it is rumoured that certain people may still have secret allegiance to it, but no one dares to fly its banner openly. We decided to create this special issue because we believe that reconstructivist methodology does not deserve this shadowy existence. (shrink)

In this paper, I investigate whether Spinoza theory of intellect can be considered as an Averroistic, Themistian or Alexandrian theory of intellect. I identify key doctrines of these theories that are argumentatively and theoretically independent from Aristotelian hylomorphism and thus can be accepted by someone rejecting hylomorphism. Next, I argue that the textual evidence is inconclusive: depending on the reading of Spinoza's philosophy accepted, Spinoza's theory of intellect can or cannot be considered as an Averroistic theory.

Spinoza’s account of memory has not received enough attention, even though it is relevant for his theory of consciousness. Recent literature has studied the “pancreas problem.” This paper argues that there is an analogous problem for memories: if memories are in the mind, why is the mind not conscious of them? I argue that Spinoza’s account of memory can be better reconstructed in the context of Descartes’s account to show that Spinoza responded to these views. Descartes accounted for the preservation (...) of memories by holding that they are brain states without corresponding mental states, and that the mind is able to interpret perception either as new experience or as memory. Spinoza has none of these conceptual resources because of his substance monism. Spinoza accounts for memories as the mind’s ability to generate ideas according to the order of images. This ability consists in the connection of ideas, which is not an actual property, but only a dispositional one and thus not conscious. It is, however, grounded in the actual property of parts of the body, of which ideas are conscious. (shrink)

In this paper I examine the question whether Spinoza can account for the necessity of death. I argue that he cannot because within his ethical intellectualist system the subject cannot understand the cause of her death, since by understanding it renders it harmless. Then, I argue that Spinoza could not solve this difficulties because of deeper commitments of his system. At the end I draw a historical parallel to the problem from medieval philosophy.

I argue that notions of relative fundamentality need to be invoked if there is to be something substantive at stake in the debate between proponents of Harvey Brown's dynamical approach to relativity and defenders of a more traditional interpretation of spacetime. I will review some problems that stand in the way of the advocate of the dynamical approach making good on their claim that dynamical symmetries are more fundamental than spacetime symmetries.

In this paper I argue against Michael Morris’ claim, that the Tractatus view involves holding that the possibility of truth-functional combination is prior to the possibility for sentential constituents to combine with one another. I provide an alternative interpretation in which I deny the presence of any distinction in the Tractatus between these two possibilities. I then turn to Adrian Moore’s ‘disjunctivist’ account of sentencehood, itself inspired by the Tractatus view. I argue that Moore’s account need not involve a commitment (...) to the kind of priority Morris describes, and that it need not involve a commitment to transcendental idealism. (shrink)

Two extremely detailed accounts of temporal experience can be found in the work of C. D. Broad. These accounts have been subject to considerable criticism. I argue that, when we look more carefully at Broad’s work, we find that much of this criticism fails to find its target. I show that the objection that ultimately proves troubling for Broad stems from his commitment to two principles: i) the Thin-PSA, and ii) the ‘Overlap’ claim. I use this result to demonstrate that (...) we can learn two extremely important lessons from Broad’s work on temporal experience. -/- The first lesson is that there is a structural problem facing any account that commits to these two principles. This is significant given that a number of recent accounts of temporal experience are so committed. The second lesson is that the problem facing these accounts stems only from commitment to the Thin-PSA and ‘Overlap’, rather than to commitment to a particular conception of how experiences are to be individuated. This, I argue, gives us reason to reject Tye’s recent claim that the problems facing accounts of temporal experience can be dissolved simply by making stipulations about how experiences are to be individuated. (shrink)

The following four theses all have some intuitive appeal: (I) There are valid norms. (II) A norm is valid only if justified by a valid norm. (III) Justification, on the class of norms, has an irreflexive proper ancestral. (IV) There is no infinite sequence of valid norms each of which is justified by its successor. However, at least one must be false, for (I)--(III) together entail the denial of (IV). There is thus a conflict between intuition and logical possibility. This (...) paper, after distinguishing various conceptions of a norm, of validity and of justification, argues for the following position. (I) is true. (II) is false for legislative justification and true for epistemic justification. (III) is true for legislative and false for epistemic justification. (IV) is true for legislative justification; for epistemic justification (IV) is true or false depending on the conception taken of a norm. Our intuition in favour of (II) must therefore be abandoned where justification is conceived legislatively. Our intuition in favour of (III) must be abandoned, and our intuition in favour of (IV) qualified, where justification is conceived epistemically. (shrink)

This article argues that we can construct a complex interpretation of the nature of time by linking Aciman’s gnostic thread to aspects of twentieth century theory, from philosophy and psychoanalysis. In brief, it attempts to demonstrate the roles of dislocation, deferral, and Otherness in constituting human temporality. The essay begins by surmising the conceptual history of time, touching on key ideas put forward by Augustine and Bergson. The second section takes a psychoanalytic turn after exploring Homo Irrealis to describe the (...) significance of desire and fantasy. Thirdly, we develop a unique and temporal application of difference and deferral, building off of Deleuze and Derrida. The fourth section will consider how the psychoanalytic concept of the Other is inhered within time. We conclude that an Acimanic analysis of time is the means by which we can understand existence not as a series of moments, but a rich progression of dissimilitude and Otherness defined moreso by its lack of cohesion and directness of being than by a unified and self-identifying subject. (shrink)

Lack of consent is valorized within popular culture to the point that sexual assault has become a spectator sport and creepshot entertainment on social media. Indeed, the valorization of nonconsensual sex has reached the extreme where sex with unconscious girls, especially accompanied by photographs as trophies, has become a goal of some boys and men.

On 25 December 1991 Alaa Hamed must for his literary work to the "Emergency Court for National Security" in Cairo. The judge read out the verdict: 2,300 egyptian pounds fine and eight years in prison for violating of state security and social peace. - A shock not only for egyptian intellectuals! The Arabic Department of BBC London placed the sentence in second place in the news, immediately after the notification of the resignation of Michail Gorbachev. Even in Germany the message (...) arrived in the media (FAZ, 30 December 1991). The egyptian journalist Jusif El Kaid spoke of the "most dangerous convicted of the 20 century" (Almussawar. No. 3508, 3 January 1992). The human rights organization of Egypt criticized the verdict as a violation of the right to freedom of expression and artistic innovation. It was the first time in modern history (after the 1952 revolution), that an author should because of his literary work in prison. (shrink)

Methodological critique of the sociological theory "spontaneous cooperation" to explain the revolution in Germany in 1989. This approach represented the german sociologists Dieter Opp and Detlef Pollack. The author reconstructs the two statements. Opp's approach is logically inconsistent. This approach is also unfit for scientific prediction, but Opp says the possibility of prediction is a necessary criterion for a scientific theory. Pollack's systemtheoretical approach ignores the really existing organized resistance of the subversive groups in Leipzig, for example the "Working group (...) for human rights" or the "Working group for Justice". Miracle or surprise chance are scientifically anacceptable models to explain a revolution. Both economically and politically offered the capitalist welfare state more for the workers than the socialism. So people noticed socialism as a system with more work for less prosperity and without civil rights, as a system of "exploitation by inefficiency" (Elsenhans). The author describes the revolution as a result of very effective collaboration between people, who willing to take risks and wanted to emigrate from the GDR to West, and the subversive groups, that could organize the revolutionary resistance. - This is a possible interpretation of the revolution from the interaction of transition-theory and voice-and-exit-theory (Hirschman). (shrink)

1. Kulturkomparatistik / 2. Physis als Gewissheit / 3. Kultur und Wertungskriterium / 4. Genealogie als Methode der Entbindung aus Tradition / 5. Genealogie der Ahnenkultur am Beispiel der Inuit / 6. Zwei Errungenschaften Europas: Liberaler Universalismus und individualistische Vernunftkritik / 7. Theorie der Notgemeinschaft und die Psychologie des Ressentiments zur Lösung von Isaiah Berlins "Paradoxon kollektiver Selbstbestimmung" / 8. Konflikt-Transformationen nach Albert O. Hirschman / 9. Der Wille zur Anthropodiversität übersteigt die Toleranz.

Während in griechisch-römischer Antike Arbeit und Freiheit einander ausschlossen, gilt heute den Nicht-Wohlhabenden der Ausschluss aus der Erwerbsarbeit als Verlust von Selbstbestimmung. Funktion und Wert von Arbeit sind abhängig von der Machtstreuung vs. -konzentration der jeweiligen Gesellschaften. Nicht-kapitalistische Machtstrukturen erzwingen Arbeit durch materielle Not bzw. außerökonomisch zum Zwecke der Sozialdisziplinierung. Kapitalismus ist zum Siege gelangt, wo Arbeit knapp und daher teuer – für die Armen zum Modus der Teilhabe am Wohlstand – werden konnte. Zuerst erkannten Nietzsche und Lafargue, dass die (...) aus Not zur Tugend gelogene „Arbeitsmoral“ die Arbeitenden in ihrem Kampfe um die Preissteigerung für Arbeit nie mehr als hindern kann. -/- Seit Keynes ist die Funktionsweise des Kapitalismus bekannt: Vollbeschäftigung ist Bedingung der Möglichkeit, damit Arbeit im Konflikt mit dem Kapital zu Verhandlungsmacht gelangen kann. Die von Marxisten ersehnten Krisen des Kapitalismus sind durch staatliche Maßnahmen und wohlfahrtsstaatliche Umverteilung prinzipiell politisch regulierbar. Aber wer öffentlich der politökonomischen Aufklärung dient, befähigt auch deren Widersacher dazu, sich an ihr zu bilden, die Konter-Strategie entlang ihrer Erkenntnisse gegenläufig auszurichten. -/- Neoliberalismus lässt sich als politischer Anti-Liberalismus verstehen, offensiv gegen den Sozialstaat wie den gesamten Kulturbereich gerichtet, der mehr als nur boulevardeske Unterhaltung ist. Ob Schrumpfung des öffentlichen Dienstes, Privatisierung kollektiver Güter oder Steuersenkungen für Vermögende, letztlich geht es um die Steigerung ungleicher Verteilung finanzieller Verfügungsrechte. Dem korrespondiert die Zersetzung demokratischer Steuerung durch Entpolitisierung: Wenn es gelingt vermeintliche Sachzwänge politisch glaubwürdig zu inszenieren, erscheint gleichgültig, welche Regierung angeblich nichts mehr zu entscheiden hat, weil sie den Haushalt konsolidieren müsse etc. etc. Hohe Arbeitslosigkeit ist für den Erfolg neoliberaler Strategie entscheidend. Sie spaltet die abhängig Beschäftigten in realiter machtlose Arbeitslose (sie können nicht einmal streiken) und angesichts der Arbeitslosigkeit verängstigte Arbeitende (die sich aller Forderungen enthalten). Arbeit und Lohn bleiben Verteilungsprobleme. Die Zukunft bietet die Alternativen, hinter den bewussten kapitalistischen Fortschritt zurückzufallen oder auf dessen Grundlage das Otium der Edlen für alle zu erkämpfen. (shrink)

Einer der traditionell gegen den Utilitarismus erhobenen Vorwürfe besagt, Utilitarismus sei mit der Konzeption unveräußerlicher Individualrechte unvereinbar, er könne die Menschenrechte entweder nicht begründen oder schlösse deren Gebotensein schlicht aus. Der Berechtigung dieser Behauptung wird zuerst bei den klassischen Utilitaristen Jeremy Bentham und John Stuart Mill nachgegangen. Der Einwand von Bernhard Williams gegen den Utilitarismus, er würdige den Wert von Integrität der Persönlichkeit nicht, wird anhand seines von ihm selbst gebotenen Beispiels erwogen. Unter den nicht-klassischen Utilitarismen wird die Theorie von (...) Rainer W. Trapp auf ihre Vereinbarkeit mit unveräußerlichen Rechten geprüft. Das Resümee ist uneindeutig: Nicht alle Utilitarismen schließen die Rechtsinhalte unveräußerlicher Individualrechte aus. Nicht alle der uns heute bekannten und als unveräußerlich postulierten Individualrechte lassen sich inhaltlich utilitaristisch begründen. Im Paralipomenon wird das Verhältnis der utilitaristischen Methode zu moralischen Intuitionen überdacht und ein weiterer Einwand Bernard Williams gegen den Utilitarismus geprüft: Ist der Utilitarismus konformistisch? Ein Plädoyer für einen freiheitlichen Utilitarismus in der Tradition Mills bildet den Abschluss. -/- 1. Klassischer Utilitarismus und unveräußerliche Individualrechte / 1.1. Jeremy Bentham (1748–1832): Utilitarismus im Sicherheitsinteresse der Gemeinschaft / 1.2. John Stuart Mill (1806–1873): Utilitarismus der Freiheit als Lebenskunst der Individuen / 2. Zu Bernard Williams` Utilitarismus-Kritik: Integrität oder „Hier steh` ich und ich kann nicht anders!“ / 2.1. Das Jim-Pedro-Beispiel / 2.2. Negative Verantwortlichkeit: „Verhindere das größere Übel!“ / 3. Nicht-klassischer Utilitarismus und unveräusserliche Individualrechte / 3.1. Rainer W. Trapp: Gerechtigkeitsutilitarismus / 3.2. Utilitaristen und deontologische Rigoristen / 4. Resümee: Utilitarismus und unveräusserliche Individualrechte - 5. Paralipomenon: Plädoyer für Utilitarismus als Lebenskunst / 5.1. Ist der Utilitarismus konformistisch? / 5.2. Utilitarismus im Sinne John Stuart Mills als freiheitliche Lebenskunst, als „Art of Life“. (shrink)

In adversarial machine learning, attackers add carefully crafted perturbations to input, where the perturbations are almost imperceptible to humans, but can cause models to make wrong predictions. In this paper, we did comprehensive review of some of the most recent research, advancement and discoveries on adversarial attack, adversarial sampling generation, the potency or effectiveness of each of the existing attack methods, we also did comprehensive review on some of the most recent research, advancement and discoveries on adversarial defense strategies, the (...) effectiveness of each defense methods, and finally we did comparison on effectiveness and potency of different adversarial attack and defense methods. We came to conclusion that adversarial attack will mainly be blackbox for the foreseeable future since attacker has limited or no knowledge of gradient use for NN model, we also concluded that as dataset becomes more complex, so will be increase in demand for scalable adversarial defense strategy to mitigate or combat attack, and we strongly recommended that any neural network model with or without defense strategy should regularly be revisited, with the source code continuously updated at regular interval to check for any vulnerability against newer attack. (shrink)

We introduce a family of operators to combine Description Logic concepts. They aim to characterise complex concepts that apply to instances that satisfy \enough" of the concept descriptions given. For instance, an individual might not have any tusks, but still be considered an elephant. To formalise the meaning of "enough", the operators take a list of weighted concepts as arguments, and a certain threshold to be met. We commence a study of the formal properties of these operators, and study some (...) variations. The intended applications concern the representation of cognitive aspects of classi cation tasks: the interdependencies among the attributes that de ne a concept, the prototype of a concept, and the typicality of the instances. (shrink)

Scalability, efficiency, and security had been a persistent problem over the years in data mining, several techniques had been proposed and implemented but none had been able to solve the problem of scalability, efficiency and security from cloud computing. In this research, we solve the problem scalability, efficiency and security in data mining over cloud computing by using a restful web services and combination of different technologies and tools, our model was trained by using different machine learning algorithm, and finally (...) using different validation and cross-validation methods to compare and validate our results. We build, train, test and deploy our model by restful API services which can be called through an endpoint, and with very high accuracy and huge success. (shrink)

Aphantasia, i.e., the inability to voluntarily form visual mental images, affects approximately 2 to 5 percent of the population and plays an important role in a more general debate revolving around the role of imagery for our cognition. This thesis investigates aphantasia by means of an interdisciplinary approach, combining insights from contemporary neuroscientific research with historical philosophical arguments, with a specific focus on the later philosophy of Ludwig Wittgenstein. A new theoretical concept, meta-imagination, is developed and it is argued that (...) the concept can explain why aphantasics perform successfully on a wide range of visual imagery tasks, thus providing important implications for the more general debate about the connection between imagery and cognition. (shrink)

Prevention, they say, is cheaper, easier and better than curing. It is from this maxim that this study was conceptualized. Metallurgical laboratory accidents are an issue of great concern because it not only affect the productivity and economic growth of an organization but also the physical, mental, and entire wellbeing of the victim. This study was aimed at reviewing the types and causes of metallurgical laboratory accidents, their effects, and their preventive measures. It was concluded that if the identified preventive (...) measures are strictly adhered to, the prevalence of such accidents would be curtailed tremendously. (shrink)

The way we answer the question, .what ought I to do?. goes to show what we believe about our life and the way to live that life. However we answer the question .what ought I to do?., we are prescribing a mode of -/- action and this action has a direct bearing on other people and our society at large. So the moral question has a direct connection with what society becomes. If we answer rightly then the impact on our (...) society will be salutary but if wrongly, the impact too will be fatal. So, what we do influences society for good or bad. -/- In this book, the meaning of morality and, ethics and how these can help in personal and national development will be examined. (shrink)

We discuss the role of perceptron (or threshold) connectives in the context of Description Logic, and in particular their possible use as a bridge between statistical learning of models from data and logical reasoning over knowledge bases. We prove that such connectives can be added to the language of most forms of Description Logic without increasing the complexity of the corresponding inference problem. We show, with a practical example over the Gene Ontology, how even simple instances of perceptron connectives are (...) expressive enough to represent learned, complex concepts derived from real use cases. This opens up the possibility to import concepts learnt from data into existing ontologies. (shrink)

Many scientists routinely generalize from study samples to larger populations. It is commonly assumed that this cognitive process of scientific induction is a voluntary inference in which researchers assess the generalizability of their data and then draw conclusions accordingly. We challenge this view and argue for a novel account. The account describes scientific induction as involving by default a generalization bias that operates automatically and frequently leads researchers to unintentionally generalize their findings without sufficient evidence. The result is unwarranted, overgeneralized (...) conclusions. We support this account of scientific induction by integrating a range of disparate findings from across the cognitive sciences that have until now not been connected to research on the nature of scientific induction. The view that scientific induction involves by default a generalization bias calls for a revision of the current thinking about scientific induction and highlights an overlooked cause of the replication crisis in the sciences. Commonly proposed interventions to tackle scientific overgeneralizations that may feed into this crisis need to be supplemented with cognitive debiasing strategies against generalization bias to most effectively improve science. (shrink)

Marine ecosystems are under increasing pressure from human activity, yet successful management relies on knowledge. The evidence-based policy (EBP) approach has been promoted on the grounds that it provides greater transparency and consistency by relying on ‘high quality’ information. However, EBP also creates epistemic responsibilities. Decision-making where limited or no empirical evidence exists, such as is often the case in marine systems, creates epistemic obligations for new information acquisition. We argue that philosophical approaches can inform the science-policy interface. Using marine (...) biosecurity examples, we specifically examine the epistemic challenges in the acquisition and acceptance of evidence to inform policy, discussing epistemic due care and biases in consideration of evidence. (shrink)

Fan culture has grown immensely over the past few years. People are constantly looking up to celebrities and personalities as role models for their fashion, identity, and success. During the stage of adolescence, it is normal for teenagers to admire well- known people and form fan attachments as part of their identity formation. However, this admiration of a specific media figure can be associated with one's personality, cognitive processes, and psychological well-being. Thus, the current study aims to investigate the correlation (...) between celebrity admiration and the self-esteem of 238 Filipino male teenagers. The research instruments, namely Celebrity Attitude Scale (CAS) and Rosenberg Self-Esteem Scale (RSES) were both utilized through google forms. Results have shown high scores on celebrity admiration and the normal range of self-esteem of the participants. Using Pearson’s r correlation coefficient, it was found that celebrity admiration and self-esteem of Filipino male teenagers have a significant relationship that exists in a negative direction. (shrink)

Many aspects of how humans form and combine concepts are notoriously difficult to capture formally. In this paper, we focus on the representation of three particular such aspects, namely overexten- sion, underextension, and dominance. Inspired in part by the work of Hampton, we consider concepts as given through a prototype view, and by considering the interdependencies between the attributes that define a concept. To approach this formally, we employ a recently introduced family of operators that enrich Description Logic languages. These (...) operators aim to characterise complex concepts by collecting those instances that apply, in a finely controlled way, to ‘enough’ of the concept’s defin- ing attributes. Here, the meaning of ‘enough’ is technically realised by accumulating weights of satisfied attributes and comparing with a given threshold that needs to be met. (shrink)

We introduce and discuss a knowledge-driven distillation approach to explaining black-box models by means of two kinds of interpretable models. The first is perceptron (or threshold) connectives, which enrich knowledge representation languages such as Description Logics with linear operators that serve as a bridge between statistical learning and logical reasoning. The second is Trepan Reloaded, an ap- proach that builds post-hoc explanations of black-box classifiers in the form of decision trees enhanced by domain knowledge. Our aim is, firstly, to target (...) a model-agnostic distillation approach exemplified with these two frameworks, secondly, to study how these two frameworks interact on a theoretical level, and, thirdly, to investigate use-cases in ML and AI in a comparative manner. Specifically, we envision that user-studies will help determine human understandability of explanations generated using these two frameworks. (shrink)

Axiom weakening is a technique that allows for a fine-grained repair of inconsistent ontologies. Its main advantage is that it repairs on- tologies by making axioms less restrictive rather than by deleting them, employing the use of refinement operators. In this paper, we build on pre- viously introduced axiom weakening for ALC, and make it much more irresistible by extending its definitions to deal with SROIQ, the expressive and decidable description logic underlying OWL 2 DL. We extend the definitions of (...) refinement operator to deal with SROIQ constructs, in particular with role hierarchies, cardinality constraints and nominals, and illustrate its application. Finally, we discuss the problem of termi- nation of an iterated weakening procedure. (shrink)

Axiom weakening is a novel technique that allows for fine-grained repair of inconsistent ontologies. In a multi-agent setting, integrating ontologies corresponding to multiple agents may lead to inconsistencies. Such inconsistencies can be resolved after the integrated ontology has been built, or their generation can be prevented during ontology generation. We implement and compare these two approaches. First, we study how to repair an inconsistent ontology resulting from a voting-based aggregation of views of heterogeneous agents. Second, we prevent the generation of (...) inconsistencies by letting the agents engage in a turn-based rational protocol about the axioms to be added to the integrated ontology. We instantiate the two approaches using real-world ontologies and compare them by measuring the levels of satisfaction of the agents w.r.t. the ontology obtained by the two procedures. (shrink)