Philosophical discussion about the reality of sensory perceptions has been hijacked by two tendencies. First, talk about perception has been largely centered on vision. Second, the realism question is traditionally approached by attaching objects or material structures to matching contents of sensory perceptions. These tendencies have resulted in an argumentative impasse between realists and anti-realists, discussing the reliability of means by which the supposed causal information transfer from object to perceiver takes place. Concerning the nature of sensory experiences and their (...) capacity to provide access to reality, this article challenges the standard categories through which most arguments in this debate have been framed to date. Drawing on the underexplored case of olfaction, I first show how the details of the perception process determine the modalities of sensory experiences. I specifically examine the role of measurement and analyze its influence on the characterization of perceptions in olfaction. My aim is to argue for an understanding of perception through a process view, rather than one pertaining to objects and properties of objects. (shrink)

Do sensory measurements deserve the label of “measurement”? We argue that they do. They fit with an epistemological view of measurement held in current philosophy of science, and they face the same kinds of epistemological challenges as physical measurements do: the problem of coordination and the problem of standardization. These problems are addressed through the process of “epistemic iteration,” for all measurements. We also argue for distinguishing the problem of standardization from the problem of coordination. To exemplify our claims, we (...) draw on olfactory performance tests, especially studies linking olfactory decline to neurodegenerative disorders. (shrink)

Is the sense of smell a source of aesthetic perception? Traditional philosophical aesthetics has centered on vision and audition but eliminated smell for its subjective and inherently affective character. This article dismantles the myth that olfaction is an unsophisticated sense. It makes a case for olfactory aesthetics by integrating recent insights in neuroscience with traditional expertise about flavor and fragrance assessment in perfumery and wine tasting. My analysis concerns the importance of observational refinement in aesthetic experience. I argue that the (...) active engagement with stimulus features in perceptual processing shapes the phenomenological content, so much so that the perceptual structure of trained smelling varies significantly from naive smelling. In a second step, I interpret the processes that determine such perceptual refinement in the context of neural decision-making processes, and I end with a positive outlook on how research in neuroscience can be used to benefit philosophical aesthetics. (shrink)

How much does stimulus input shape perception? The common-sense view is that our perceptions are representations of objects and their features and that the stimulus structures the perceptual object. The problem for this view concerns perceptual biases as responsible for distortions and the subjectivity of perceptual experience. These biases are increasingly studied as constitutive factors of brain processes in recent neuroscience. In neural network models the brain is said to cope with the plethora of sensory information by predicting stimulus regularities (...) on the basis of previous experiences. Drawing on this development, this chapter analyses perceptions as processes. Looking at olfaction as a model system, it argues for the need to abandon a stimulus-centred perspective, where smells are thought of as stable percepts, computationally linked to external objects such as odorous molecules. Perception here is presented as a measure of changing signal ratios in an environment informed by expectancy effects from top-down processes. (shrink)

A recent and growing discussion in philosophy addresses the construction of models and their use in scientific reasoning by comparison with fiction. This comparison helps to explore the problem of mediated observation and, hence, the lack of an unambiguous reference of representations. Examining the usefulness of the concept of fiction for a comparison with non-denoting elements in science, the aim of this paper is to present reasonable grounds for drawing a distinction between these two kinds of representation. In particular, my (...) account will suggest a demarcation between fictional and non-fictional discourse as involving two different ways of interpreting representations. This demarcation, leading me to distinguish between fictional and non-fictional forms of enquiry, will provide a useful tool to explore to what extent the descriptions given by a model can be justified as making claims about the world and to what degree they are a consequence of the model’s particular construction. (shrink)

Scientific models share one central characteristic with fiction: their relation to the physical world is ambiguous. It is often unclear whether an element in a model represents something in the world or presents an artifact of model building. Fiction, too, can resemble our world to varying degrees. However, we assign a different epistemic function to scientific representations. As artifacts of human activity, how are scientific representations allowing us to make inferences about real phenomena? In reply to this concern, philosophers of (...) science have started analyzing scientific representations in terms of fictionalization strategies. Many arguments center on a dyadic relation between the model and its target system, focusing on structural resemblances and “as if” scenarios. This chapter provides a different approach. It looks more closely at model building to analyze the interpretative strategies dealing with the representational limits of models. How do we interpret ambiguous elements in models? Moreover, how do we determine the validity of model-based inferences to information that is not an explicit part of a representational structure? I argue that the problem of ambiguous inference emerges from two features of representations, namely their hybridity and incompleteness. To distinguish between fictional and non-fictional elements in scientific models my suggestion is to look at the integrative strategies that link a particular model to other methods in an ongoing research context. To exemplify this idea, I examine protein modeling through X-ray crystallography as a pivotal method in biochemistry. (shrink)

Short piece for The Philosophers' Magazine on why philosophers should pay attention to olfaction.

Mind, Cognition, and Neuroscience: A Philosophical Introduction is specifically designed for interdisciplinary audiences. The textbook will offer a comprehensive overview of a wide range of contemporary topics that are relevant to the study of mind. Each chapter will situate current philosophical research and neuroscientific findings within historically relevant debates in philosophy of cognitive science. By situating cutting-edge research within the theoretical trajectory of the field, students will gain a fundamental understanding of the cognitive neurosciences, as well as the progressive nature (...) of the field. To enable this level of detail, each chapter will be written by experts in their area of specialization. The textbook will be modeled upon scientific textbooks, making it accessible to a wide audience without presupposing a background in philosophy or neuroscience. -/- Chapters include: Ch. 1 Introduction (Benjamin Young & Carolyn Dicey Jennings), -/- Ch. 2 Introduction to Cognitive Neuroscience (Adina Roskies), -/- Ch. 3 Introduction to Molecular and Cellular Cognition (John Bickle & Ann-Sophie Barwich), -/- Ch. 4 Introduction to Experimental Methods in Cognitive Neuroscience (Kristina Backer), Ch. 5 Introduction to Philosophy of Mind (Joe Vukov), Ch. 6 Introduction to Philosophy of Science (Carlos Mariscal), Ch. 7 Metaphysical issues of relevance to Cognitive Neuroscience (Crystal L'Hote), Ch. 8 Epistemic issues pertaining to Neuroscientific methods (Nina Atansova), Ch. 9 Thought and Artificial Intelligence (David Noelle and Jeffrey Yoshimi), Ch. 10 Modularity (Aleksandra Mroczko-Wasowicz), Ch. 11 Mental Architecture (Pierre Poirier, Othalia Larue, Jean-Nicolas Bourdon, & Mylène Legault), Ch. 12 Language (David Pereplyotchik), Ch. 13 Mental Content (Tobias Schlict & Krzysztof Dolega), Ch. 14 Concepts and non-conceptual content (Arnon Cahen), Ch. 15 Animal Cognition (Irina Mikhalevich), Ch. 16 Kinds of Consciousness (Jacob Berger), Ch. 17 Philosophical Theories of Consciousness (William Lycan), Ch. 18 Neurobiological Theories of Consciousness (Myrto Mylopoulos), Ch. 19 Unity of Consciousness (Rocco Gennaro), Ch. 20 Attention (Carolyn Dicey Jennings), Ch. 21 Time and Memory (Felipe de Brigard & Sarah Robins), Ch. 22 The Unconscious Mind (Alon Goldstein, & Benjamin Young), Ch. 23 Perception (Tony Cheng), Ch. 24 Mental Imagery (Amy Kind), Ch. 25 Action and Skill (Katia Samoilova), Ch. 26 Embodiment and Enactivism (Amanda Corris & Tony Chemero), Ch. 27 Emotions (Jesse Prinz & Sarah Arnaud), Ch. 28 Social Cognition and Theory of Mind (Evan Westra), Ch. 29 Neuroscience and Psychopathologies (Dominic Murphy, Gemma Lucy Smart, & Alexander Pereira), and Ch. 30 NeuroEthics (Katrina Sifferd and Joshua VanArsdall). (shrink)

William James famously tells us that there are two main goals for rational believers: believing truth and avoiding error. I argues that epistemic consequentialism—in particular its embodiment in epistemic utility theory—seems to be well positioned to explain how epistemic agents might permissibly weight these goals differently and adopt different credences as a result. After all, practical versions of consequentialism render it permissible for agents with different goals to act differently in the same situation. -/- Nevertheless, I argue that epistemic consequentialism (...) doesn’t allow for this kind of permissivism and goes on to argue that this reveals a deep disanalogy between decision theory and the formally similar epistemic utility theory. This raises the question whether epistemic utility theory is a genuinely consequentialist theory at all. (shrink)

In her recent paper ‘The Epistemology of Propaganda’ Rachel McKinnon discusses what she refers to as ‘TERF propaganda’. We take issue with three points in her paper. The first is her rejection of the claim that ‘TERF’ is a misogynistic slur. The second is the examples she presents as commitments of so-called ‘TERFs’, in order to establish that radical (and gender critical) feminists rely on a flawed ideology. The third is her claim that standpoint epistemology can be used to establish (...) that such feminists are wrong to worry about a threat of male violence in relation to trans women. In Section 1 we argue that ‘TERF’ is not a merely descriptive term; that to the extent that McKinnon offers considerations in support of the claim that ‘TERF’ is not a slur, these considerations fail; and that ‘TERF’ is a slur according to several prominent accounts in the contemporary literature. In Section 2, we argue that McKinnon misrepresents the position of gender critical feminists, and in doing so fails to establish the claim that the ideology behind these positions is flawed. In Section 3 we argue that McKinnon’s criticism of Stanley fails, and one implication of this is that those she characterizes as ‘positively privileged’ cannot rely on the standpoint-relative knowledge of those she characterizes as ‘negatively privileged’. We also emphasize in this section McKinnon’s failure to understand and account for multiple axes of oppression, of which the cis/trans axis is only one. (shrink)

White, Christensen, and Feldman have recently endorsed uniqueness, the thesis that given the same total evidence, two rational subjects cannot hold different views. Kelly, Schoenfield, and Meacham argue that White and others have at best only supported the weaker, merely intrapersonal view that, given the total evidence, there are no two views which a single rational agent could take. Here, we give a new argument for uniqueness, an argument with deliberate focus on the interpersonal element of the thesis. Our argument (...) is that the best explanation of the value of promoting rationality is an explanation that entails uniqueness. (shrink)

Essay review of Roger Ariew, Descartes and the first Cartesians. Oxford: Oxford University Press 2014. xix + 236 S.

The History of scepticism from Erasmus to Spinoza is often called upon to support three theses: first, that Descartes had a dogmatic notion of systematic knowledge, and therefore of physics; second, that the hypothetical epistemology of physics which spread during the xviith century was the result of a general sceptical crisis; third, that this epistemology was more successful in England than in France. I reject these three theses: I point first to the tension in Descartes’ works between the ideal of (...) a completely certain science and a physics replete with hypotheses; further, I argue that the use of hypotheses by mechanical philosophers cannot be separated from their conception of physics; finally I show that, at the end of the xviith century, physicists in France as well as in England spoke through hypotheses and I examine different ways of explaining this shared practice. Richard H. Popkin’s book serves therefore as a starting point for insights into the general problem: to what extent and for what reasons some propositions in physics have been presented as hypotheses in the xviith century? (shrink)

Standard accuracy-based approaches to imprecise credences have the consequence that it is rational to move between precise and imprecise credences arbitrarily, without gaining any new evidence. Building on the Educated Guessing Framework of Horowitz (2019), we develop an alternative accuracy-based approach to imprecise credences that does not have this shortcoming. We argue that it is always irrational to move from a precise state to an imprecise state arbitrarily, however it can be rational to move from an imprecise state to a (...) precise state arbitrarily. (shrink)

In an influential paper, L. A. Paul argues that one cannot rationally decide whether to have children. In particular, she argues that such a decision is intractable for standard decision theory. Paul's central argument in this paper rests on the claim that becoming a parent is ``epistemically transformative''---prior to becoming a parent, it is impossible to know what being a parent is like. Paul argues that because parenting is epistemically transformative, one cannot estimate the values of the various outcomes of (...) a decision whether to become a parent. In response, we argue that it is possible to estimate the value of epistemically transformative experiences. Therefore, there is no special difficulty involved in deciding whether to undergo epistemically transformative experiences. Insofar as major life decisions do pose a challenge to decision theory, we suggest that this is because they often involve separate, familiar problems. (shrink)

On sait peu de choses d’Edme Mariotte, membre de l’Académie royale des sciences de 1668 à 1684. Une analyse de son Essai de logique montre cependant que, pour défendre ses pratiques expérimentales, il s’appropria des bribes venues de différentes traditions intellectuelles. Ainsi, ce livre examine ce qu’on entendait par « méthode » à la fin du XVIIe siècle, les épistémologies de la physique qui s’affrontaient alors, quelques débats ouverts par la gestion de l’héritage cartésien. Mais l’essentiel sera peut-être la question (...) suivante : comment reconstituer les idées d’un savant ordinaire, qui n’a ni bouleversé l’ordre des sciences, ni montré une perspicacité épistémologique exceptionnelle ? (shrink)

In philosophical circles, Electress Sophie of Hanover (1630-1714) is known mainly as the friend, patron, and correspondent of Leibniz. While many scholars acknowledge Sophie's interest in philosophy, some also claim that Sophie dabbled in philosophy herself, but did not do so either seriously or competently. In this paper I show that such a view is incorrect, and that Sophie did make interesting philosophical contributions of her own, principally concerning the nature of mind and thought.

This article provides an overview of the contributions to philosophy of Nigerian philosopher Sophie Bọ´sẹ`dé Olúwọlé. The first woman to earn a philosophy PhD in Nigeria, Olúwọlé headed the Department of Philosophy at the University of Lagos before retiring to found and run the Centre for African Culture and Development. She devoted her career to studying Yoruba philosophy, translating the ancient Yoruba Ifá canon, which embodies the teachings of Orunmila, a philosopher revered as an Óríṣá in the Ifá pantheon. (...) Seeing his works as examples of secular reasoning and argument, she compared Orunmila's and Socrates' philosophies and methods and explored similarities and differences between African and European philosophies. A champion of African oral traditions, Olúwọlé argued that songs, proverbs, liturgies, and stories are important sources of African responses to perennial philosophical questions as well as to contemporary issues, including feminism. She argued that the complementarity that ran throughout Yoruba philosophy guaranteed women's rights and status, and preserved an important role for women, youths, and foreigners in politics. (shrink)

Questioning the nature of individuality has a long and a rich history, both in philosophy and in biology. Because they differ in several features from the pervasive vertebrate-human model, plants have been considered as complicating the question. Here, the various plant species on which authors—whether biologists or philosophers—rely to build the picture of plant individuality are examined and tracked for their peculiarities, thus constituting an “herbiary” of plant individuality. The herbiary of plant individuality has as its members species exhibiting a (...) diverse collection of traits and illustrating different questions related to plant individuality. This essay assesses the peculiarity of the features of these plants and the reality of their differences from animals. Because some plant features are supposed to pose a threat to individual genetic homogeneity, higher heterogeneity has been assumed for plants compared to animals. Moreover, individual plants are sometimes identified with communities. How does this supposed heterogeneity appear in particular species? Cultivated plants exhibit distinctive diversity, and their overrepresentation in the study of plant diversity might bias the way plant individuality is understood. Just as there is a vertebrate bias, there may also be a cultivated plant bias. Recent results bring plants much closer to animals in terms of cellular functioning, so plants might not be so different from animals with respect to their diversity, and consequently their individuality. (shrink)

Sophie Roux confronte la critique du « sokalisme » qu’on trouve dans La Querelle des imposteurs d’Yves Jeanneret et la manière dont Impostures intellectuelles dessine le partage entre « littéraires » et « scientifiques ».

Johnston famously argued that the colors are, more or less inclusively speaking, dispositions to cause color experiences by arguing that this view best accommodates his five proposed core beliefs about color. Since then, Campbell, Kalderon, Gert, Benbaji, and others, have all engaged with at least some of Johnston’s proposed core beliefs in one way or another. Which propositions are core beliefs is ultimately an empirical matter. We investigate whether Johnston’s proposed core beliefs are, in fact, believed by assessing the agreement/disagreement (...) of non-philosophers with them. Two experiments are run each with large sample sizes, the second designed to address criticisms of the first. We find that non-philosophers mostly agree with the proposed core beliefs, but that they agree with some more than others. (shrink)

Societies need markets, so just as trustworthy professionals are needed in fields such as healthcare, law and education, modern societies need trustworthy market managers, including corporate officers and directors. But in its screening of candidates, U.S. corporate business has lagged behind fields such as medicine and law, which in the nineteenth century addressed their need for screening by upgrading professional education and establishing licensing of individual practitioners. Corporate business, by contrast, has been too tolerant of problematic executives, particularly executives of (...) a type shown by recent research in psychology to exhibit a set of personality traits including below average concern about bad effects of their actions on other people. Over-representation of this problematic type has cost corporate business the trust and respect it could earn by resting fully on a time-honored alternative foundation already espoused by many trustworthy teachers and practitioners of business. Society needs these trustworthy people of business to work together to establish screening of candidates for high level corporate positions by upgrading MBA education and establishing licensing for these positions. For reasons again based on current findings in psychology, screening candidates for the MBA could be significantly strengthened by requiring historical studies, particularly history of the corporate legal structure in the U.S. and history of the MBA itself. Upgrading the MBA and establishing correlated licensing could open the way toward corrections in the legal form of the corporation to bring it into line with hospitals, law courts and universities as places where responsible professionals pursue their callings on behalf of society. (shrink)

Politiek filosofe en kritisch traditionaliste, onderzocht Afrikaanse orale literaire tradities op hun filosofische betekenis. Maakt zich sterk voor een authentieke Afrikaanse filosofie. Sophie Oluwoles ouders waren beiden afkomstig uit de staat Edo in het zuidwesten van Nigeria. Oluwole zelf werd geboren in het dorp Igbara Oke in de naburige staat Ondo, waar zij ook haar lagere en middelbare school doorliep. In 1964 trouwde zij met een eveneens Nigeriaanse wetenschapper. Ze vertrok nog in hetzelfde jaar naar Moskou, waar haar man (...) een baan kreeg aangeboden bij de Verenigde Naties. Vanwege taalproblemen vertrokken beiden na een jaar naar Duitsland, waar zij Duits studeerden aan de Universiteit in Keulen. Kort nadat zij in 1966 verhuisde naar de Verenigde Staten, scheidde Oluwole van haar man omdat deze haar verdere studies dwarsboomde. Oluwole keerde terug naar Nigeria waar zij aan de Universiteit van Lagos een studie filosofie begon. In de periode 1968-1970 doceerde Oluwole op een middelbare school in haar thuisstaat Ondo. Daarna keerde zij terug naar de universiteit van Lagos, waar zij werkzaam was als studentassistente en ondertussen afstudeerde. Oluwole werd als promovenda toegelaten op de universiteit van Ibadan. In 1984 behaalde zij als eerste student in sub-Sahara Afrika een doctorstitel in de filosofie. Hoewel Oluwoles filosofische carrière een aanvang nam met de studie van westerse meta-ethiek, besloot zij zich na het behalen van haar doctorstitel verder te ontwikkelen in de richting van de Afrikaanse filosofie. Zij doceerde filosofie aan de universiteit van Lagos, was decaan van deze universiteit en was voorzitter van de Nigeriaanse Vereniging voor Filosofie. Tegenwoordig is Oluwole actief als directeur van het Centrum voor Afrikaanse Cultuur en Ontwikkeling in Lagos, dat zich onder andere richt op de ontwikkeling van vrouwen in Afrika. (shrink)

Four propositions relative to the laws of nature in the classical period must be noted. 1. Certain regularities in phenomena had been discovered. 2. A concept of law had emerged. 3. Classical science is characterized by the introduction of the notion of the legality of nature. 4. New uses of the word «law» had appeared in scientific texts. This article is devoted to the analysis of only this last proposition, that is to say to a terminological problem. First we will (...) describe the semantic uses of the word «law» that may have contributed to the constitution of its classical meaning: its specific usage, disciplinary usage, usage in physics, in mathematics, in metaphysics. Second we will analyze the various moments of the diffusion of the word in the sciences in the xviith century. The general thesis defended in the end is that if the term «law» had indeed been used in science with no reference to a law-giving God prior to the xviith century, only this reference, that is, the coming together of its physical and its metaphysical usage, allowed its generalization in the period between the xviith and xviiith centuries. (shrink)

Color relationalism holds that the colors are constituted by relations to subjects. The introspective rejoinder against this view claims that it is opposed to our phenomenally-informed, pre-theoretic intuitions. The rejoinder seems to be correct about how colors appear when looking at how participants respond to an item about the metaphysical nature of color but not when looking at an item about the ascription of colors. The present article expands the properties investigated to sound and taste and inspects the mentioned asymmetry, (...) with a particular focus on the principle of charity. Using a metaphysical item, we find that color and sound are no different from shape, our control for a clearly anti-relational property. Taste, on the other hand, is no different from likability, our control for a clearly relational property. Importantly, we find that the disparity between metaphysical and ascription items is due to participants using a principle of charity to interpret disagreement cases such that both parties can be correct. (shrink)

I talk about the relation between the direct encounters with values that I take to be a key part of ordinary moral phenomenology, and the well-worn topic of demandingness. I suggest that an ethical philosophy based on (inter alia) such encounters sheds interesting light on some familiar problems.

Metaethics tends to take for granted a bare Democritean world of atoms and the void, and then worry about how the human world that we all know can possibly be related to it or justified in its terms. I draw on Wittgenstein to show how completely upside-down this picture is, and make some moves towards turning it the right way up again. There may be a use for something like the bare-Democritean model in some of the sciences, but the picture (...) has no standing as the basic objective truth about the world; if anything has that standing, it is ordinary life. I conclude with some thoughts about how the notion of bare, “thin” perception of non-evaluative reality feeds a number of philosophical pathologies, such as behaviourism, and show how a “thicker”, more value-laden, understanding of our perceptions of the world can be therapeutic against them. (shrink)

Le texte suivant s'appuie assez largement sur des informations scientifiques de la biologie végétale. Ce choix de philosopher à partir de la technicité et de l'historicité des objets botaniques correspond à un parti pris. La proximité de l’humain à ses objets d’étude, sa tendance à anthropomorphiser, voire anthropocentrer, les observations ou les problèmes qui se présentent à lui, a fait l’objet de multiples réflexions philosophiques et épistémologiques. Kant, pour qui « tout intérêt est finalement pratique [...] même celui de la (...) raison spéculative n’est que conditionné et n’est complet que dans l’usage pratique » 1 , Bachelard, qui appelle à « substituer à la notion anthropomorphe de cause la notion scientifique de fonction » 2 , ou Canguilhem pour qui « l’anthropocentrisme est plus aisé à rejeter que l’anthropomorphisme [...] Peut-on être biologistes sans se sentir du côté des vivants ? » 3 . Ces réflexions ne sont-elles pas toujours centrées sur les modes de connaissance ou de pensée de l’humain, alors que les « objets d’étude » en question demeurent souvent dans un certain flou, voire une large indétermination ? La démarche suivie ici tente d’aller dans une autre direction. Elle interroge les effets de l’anthropocentrisation d’objets spécifiques à la biologie végétale, envisagée aussi bien dans sa profondeur historique que dans ses développements techniques récents. Nous tentons ici un pari : une analyse précise de nos connaissances botaniques, actuelles et passées, peut nourrir la réflexion philosophique sur notre rapport aux plantes et, à travers elles, sur nous-mêmes. (shrink)

In Der logische Aufbau der Welt, first published in 1928, Carnap aims to rationally reconstruct all objects of cognition by logico-definitional means. As a result, he intends to obtain a fully objective framework in which scientific discourse can take place. This is made possible by the novel method of ‘purely structural definite description’ of all scientifically relevant objects, which is first introduced in the Aufbau. Key to the attainment of this goal is the notion of ‘foundedness’, which Carnap presents as (...) a new basic notion of logic, in order to establish a link between the purely conventional world of logical and mathematical knowledge and the empirical world of knowledge of scientific objects. This idea experienced major criticism by Friedman (1999a,b) since he considers it to lead to the demolition of the boundary between those two worlds. In this essay, we want to defend foundedness against Friedman’s critique by arguing that its introduction is necessary within Carnap’s logicist world of thought to deal with a more fundamental problem: the demarcation of the empirical parts of the Aufbau. In the last section, we will give an outlook on the actual cause for the failure of the Aufbau, the lack of a principle to determine the truth of the instances of the basic relation in the Aufbau, and we will show how this can contribute to the explanation of Carnap’s future philosophical development and retrospective self-evaluation. This essay serves as a dense informal sketch for a later extensive formal treatment of this reading of foundedness and focuses on its implications for the interpretation of Carnap’s post-Aufbau development. (shrink)

Abstract: In this research, an Artificial Neural Network (ANN) model was developed and tested to predict temperature in the surrounding environment. A number of factors were identified that may affect temperature or humidity. Factors such as the nature of the surrounding place, proximity or distance from water surfaces, the influence of vegetation, and the level of rise or fall below sea level, among others, as input variables for the ANN model. A model based on multi-layer concept topology was developed and (...) trained using data from several regions in the surrounding environment. The evaluation of testing the dataset shows that the ANN model is capable of correctly predicting the temperature with 100% accuracy. (shrink)

Abstract: In this research, the Artificial Neural Network (ANN) model was developed and tested to predict the rate of treatment expenditure on an individual or family in a country. A number of factors have been identified that may affect treatment expenses. Factors such as age, grade level such as primary, preparatory, secondary or college, sex, size of disability, social status, and annual medical expenses in fixed dollars excluding dental and outpatient clinics among others, as input variables for the ANN model. (...) A model based on the multi-layer Perceptron topology was developed and trained using data on 5574 cases. The evaluation of the test data shows that the ANN model is capable of predicting correctly Medical Expenses. (shrink)

Abstract: During the course of this research, imposing the training of an artificial neural network to predicate the MPG rate for present thru forthcoming automobiles in the foremost relatively accurate evaluation for the approximated number which foresight the actual number to help through later design and manufacturing of later automobile, by training the ANN to accustom to the relationship between the skewing of each later stated attributes, the set of mathematical combination of the sequences that could be excavate the Miles (...) Per Gallon(MPG) by the system and using both the Gradient Descent Algorithm and the Normalized Square Error Technique explicitly lure the Final Parameter Norm and Scaling layer and Bounded Layering rules implicitly. And so on the system should be able to produce immune approximations `and calculations to make better of results of What the Actual output estimation. (shrink)

To automate examination of massive amounts of sequence data for biological function, it is important to computerize interpretation based on empirical knowledge of sequence-function relationships. For this purpose, we have been constructing an Artificial Neural Network (ANN) by organizing various experimental and computational observations as a collection ANN models. Here we propose an ANN model which utilizes the Dataset for UCI Machine Learning Repository, for predicting localization sites of proteins. We collected data for 336 proteins with known localization sites and (...) divided them into training data and validating data. It was found that the accuracy rate for predicting Protein Localization Sites in Cells is 92.11%. This Indicates that Artificial Neural Network approach is powerful and flexible enough to be used in Protein Localization Sites prediction. (shrink)

We proposed an Artificial Neural Network (ANN) in this paper for predicting the rate category of movies. A dataset used obtained from UCI repository created for research purposes. Our ANN prediction model was developed and validated; validation results showed that the ANN model is able to 92.19% accurately predict the category of movies’ rate.

L’article « D’une Affaire aux autres » de Josquin Debaz et Sophie Roux, montre combien il est difficile de délimiter ce qu’on appelle « l’Affaire Sokal » et analyse, par un recensement aussi systématique que possible des articles de presse, la différence entre l’affaire américaine et l’affaire française.

Throughout this research, imposing the training of an Artificial Neural Network (ANN) to play tic-tac-toe bored game, by training the ANN to play the tic-tac-toe logic using the set of mathematical combination of the sequences that could be played by the system and using both the Gradient Descent Algorithm explicitly and the Elimination theory rules implicitly. And so on the system should be able to produce imunate amalgamations to solve every state within the game course to make better of results (...) of winnings or getting draw. (shrink)

In this paper an Artificial Neural Network (ANN) model was used to help cars dealers recognize the many characteristics of cars, including manufacturers, their location and classification of cars according to several categories including: Make, Model, Type, Origin, DriveTrain, MSRP, Invoice, EngineSize, Cylinders, Horsepower, MPG_Highway, Weight, Wheelbase, Length. ANN was used in prediction of the number of miles per gallon when the car is driven in the city(MPG_City). The results showed that ANN model was able to predict MPG_City with 97.50 (...) % accuracy. The factor of DriveTrain has the most influence on MPG_City evaluation. Similar studies can be carried out for the evaluation of other characteristics of cars. (shrink)

Abstract: In this research, an Artificial Neural Network (ANN) model was developed and tested to predict efficiency of antibiotics in treating various bacteria types. Attributes that were taken in account are: organism name, specimen type, and antibiotic name as input and susceptibility as an output. A model based on one input, one hidden, and one output layers concept topology was developed and trained using a data from Queensland government's website. The evaluation shows that the ANN model is capable of correctly (...) predicting the susceptibility of organisms to the antibiotics with 98% accuracy. -/- . (shrink)

In this paper, we developed an Artificial Neural Network (ANN) for detect the absence or presence of lung cancer in human body. Symptoms were used to diagnose the lung cancer, these symptoms such as Yellow fingers, Anxiety, Chronic Disease, Fatigue, Allergy, Wheezing, Coughing, Shortness of Breath, Swallowing Difficulty and Chest pain. They were used and other information about the person as input variables for our ANN. Our ANN established, trained, and validated using data set, which its title is “survey lung (...) cancer”. Model evaluation showed that the ANN model is able to detect the absence or presence of lung cancer with 96.67 % accuracy. -/- . (shrink)

We developed an Artificial Neural Network (ANN) model for predicting the overall rating of books. The prediction is based on some Factors (bookID, title, authors, isbn, language_code, isbn13, # num_pages, ratings_count, text_reviews_count), which used as input variables and (average_rating) as output for our ANN predictive model. Our model established, trained, and validated using data set, which its title is “Goodreads-books”. Model evaluation showed that the ANN model is able to predict correctly 99.90% of the validation instances.

Abstract: In this paper an Artificial Neural Network (ANN) model, for predicting the Letters from twenty dissimilar fonts for each letter. The character images were, initially, based on twenty dissimilar fonts and each letter inside these twenty fonts was arbitrarily distorted to yield a file of 20,000 distinctive stimuli. Every stimulus was transformed into 16 simple numerical attributes (arithmetical moments and edge amounts) which were then ascended to be suitable into a range of numeral values from 0 to 15. We (...) naturally chose, arbitrarily, 1,000 distinctive stimuli for this research. We made certain that the scattering remnants the similar after selecting the one thousand stimuli. In this research, a neural network tool (Just NN) was used for the purpose of predicting to classify every of a huge number of black and white four-sided pixel displays as one of the 26 capital letters in the English language. (shrink)

In this paper an Artificial Neural Network (ANN) model, was developed and tested for predicting the category of an animal. There is a number of factors that influence the classification of animals. Such as the existence of hair/ feather, if the animal gives birth or spawns, it is airborne, aquatic, predator, toothed, backboned, venomous, has –fins, has-tail, cat-sized, and domestic. They were then used as input variables for the ANN model. A model based on the Multilayer Perceptron Topology was developed (...) and trained, using data set, which its title is “Zoo Data Set” and was obtained from Machine Learning Repository, and its created by Richard Forsyth. Test data evaluation shows that the ANN model is able to correctly predict the animal category with 100% accuracy. (shrink)

In this paper an Artificial Neural Network (ANN) model, was developed and tested for predicting the price range of a mobile phone. We used a dataset that contains mobile phones information, and there was a number of factors that influence the classification of mobile phone price. Factors as battery power, CPU clock speed, has dual sim support or not, Front Camera mega pixels, has 4G or not, has Wi-Fi or not, etc…. 20 attributes were used as input variables for the (...) ANN model. A model based on the Multilayer Perceptron Topology was developed and trained, using data set, which its title is “Mobile Price Classification” and was obtained from Kaggle online community, and it is created by Abhishek Sharma. Test data evaluation shows that the ANN model is able to correctly predict the mobile price renge with 96.31 accuracy. (shrink)

Abstract: This paper presents an artificial neural network based approach for the diagnosis of hepatitis virus. A number of factors that may possibly influence the performance of patients were outlined. Such factors as age, sex, Steroid, Antivirals, Fatigue, Malaise, Anorexia, Liver Big, Liver Firm Splean Palpable, Spiders, Ascites, Varices, Bilirubin, Alk Phosphate, SGOT, Albumin, Protine and Histology, were then used as input variables for the ANN model . Test data evaluation shows that the ANN model is able to correctly predict (...) the diagnosis of more than 93% of prospective Patients. (shrink)