For Sellars, the possibility of empirical knowledge presupposes the existence of "sense impressions" in the perceiver, i.e., non-conceptual states of perceptual consciousness. But this role for sense impressions does not implicate Sellars' account in the Myth of the Given: sense impressions do not stand in a justificatory relation to instances of perceptual knowledge; their existence is rather a condition for the possibility of the acquisition of empirical concepts. Sellars suggests that learning empirical concepts presupposes that we can remember certain (...) past facts that we could not conceptualize at the time they obtained. And such memory presupposes, in turn, the existence of certain (past) non-conceptual sensory states that can be conceptualized. (shrink)

In this article, we propose a new method to learn the underlying acyclic mixed graph of a linear non-Gaussian structural equation model with given observational data. We build on an algorithm proposed by Wang and Drton, and we show that one can augment the hidden variable structure of the recovered model by learning multidirected edges rather than only directed and bidirected ones. Multidirected edges appear when more than two of the observed variables have a hidden common cause. We detect (...) the presence of such hidden causes by looking at higher order cumulants and exploiting the multi-trek rule. Our method recovers the correct structure when the underlying graph is a bow-free acyclic mixed graph with potential multidirected edges. (shrink)

This study investigates the performance of 21 monolingual and 56 bilingual children aged 5;6-9;0 on German-LITMUS-sentence-repetition (SRT; Hamann et al., 2013) and nonword-repetition-tasks (NWRT; Grimm et al., 2014), which were constructed according to the LITMUS-principles (Language Impairment Testing in Multilingual Settings; Armon-Lotem et al., 2015). Both tasks incorporate complex structures shown to be cross-linguistically challenging for children with Specific Language Impairment (SLI) and aim at minimizing bias against bilingual children while still being indicative of the presence of language impairment across (...) language combinations. Given the great variability in bilingual language exposure and the potential effect of language experience on language performance in bilingual children, we examined whether background variables related to bilingualism, particularly, the degree language dominance as measured by relative amount of use and exposure, could compromise the diagnostic accuracy of the German-LITMUS-SRT and NWRT. We further investigated whether a combination of the two tasks provides better diagnostic accurracy. To address this, we used an unsupervised machine learning algorithm, the Partitioning-Around-Medoids (PAM), for deriving a clinical category for the children as ±language-impaired based on performance scores on SRT and/or NWRT while withholding information about their clinical status based on standardized assessment in L1/L2. Subsequently, we calculated diagnostic accuracy and investigated which background variables (age of onset, length of exposure, degree of language-dominance, socio-economic-status, and risk factors for SLI) best explained clinical-group-membership yielded from the PAM-analysis based on NWRT and/or SRT scores. Results show that although language-dominance influences the performance of bilingual typically-developing children, especially in the SRT, the diagnostic accuracy of the tools is not compromised by language dominance: while risk factors for SLI were significant predictors for clinical group membership in all models, language dominance did not contribute at all to explaining clinical cluster membership as typically-developing or SLI based on any of the combinations of the SRT and NWRT variables. Additionally, results confirm that a combination of SRT scored by correct target structure and the structurally more complex language-dependent part of the NWRT yields better diagnostic accuracy than single measures and is only sensitive for risk factors for SLI and not to dominance levels or SES. (shrink)

As adults age, their performance on many psychometric tests changes systematically, a finding that is widely taken to reveal that cognitive information-processing capacities decline across adulthood. Contrary to this, we suggest that older adults'; changing performance reflects memory search demands, which escalate as experience grows. A series of simulations show how the performance patterns observed across adulthood emerge naturally in learning models as they acquire knowledge. The simulations correctly identify greater variation in the cognitive performance of older adults, and (...) successfully predict that older adults will show greater sensitivity to fine-grained differences in the properties of test stimuli than younger adults. Our results indicate that older adults'; performance on cognitive tests reflects the predictable consequences of learning on information-processing, and not cognitive decline. We consider the implications of this for our scientific and cultural understanding of aging. (shrink)

El objetivo de este trabajo es medir el efecto del feedback correctivo escrito directo en el incremento del aprendizaje y el uso correcto de las preposiciones por y para en español como segunda lengua. Dichas preposiciones se consideran como unas de las más complejas durante el proceso de aprendizaje teniendo en cuenta la frecuencia de errores cometidos en sus usos y la naturaleza sintáctico-semántica. Para ello se llevó a cabo un estudio cuasiexperimental con pretest, postest inmediato, postest diferido y grupo (...) control, aplicando sistemáticamente las estrategias de FC metalingüístico directo y no metalingüístico directo a nivel escrito. Los resultados han demostrado evidencia de los efectos positivos de estos feedbacks correctivos en el incremento del aprendizaje y uso correcto de estas estructuras preposicionales. The aim of this research is to evaluate the effectiveness of written direct corrective feedback on the learning improvement of prepositions “por and para” in Spanish as second language. These grammatical structures are considered among the most complex prepositions to acquire during the learning process, considering the frequency of errors in their use and their syntactic-semantic nature. In order to achieve this aim, a quasi-experimental study with a pretest, immediate posttest, delayed posttest and control group was conducted. In this context, we have systematically applied the strategies of written metalinguistic and non-metalinguistic direct corrective feedback on these prepositions errors. The results have shown the positive effects of the written corrective feedback on the acquisition of these prepositional structures. (shrink)

Aesthetic non-cognitivists deny that aesthetic statements express genuinely aesthetic beliefs and instead hold that they work primarily to express something non-cognitive, such as attitudes of approval or disapproval, or desire. Non-cognitivists deny that aesthetic statements express aesthetic beliefs because they deny that there are aesthetic features in the world for aesthetic beliefs to represent. Their assumption, shared by scientists and theorists of mind alike, was that language-users possess cognitive mechanisms with which to objectively grasp abstract rules fixed independently of human (...) responses, and that cognizers are thereby capable of grasping rules for the correct application of aesthetic concepts without relying on evaluation or enculturation. However, in this article I use Wittgenstein’s rule-following considerations to argue that psychological theories grounded upon this so-called objective model of rule-following fail to adequately account for concept acquisition and mastery. I argue that this is because linguistic enculturation, and the perceptual learning that’s often involved, influences and enables the mastery of aesthetic concepts. I argue that part of what’s involved in speaking aesthetically is to belong to a cultural practice of making sense of things aesthetically, and that it’s within a socio-linguistic community, and that community’s practices, that such aesthetic sense can be made intelligible. (shrink)

The performance of a connectionist learning system on a simple problem has been described by Hinton and is briefly reviewed here: a finite set is learned from a finite collection of finite sets, and the system generalizes correctly from partial information by finding simple "features" of the environment. For comparison, a very similar problem is formulated in the Gold paradigm of discrete learning functions. To get generalization similar to the connectionist system, a non-conservative learning strategy is required. (...) We define a simple, non-conservative strategy that generalizes like the connectionist system, finding simple "features" of the environment. By placing an arbitrary finite bound on the number and complexity of the features to be found, learning can be guaranteed relative to a probabilistic criterion of success. However, this approach to induction has essentially the same problems as many others that have failed. (shrink)

Linguistic and non-linguistic pattern learning have been studied separately, but we argue for a comparative approach. Analogous inductive problems arise in phonological and visual pattern learning. Evidence from three experiments shows that human learners can solve them in analogous ways, and that human performance in both cases can be captured by the same models. We test GMECCS, an implementation of the Configural Cue Model in a Maximum Entropy phonotactic-learning framework with a single free parameter, against the alternative (...) hypothesis that learners seek featurally simple algebraic rules. We study the full typology of patterns introduced by Shepard, Hovland, and Jenkins (), instantiated as both phonotactic patterns and visual analogs, using unsupervised training. Unlike SHJ, Experiments 1 and 2 found that both phonotactic and visual patterns that depended on fewer features could be more difficult than those that depended on more features, as predicted by GMECCS but not by rule-seeking. GMECCS also correctly predicted performance differences between stimulus subclasses within each pattern. A third experiment tried supervised training to elicit simple rule-seeking phonotactic learning, but cue-based behavior persisted. We conclude that similar cue-based cognitive processes are available for phonological and visual concept learning, and hence that studying either kind of learning can lead to significant insights about the other. (shrink)

A work of music is repeatable in the following sense: it can be multiply performed or played in different places at the same time, and each such datable, locatable performance or playing is an occurrence of it: an item in which the work itself is somehow present, and which thereby makes the work manifest to an audience. As I see it, the central challenge in the ontology of musical works is to come up with an ontological proposal (i.e. an account (...) of what sort of thing a work of music is) which enables us to explain what such repeatability consists in, whilst doing maximal justice to the way in which we conceive of musical works in our reflective critical and appreciative practice. To this end, many have found it tempting to defend some version or other of the type-token theory : the thesis that a work is a type and its occurrences are its tokens. Much of the early debate prompted by the publication of Jerrold Levinson's seminal 'What a Musical Work Is' in 1980 has taken the type-token theory for granted, choosing to focus on how musical works, qua types, are individuated. (A key question here has been whether we should hold, with the sonicist , that works are identical just in case they sound exactly alike; or whether we should agree with Levinson's contextualist thesis that exact sound-alikes are distinct, if composed in distinct musico-historical contexts.) More recently, however, the type-token theory itself has been put under pressure, and alternatives have been suggested. So, e.g. Gregory Currie and David Davies have held versions of the thesis that musical works (and artworks generally) are acts of composition, whilst Guy Rohrbaugh has recommended that we think more innovatively about our metaphysical categories, and treat musical works (along with all repeatable artworks) as historical individuals . Historical individuals, like particular substances, come into and go out of existence, could have been somewhat different than they are, and can change through time; but such items, unlike particular substances, are nonetheless capable of having occurrences. In the last few years, ontologists of music have also stepped back to consider the very nature of their enterprise. In particular, a debate has ensued concerning the cogency of ontological proposals (such as those of Nelson Goodman, Nicholas Wolterstorff and Julian Dodd) that are substantially revisionary of our folk concept of a work of music. Amie Thomasson, David Davies and Andrew Kania occupy, to a greater or lesser degree, the descriptivist standpoint, according to which such revisionary ontologies are misconceived. The debate between revisionists and descriptivists in the ontology of music – if prosecuted against the backdrop of an awareness of developments in meta-ontology more generally – is a particularly fertile area in the philosophy of music at present. Author Recommends Wollheim, Richard. Art and its Objects . 2nd ed. Cambridge: Cambridge University Press, 1980. This seminal study nicely introduces and motivates the type-token theory, and in the course of doing so, helpfully, although perhaps contentiously, distinguishes types from both sets and properties. Wollheim's treatment was to a large part responsible for stimulating the subsequent debate as to the ontological nature of musical works. Levinson, Jerrold. 'What a Musical Work Is.' Journal of Philosophy 77 (1980); reprinted in his Music, Art and Metaphysics , 63–88. This paper has, perhaps, been the most influential account of the nature of musical works, post-Wollheim. Presuming the type-token theory to be correct, Levinson elaborates it by claiming musical works to be, not sound structures (i.e. structured patterns of sound-types), but a species of types he calls indicated structures . According to Levinson, a work of music is not to be identified with its sound structure, S ; it is, in fact, a compound of S and a performance-means structure, PM , as indicated (typically, via a score) by its composer on a certain occasion : something that we can represent as S/PM -as-indicated-by- X -at- t . Such indicated structures, Levinson argues, fit the bill for being what works of music are, because they come into being with their indication (i.e. their composition), are individuated in terms of the musico-historical context in which they were composed, and have their specified performance-means (i.e. their instrumentation) essentially. Wolterstorff, Nicholas. Works and Worlds of Art . Oxford: Clarendon Press, 1980. Part I of this book sees Wolterstorff defend a Platonistic version of the type-token theory (although Wolterstorff calls them 'kinds' rather than 'types'). According to Wolterstorff, considerations about the existence conditions of types commit us to the thesis that works of music, qua types, are entities that cannot come into or go out of existence. Kivy, Peter. 'Platonism in Music: A Kind of Defence.' Grazer Philosophische Studien 19 (1983): 109–29. In this article, Kivy ingeniously (and wittily) defends a variety of Platonism about works of music against the animadversions of Levinson. Currie, Gregory. An Ontology of Art . New York: St, Martin's Press, 1989. Here Currie introduces and defends the thesis that works of music (and, indeed, all artworks) are compositional action-types. The book also contains some well-aimed criticisms of Levinson's account. Dodd, Julian. Works of Music: An Essay in Ontology . Oxford: Oxford University Press, 2007. In this book, Dodd defends the type-token theory, but argues that no version of it can escape the Platonisic consequence that musical works exist at all times (and hence, are discovered, rather than created, by their composers). Dodd also defends another controversial thesis, this time concerning musical works' individuation. According to Dodd, and pace Levinson and others, sonicism is correct: works that sound exactly alike are identical. Rohrbaugh, Guy. 'Artworks as Historical Individuals.' European Journal of Philosophy 11 (2003): 177–205. In this essay, Rohrbaugh makes some pointed criticisms of the type-token theory of repeatable artworks in the course of arguing that such works should be viewed, not as types, but as historical individuals (see above). Rohrbaugh suggests that treating musical works as historical individuals best captures our intuitions about such works' temporal and modal characteristics, and, in the course of elaborating his position, he makes some meta-ontological claims that see him endorsing a non-revisionary, descriptivist approach to the ontology of art. As Rohrbaugh sees it, ontologies of art are 'beholden to our artistic practices' (179), and 'aesthetics should not be beholden to the metaphysics on offer, but rather should drive new work in metaphysics' (197). Ridley, Aaron. 'Against Musical Ontology,' Journal of Philosophy 100 (2003): 203–220. This paper sees Ridley outlining a sceptical attitude towards the project of formulating ontological proposals. In his view, a 'serious philosophical engagement with music is orthogonal to, and may well in fact be impeded by, the pursuit of ontological issues' (203). Thomasson, Amie. 'The Ontology of Art and Knowledge in Aesthetics.' JAAC 63 (2005:221–9). Thomasson defends descriptivism in the ontology of art by arguing that such a position is a consequence of the only defensible solution to a problem in the theory of reference: the so-called 'qua' problem concerning how the reference of a term can be fixed. Davies, David. Art as Performance . Oxford: Blackwell, 2004. Davies' position is characterised by two theses: one methodological, the other ontological. The methodological claim is that the ontology of art faces a pragmatic constraint : roughly speaking, the ontology of art is answerable to the epistemology of art. The ontological claim is that the rigorous enforcement of the pragmatic constraint commits us to the thesis that all artworks are compositional action-tokens. Online Materials http://www.blackwell-compass.com/subject/philosophy/article_view?article_id=phco_articles_bpL173 Dodd, Julian. 'Musical Works: Ontology and Meta-Ontology.' Philosophy Compass 3/6 (2008): 1113–34. doi: [DOI link] http://www3.interscience.wiley.com/journal/118557784/abstract Thomasson, Amie. 'Debates about the Ontology of Art: What are We Doing Here?' Philosophy Compass 1/3 (2006): 245–55. doi: [DOI link] http://www3.interscience.wiley.com/journal/122517227/abstract Davies, David. 'Works and Performances in the Performing Arts.' forthcoming in Philosophy Compass . doi: [DOI link] http://plato.stanford.edu/entries/music/ Kania, Andrew. 'The Philosophy of Music.' Stanford Encyclopedia of Philosophy . Sample Mini-Syllabus Week 1: The Type/Token Theory Introduced Wollheim, Richard. Art and its Objects , §§4–8, 21–3, 35–7. Kivy, Peter. Introduction to a Philosophy of Music , chapter 11. Oxford: Clarendon Press, 2002. Dodd, Julian. Works of Music: An Essay in Ontology , chapter 1. Wolterstorff, Nicholas. Works and Worlds of Art , chapter 2. Week 2: The Type/Token Theory and Platonism in Music Wolterstorff, Nicholas. Works and Worlds of Art , chapter 2. Levinson, Jerrold. 'What a Musical Work Is'. Dodd, Julian. Works of Music: An Essay in Ontology , chapters 2–5. Kivy, Peter. 'Platonism in Music: A Kind of Defence.' Grazer Philosophische Studien 19 (1983): 109–29. Kivy, Peter. 'Platonism in Music: Another Kind of Defence.' American Philosophical Quarterly 24 (1987): 245–52. Predelli, Stefano. 'Against Musical Platonism.' British Journal of Aesthetics 35 (1995): 338–50. Caplan, Ben and Carl Matheson. 'Can a Musical Work be Created?' British Journal of Aesthetics 44 (2004): 113–34. Week 3: Musical Works as Indicated Structures Levinson, Jerrold. 'What a Musical Work Is'. Levinson, Jerrold. 'What a Musical Work Is, Again', in his Music, Art and Metaphysics . Ithaca, NY: Cornell UP, 1990. 215–63. Dodd, Julian. 'Musical Works as Eternal Types.' British Journal of Aesthetics 40 (2000). Davies, Stephen. Musical Works and Performances: A Philosophical Account , chapter 2. Oxford: Oxford University Press, 2000. Howell, Robert. 'Types, Indicated and Initiated.' British Journal of Aesthetics 42 (2002): 105–27. Caplan, Ben and Carl Matheson. 'Fine Individuation.' British Journal of Aesthetics 47 (2007): 113–37. Week 4: Musical Work as Historical Individuals Rohrbaugh, Guy. 'Artworks as Historical Individuals'. Dodd, Julian. Works of Music: An Essay in Ontology , chapter 6. Caplan, Ben and Carl Matheson. 'Defending Musical Perdurantism.' British Journal of Aesthetics 46 (2006): 59–69. Caplan, Ben and Carl Matheson. 'Defending "Defending Musical Perdurantism".' British Journal of Aesthetics 48 (2008): 331–37. Week 5: Musical Works as Compositional Actions Currie, Gregory. An Ontology of Art . New York: St, Martin's Press, 1989. Davies, David. Art as Performance . Oxford: Blackwell, 2004. Dodd, Julian. Works of Music: An Essay in Ontology , chapter 7. Week 6: Meta-ontology of Music: What are we Doing When we do the Ontology of Music? Ridley, Aaron. 'Against Musical Ontology'. Thomasson, Amie. 'The Ontology of Art and Knowledge in Aesthetics'. Thomasson, Amie. Ordinary Objects , chapter 11. OUP, 2007. Davies, David. 'The Primacy of Practice in the Ontology of Art.' Journal of Aesthetics and Art Criticism 67 (2009): 159–72. Kania, Andrew. 'Piece for the End of Time: In Defence of Musical Ontology,' British Journal of Aesthetics 48 (2008): 65–79. Kania, Andrew. 'The Methodology of Musical Ontology: Descriptivism and its Implications.' British Journal of Aesthetics 48 (2008): 426–44. Cameron, Ross. 'There are No Things That are Musical Works.' British Journal of Aesthetics 48 (2008): 295–314. Dodd, Julian. 'Musical Works: Ontology and Meta-Ontology.' Philosophy Compass 3/6 (2008): 1113–1134. doi: [DOI link] Focus Questions 1. Are musical works literally created by their composers? 2. Critically examine Levinson's thesis that musical works are 'indicated structures'. 3. What, if anything, is wrong with the thesis that musical works are identical just in case they sound exactly alike? 4. Should we immediately be sceptical of ontological proposals for works of music that are substantially revisionary of the way in which we ordinarily think of them? (shrink)

Nowadays, the development of human society and daily life are inseparable from the power supply. Therefore, people also put forward higher requirements for the reliability of distribution network, but power companies can only passively deal with distribution network failures, which is a bottleneck for the improvement of distribution network reliability. The Internet of Things is the best solution for online equipment status monitoring and basic data sharing for large, widely distributed, relatively fixed, and large numbers of equipment. The construction of (...) the IoT for power distribution equipment faces many important problems, including the selection of networking, equipment selection, and interaction standards. When researching the implementation plan, research on the distribution of IoT market was carried out. Based on the grid, the idea of optimizing the investment selection plan of the power distribution using IoT was discussed, and a result verification model was established. After the completion of the theoretical part, a case study of medium-voltage distribution grid equipment management and medium-voltage distribution network equipment management based on the grid was carried out by taking a real enterprise application situation as an example. Realizing fault diagnosis of distribution network will not only provide decision support for operation and maintenance of distribution network for power companies, but also have great economic and social benefits. Aiming at the shortcomings of single data mining method in distribution network fault diagnosis, hybrid data mining method is proposed. First, rough set theory is used to reduce the original fault data and form a simplified rule set. Because of the non-linearity of distribution network fault and the strong learning ability, adaptability, and robustness of Bayesian network, Bayesian network can be used to classify distribution network faults. Therefore, a simplified fault diagnosis system is established in this paper, and its correctness is confirmed. Then, the learning and training are carried out by using Bayesian network to call the simplest rule set, which has the characteristics of short learning and training time and high diagnostic accuracy. (shrink)

Young children generally learn words from other people. Recent research has shown that children can learn new actions and skills from nonhuman agents. This study examines whether young children could learn words from a robot. Preschool children were shown a video in which either a woman or a mechanical robot labeled novel objects. Then the children were asked to select the objects according to the names used in the video. The results revealed that children in the human condition were more (...) likely to select the correct objects than those in the robot condition. Nevertheless, the five-year-old children in the robot condition performed significantly better than chance level, while the four-year olds did not. Thus there is a developmental difference in children’s potential to learn words from a robot. The results contribute to our understanding of how children interact with non-human agents. Keywords: developmental cybernetics; word learning; social cognition; cognitive development. (shrink)

Symbolic representation acquisition is the complex cognitive process consisting of learning to use a symbol to stand for something else. A variety of non-human animals can engage in symbolic representation learning. One particularly complex form of symbol representation is the associations between orthographic symbols and speech sounds, known as grapheme–phoneme correspondence. To date, there has been little evidence that animals can learn this form of symbolic representation. Here, we evaluated whether an Umbrella cockatoo (Cacatua alba) can learn letter-speech (...) correspondence using English words. The bird-participant was trained with phonics instruction and then tested on pairs of index cards while the experimenter spoke the word. The words were unknown to the bird and the experimenter was blinded to the correct card position. The cockatoo’s accuracy (M = 71%) was statistically significant. Further, we found a strong correlation between the bird’s word-identification success and the number of overlapping letters between words, where the more overlapping letters between words, the more likely the cockatoo answered incorrectly. Our results strongly suggest that parrots may have the ability to learn grapheme–phoneme correspondences. (shrink)

It is unclear how children learn labels for multiple overlapping categories such as “Labrador,” “dog,” and “animal.” Xu and Tenenbaum suggested that learners infer correct meanings with the help of Bayesian inference. They instantiated these claims in a Bayesian model, which they tested with preschoolers and adults. Here, we report data testing a developmental prediction of the Bayesian model—that more knowledge should lead to narrower category inferences when presented with multiple subordinate exemplars. Two experiments did not support this prediction. Children (...) with more category knowledge showed broader generalization when presented with multiple subordinate exemplars, compared to less knowledgeable children and adults. This implies a U-shaped developmental trend. The Bayesian model was not able to account for these data, even with inputs that reflected the similarity judgments of children. We discuss implications for the Bayesian model, including a combined Bayesian/morphological knowledge account that could explain the demonstrated U-shaped trend. (shrink)

In this study, Limburgian and Dutch 2,5- to 4-year-olds and adults took part in a word learning experiment. Following the procedure employed by Quam and Swingley (2010) and Singh et al. (2014), participants learned two novel word-object mappings. After training, word recognition was tested in correct pronunciation (CP) trials and mispronunciation (MP) trials featuring a pitch change. Since Limburgian is considered a restricted tone language, we expected that the pitch change would hinder word recognition in Limburgian, but not in (...) non-tonal Dutch listeners. Contrary to our expectations, both Limburgian and Dutch children appeared to be sensitive to pitch changes in newly learned words, indicated by a significant decrease in target fixation in MP trials compared to CP trials. Limburgian and Dutch adults showed very strong naming effects in both trial types. The results are discussed against the background of the influence of the native prosodic system. (shrink)

The ability to appropriately sequence a list of discrete items is an important facet in performing routine cognitive tasks and may play a significant role in the acquisition of early communication skills. Though the serial learning abilities of some species, such as chimpanzees and rhesus macaques are well documented, there is virtually no information on the extent of these skills with gorillas. In this study, a young female western lowland gorilla has demonstrated the ability to learn a list of (...) seven Arabic numerals by selecting them on a monitor behind an infrared touchframe. As list length increased, Rollie required fewer trials to reach the criterion, suggesting an acquisition of skills associated with serial learning. Rollie was most likely to correctly select the first item in the sequence and least likely to select the penultimate item in the sequence. Her performance suggests serial learning abilities in the range of other non-verbal species and provides preliminary evidence that supports the assertion that gorillas can succeed at this form of serial learning task. (shrink)

I will take it that general intelligence is intelligence of the kind that a typical human being—Fred, say—manifests in his role as a cognitive agent, that is, as an acquirer, receiver and circulator of knowledge in his cognitive economy. Framed in these terms, the word “general” underserves our ends. Hereafter our questions will bear upon the all-purpose intelligence of beings like Fred. Frederika appears as Fred’s AI-counterpart, not as a fully programmed and engineered being, but as a presently unrealized theoretical (...) construct. Our basic question is whether it is in principle possible to equip Frederika to do what Fred does as an all-purpose participant in his own cognitive economy. Can she achieve a sufficiency of relevant similarity to him to allow us to say that she herself can do what Fred can do, perhaps even better? One of the things that Fred can do—or at least could learn from experience to do—is discharge the duties of an Appeals Court judge. As set down in the ancient doctrine of lex non scripta, Fred must be able to detect, understand and correctly apply certain tacit and implicit rules of law which defy express propositional formulation and linguistic articulation. Fred has an even more widespread capacity for the epistemically tacit and implicit, clearly one of his most cost-saving kinds of intelligence. Indeed, most by far of what Fred will ever know he will know tacitly and implicitly. So we must ask: how tightly bound to the peculiarities of Fred’s cognitive enablement conditions is the character of the intelligence that he manifests? And how far down Fred’s causal make-up does intelligence actually go? (shrink)

The key concept in Kant’s aesthetics is “aesthetic reflective judgment,” a critique of which is found in Part 1 of the Critique of the Power of Judgment (1790). It is a critique inasmuch as Kant unravels previous assumptions regarding aesthetic perception. For Kant, the comparative edge of a “judgment” implicates communicability, which in turn gives it a public face; yet “reflection” points to autonomy, and the “aesthetic” shifts the emphasis away from objective properties to the subjective response evoked by the (...) object. Contrary to the view he had inherited, Kant did not treat aesthetic judgments as confused perceptions or inferior cognitions, but rather put them in a category of their own. For Kant, aesthetic reflective judgments implicated not only the processes involved in understanding the empirical world but also the processes involved in ascribing ideas or meaning to experience (which go beyond what is given in perception/cognition). This “going beyond cognition” may have been referred to by Kant as non-cognitive, but it is conditioned on a way of cognizing the object. Kant describes the features of such judgments in the Analytic of the Beautiful before addressing their possibility in subtle ways throughout the Deduction of Pure Aesthetic Judgments. Kant’s critique gives rise to three apparent dichotomies: immediate intuition and prior learning; autonomy and communicability; and non-cognitive response and aesthetic ideas. An interpretation of Kant’s theory can be deemed correct to the degree that it succeeds in showing that the contradictions are only apparent. I will argue that the resulting positive account of Kant’s aesthetic theory offers an understanding of aesthetic reflective judgment that is quite different from the standard formalism that the critics of formalism usually target and by which they misrepresent Kant’s aesthetic theory. When I refer to Kant’s formalism, then, I mean something quite different by this than what is meant by “standard formalism.” The latter is the representation given Kant’s formalism by its contemporary critics and is the typical account of formalism found in the art theory and philosophy of art literature, as will be demonstrated. (shrink)

Fodor's and Pylyshyn's stand on systematicity in thought and language has been debated and criticized. Van Gelder and Niklasson, among others, have argued that Fodor and Pylyshyn offer no precise definition of systematicity. However, our concern here is with a learning based formulation of that concept. In particular, Hadley has proposed that a network exhibits strong semantic systematicity when, as a result of training, it can assign appropriate meaning representations to novel sentences (both simple and embedded) which contain words (...) in syntactic positions they did not occupy during training. The experience of researchers indicates that strong systematicity in any form is difficult to achieve in connectionist systems.Herein we describe a network which displays strong semantic systematicity in response to Hebbian, connectionist training. During training, two-thirds of all nouns are presented only in a single syntactic position (either as grammatical subject or object). Yet, during testing, the network correctly interprets thousands of sentences containing those nouns in novel positions. In addition, the network generalizes to novel levels of embedding. Successful training requires a, corpus of about 1000 sentences, and network training is quite rapid. The architecture and learning algorithms are purely connectionist, but classical insights are discernible in one respect, viz, that complex semantic representations spatially contain their semantic constituents. However, in other important respects, the architecture is distinctly non-classical. (shrink)

Background Past studies emphasized the possible cultural influence on attitudes regarding reprogenetics and reproductive risks among medical students who are taken to be “future physicians.” These studies were crafted in order to enhance the knowledge and expand the boundaries of cultural competence. Yet such studies were focused on MS from relatively marginalized cultures, namely either from non-Western developing countries or minority groups in developed countries. The current study sheds light on possible cultural influences of the dominant culture on medical students (...) in two developed countries, potentially with different dominant cultures regarding reprogenetics and reproductive risks: Israel and Croatia. Methods Quantitative-statistical analyses were employed, based on anonymous questionnaires completed by 150 first year medical students in Israel and Croatia. The questionnaires pertained to the knowledge and attitudes regarding genetics, reproduction and reproductive risks. These questionnaires were completed before the students were engaged in learning about these topics as part of the curriculum in their medical school. Results Substantial differences were revealed between the two groups of medical students. Israeli medical students were less tolerant regarding reproductive risks and more knowledgeable about genetics and reproductive risks than Croatian medical students. For example, while nearly all Israeli medical students disagreed with the idea that “Screening for reproductive risks in prospective parents is wrong,” less than 40% of their Croatian counterparts shared a similar stance. Similarly, all Israeli medical students correctly observed that “A carrier of a recessive genetic disease actually has the disease” was wrong, as opposed to only 82% of Croatian students. Conclusions By linking applicable theoretical literature to these findings, we suggest that they may reflect the hidden influence of the dominant culture in each country, disguised as part of the “culture of medicine.” Acknowledging and learning about such influence of the dominant culture, may be an important addition to the training of medical students in cultural competence, and specifically their cultural awareness. Such an acknowledgement may also pave the road to drawing the attention of existing physicians regarding a less known yet an important aspect of their cultural competence, insofar as the cultural awareness component is concerned. (shrink)

We incorporate social reasoning about groups of informants into a model of word learning, and show that the model accounts for infant looking behavior in tasks of both word learning and recognition. Simulation 1 models an experiment where 16-month-old infants saw familiar objects labeled either correctly or incorrectly, by either adults or audio talkers. Simulation 2 reinterprets puzzling data from the Switch task, an audiovisual habituation procedure wherein infants are tested on familiarized associations between novel objects and labels. (...) Eight-month-olds outperform 14-month-olds on the Switch task when required to distinguish labels that are minimal pairs, but 14-month-olds' performance is improved by habituation stimuli featuring multiple talkers. Our modeling results support the hypothesis that beliefs about knowledgeability and group membership guide infant looking behavior in both tasks. These results show that social and linguistic development interact in non-trivial ways, and that social categorization findings in developmental psychology could have substantial implications for understanding linguistic development in realistic settings where talkers vary according to observable features correlated with social groupings, including linguistic, ethnic, and gendered groups. (shrink)

In Primate Visions, the American philosopher of culture Donna Haraway, states that ‘primatology is a genre of feminist theory’. The reason she gives is that the politics of being female are intimately linked with the way we view animals and nature. Haraway’s main strategy aimed at opening up discourses and categories in order to produce a new kind of fiction and a new type of myth. In the coyote myth, Haraway develops an exemplary protean trickster figure that is consequential since (...) it might just offer the tools for survival in and improvement of the techno scientific world. Her coyote embodiments enable us to think bodies as active, ingenious, and generative agents, for whom metamorphosis and transfiguration are modes of becoming, and which have the potential to outwit the human intellect. If humans want to interact and get along with the world as coyote, they need to learn to interpret its signs correctly and to optimize anticipation of its contriving, scheming moves which are often curious, ironical, or unexpected. Humans can only successfully do this by making sustained efforts to understand the plotting world sufficiently from its perspective. This makes it possible to establish partial connections and alliances with it and keep the human anthropomorphizing tendencies at bay. (shrink)

Fodor's and Pylyshyn's stand on systematicity in thought and language has been debated and criticized. Van Gelder and Niklasson, among others, have argued that Fodor and Pylyshyn offer no precise definition of systematicity. However, our concern here is with a learning based formulation of that concept. In particular, Hadley has proposed that a network exhibits strong semantic systematicity when, as a result of training, it can assign appropriate meaning representations to novel sentences (both simple and embedded) which contain words (...) in syntactic positions they did not occupy during training. The experience of researchers indicates that strong systematicity in any form is difficult to achieve in connectionist systems.Herein we describe a network which displays strong semantic systematicity in response to Hebbian, connectionist training. During training, two-thirds of all nouns are presented only in a single syntactic position (either as grammatical subject or object). Yet, during testing, the network correctly interprets thousands of sentences containing those nouns in novel positions. In addition, the network generalizes to novel levels of embedding. Successful training requires a, corpus of about 1000 sentences, and network training is quite rapid. The architecture and learning algorithms are purely connectionist, but ‘classical’ insights are discernible in one respect, viz, that complex semantic representations spatially contain their semantic constituents. However, in other important respects, the architecture is distinctly non-classical. (shrink)

Perception of music and speech is based on similar auditory skills, and it is often suggested that those with enhanced music perception skills may perceive and learn novel words more easily. The current study tested whether music perception abilities are associated with novel word learning in an ambiguous learning scenario. Using a cross-situational word learning (CSWL) task, nonmusician adults were exposed to word-object pairings between eight novel words and visual referents. Novel words were either non-minimal pairs differing (...) in all sounds or minimal pairs differing in their initial consonant or vowel. In order to be successful in this task, learners need to be able to correctly encode the phonological details of the novel words and have sufficient auditory working memory to remember the correct word-object pairings. Using the Mistuning Perception Test (MPT) and the Melodic Discrimination Test (MDT), we measured learners’ pitch perception and auditory working memory. We predicted that those with higher MPT and MDT values would perform better in the CSWL task and in particular for novel words with high phonological overlap (i.e., minimal pairs). We found that higher musical perception skills led to higher accuracy for non-minimal pairs and minimal pairs differing in their initial consonant. Interestingly, this was not the case for vowel minimal pairs. We discuss the results in relation to theories of second language word learning such as the Second Language Perception model (L2LP). (shrink)

From the Greek satyr to the American Mickey Mouse and from the Chinese dragon to the Egyptian Sphinx, animals and animal/humans have come throughhuman imagination into myth, legend and story. This combination or fusion of animal and human in literature presents a double signification. At the same time that our attention goes to the animality of the human, we may also entertain the humanity of the animal. Besides blending of physical and psychological characteristics, these ancient and modern characters of world (...) texts may embed authentic experiences of communion or communication between humans and animals. The texts may be understood as signifying the limits of both the human and the animal and the possibility of the humanimal. Humanimality signifies the fusion of human and animal which dissolves the ordinary dualism of human subject and animal object and allows for intersubjectivity unmarked by specific biological limitations. This kind of intersubjectivity occurs in the contact of communication and is often an occasion for awe on the part of the human if not of the animal. We may understand such awesome communication as imitation, non-verbal cooperation, and as teaching and learning. Three poems by the author, reproduced in the Appendix, “The Ravens Fly Yet,” “Neighbors,” and “The Lesson,” provide the literary fields in which humanimal phenomena may appear. (shrink)

An increasing number of studies demonstrated the involvement of the cerebellum in sequence processing. The current preliminary study is the first to investigate the causal involvement of the cerebellum in sequence generation, using low-frequency repetitive transcranial magnetic stimulation. By targeting the posterior cerebellum, we hypothesized that the induced neuro-excitability modulation would lead to altered performance on a Picture and Story sequencing task, which involve the generation of the correct chronological order of various social and non-social stories depicted in cartoons or (...) sentences. Our results indicate that participants receiving LF-rTMS over the cerebellum, as compared to sham participants, showed a stronger learning effect from pre to post stimulation for both tasks and for all types of sequences. No differences between sequence types were observed. Our results suggest a positive effect of LF-rTMS on sequence generation. We conclude that the cerebellum is causally involved in the generation of sequences of social and nonsocial events. Our discussion focuses on recommendations for future studies. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Fitness, Fatness, and Aesthetic Judgments of the Female Body:What the AMA Decision to Medicalize Obesity means for other Non–Normal Female BodiesSara R. Jordan“I’ll be happy to refer you to our dietician to get you on a program to help you get your weight under control before it becomes a problem”.As my new physician spun around out of the examination room door, my head spun faster. I had heard the (...) phrase “get your weight under control” twice that morning, but the contexts in which the phrase was uttered could not have been more different.At 7:30 a.m., my fitness trainer was imploring me to get my weights under control as I struggled under a bar, laden with slightly less than my body weight, to do a final set of front squats. At 11:15 a.m., my new general practitioner was imploring me to get my weight under control, by which he meant to learn how to reduce my body mass index (BMI) to match the chart prominently displayed on his office wall. The exhortation to get my weight under control meant such radically different things in these two contexts that it was difficult to comprehend the meaning of the phrase.I am 5’4” and 158 pounds. This gives me a BMI of 27.3, which means that I am considered overweight; right in the middle of the category of overweight. Or, according to the definition of the BMI found on the calculator pinned to the National Heart Lung and Blood Institutes (NHLBI) webpage, I am over fat. If the BMI is, “a measure of body fat based on height and weight that applies to adult men and women” then I carry a health–threatening percentage of body fat. If my fitness trainer, with his 12 point skin–fold caliper test is correct, my body fat percentage of 17% is within the limits expected of female (non–endurance) athletes. In terms of health, then, I am a paradox: according to one standard, I am healthy and fit, according to another, I am unhealthy and fat.As this new physician picked apart my weight, suggesting I should lose between 15 and 20 pounds to bring myself to “full health”, I found myself quite annoyed. He was a small, rail thin, man with greying hair, tired eyes, unpressed khakis, and a beaten pair of black–ish grey “Crocs” on his feet. He looked disheveled and as if he had not seen the inside of a weights room in his life. As I listened to him address my history, current vitals, and how being overweight in my 30s could lead to being [End Page 101] “fat and 40”, I looked him over and made a snap judgment of “I could bench (press) you [right out this window]”. While I was angry with his delivery, I tried to remind myself that he was an overworked physician in a multi–lingual office, trying to operate under a new paradigm in healthcare policy, practice, and diagnostic categories. Specifically, prompted by the medicalization of the condition of obesity by the American Medical Association, my physician was reflecting the professional wisdom that I suffer from a condition needing preventive treatment. He was trying to be a good practitioner to recommend preventive treatment, but to me, he was being a terrible physician.The AMA Declares Obesity a DiseaseThe declaration by the American Medical Association in 2013 that the condition of being obese is one that requires medical treatment is one that I, on the face of it, support. By inviting the medicalization of the condition, the AMA opens the door for individuals who wage a deeply personal battle with their weight to find support in their physicians’ offices and from their insurance companies. Yet, the blunt tools that are used to assess these conditions raise my ire, emotionally and intellectually.Intellectually, the use of the BMI calculator for snap diagnosis of all individuals makes easy sense. It is an easily comprehended tool and, for a normally distributed population, such a simple tool is an excellent choice. But, it stands to treat outliers like me poorly. Outliers, such as particularly fit... (shrink)

We show that the conventional first-order algorithm of unification can be simulated by finite artificial neural networks with one layer of neurons. In these unification neural networks, the unification algorithm is performed by error-correction learning. Each time-step of adaptation of the network corresponds to a single iteration of the unification algorithm. We present this result together with the library of learning functions and examples fully formalised in MATLAB Neural Network Toolbox.

It is well-documented that mathematics achievement is an important predictor of many positive life outcomes like college graduation, career opportunities, salary, and even citizenship. As such, it is important for researchers and educators to help students succeed in mathematics. Although there are undoubtedly many factors that contribute to students' success in mathematics, much of the research and intervention development has focused on variations in instructional techniques. Indeed, even a cursory glance at many educational journals and granting agencies reveals that there (...) is a large amount of time, energy, and resources being spent on determining the best way to convey information through direct, declarative instruction. The proposed project is motivated by recent calls to expand the focus of research in mathematics education beyond direct, declarative instruction. The overarching goal of the presented experiment is to evaluate the efficacy of a novel mathematics intervention designed using principles taken from the literature on non-declarative learning. The intervention combines errorless learning and structured cue fading to help second grade students improve their understanding of symbolic magnitude. Results indicate that students who learned about symbolic magnitude using the novel intervention did better than students who were provided with extensive declarative support. These findings offer preliminary evidence in favor of using learning combination of errorless learning and cue fading techniques in the mathematics classroom. (shrink)

We extend recent information-theoretic phase transition approaches to evolutionary and cognitive process via the Rate Distortion and Joint Asymptotic Equipartition Theorems, in the circumstance of interaction with a highly structured environment. This suggests that learning plateaus in cognitive systems and punctuated equilibria in evolutionary process are formally analogous, even though evolution is not cognitive. Extending arguments by Adami et al. (2000), we argue that 'adaptation' is the process by which a distorted genetic image of a coherently structured environment is (...) imposed upon a species. (shrink)

These proceedings of the International Conference for the History of Science in Science Education (ICHSSE) 2012 offer a snapshot of the work and conversations at an increasingly busy intersection: history of science, museum and science center staff, and science educators.

Wilson et al. focus on one class of AGL tasks: the cognitively demanding task of detecting non‐adjacent dependencies (NADs) among items. They provide a typology of the different types of NADs in natural languages and in AGL tasks. A range of cues affect NAD learning, ranging from the variability and number of intervening elements to the presence of shared prosodic cues between the dependent items. These cues, important for humans to discover non‐adjacent dependencies, are also found to facilitate NAD (...) learning in several nonhuman animal species. (shrink)

We investigate a new paradigm in the context of learning in the limit, namely, learning correction grammars for classes of computably enumerable (c.e.) languages. Knowing a language may feature a representation of it in terms of two grammars. The second grammar is used to make corrections to the first grammar. Such a pair of grammars can be seen as a single description of (or grammar for) the language. We call such grammars correction grammars. Correction grammars (...) capture the observable fact that people do correct their linguistic utterances during their usual linguistic activities. We show that learning correction grammars for classes of c.e. languages in the TxtEx-model (i.e., converging to a single correct correction grammar in the limit) is sometimes more powerful than learning ordinary grammars even in the TxtBe-model (where the learner is allowed to converge to infinitely many syntactically distinct but correct conjectures in the limit). For each n ≥ 0, there is a similar learning advantage, again in learning correction grammars for classes of c.e. languages, but where we compare learning correction grammars that make n + 1 corrections to those that make n corrections. The concept of a correction grammar can be extended into the constructive transfinite, using the idea of counting-down from notations for transfinite constructive ordinals. This transfinite extension can also be conceptualized as being about learning Ershov-descriptions for c.e. languages. For u a notation in Kleene's general system $(O,\, < _o )$ of ordinal notations for constructive ordinals, we introduce the concept of an u-correction grammar, where u is used to bound the number of corrections that the grammar is allowed to make. We prove a general hierarchy result: if u and v are notations for constructive ordinals such that $u\, < _o \,v$ , then there are classes of c.e. languages that can be TxtEx-learned by conjecturing v-correction grammars but not by conjecturing u-correction grammars. Surprisingly, we show that— above "ω-many" corrections—it is not possible to strengthen the hierarchy: TxtEx-learning u-correction grammars of classes of c.e. languages, where u is a notation in O for any ordinal, can be simulated by TxtBe-learning ω-correction grammars, where ω is any notation for the smallest infinite ordinal ω. (shrink)

Wilson et al. focus on one class of AGL tasks: the cognitively demanding task of detecting non‐adjacent dependencies (NADs) among items. They provide a typology of the different types of NADs in natural languages and in AGL tasks. A range of cues affect NAD learning, ranging from the variability and number of intervening elements to the presence of shared prosodic cues between the dependent items. These cues, important for humans to discover non‐adjacent dependencies, are also found to facilitate NAD (...) learning in several nonhuman animal species. (shrink)

In his article “What Do We Think With?” Peter Geach develops an argument for the non-materiality of thinking. Given that basic thinking activity is not clockable in physical time, whereas basic material or bodily activity is so clockable, it follows that basic thinking activity is non-material. Peter Dillard’s attack on this temporality proof takes “thoughts” in the proof to refer to non-occurrent states. The present note shows this reading to be mistaken and so rectifies a misunderstanding of Geach’s argument. It (...) takes no stand on the question of whether the argument succeeds. (shrink)

The function and legitimacy of values in decision making is a critically important issue in the contemporary analysis of science. It is particularly relevant for some of the more application-oriented areas of science, specifically decision-oriented science in the field of regulation of technological risks. Our main objective in this paper is to assess the diversity of roles that non-cognitive values related to decision making can adopt in the kinds of scientific activity that underlie risk regulation. We start out, first, by (...) analyzing the issue of values with the help of a framework taken from the wider philosophical debate on science and values. Second, we study the principal conceptualizations used by scholars who have applied them to numerous case studies. Third, we appraise the links between those conceptualizations and learning processes in decision-oriented science. In this, we recur to the concept of methodological learning, i.e., learning about the best methodologies for generating knowledge that is useful for science-based regulatory decisions. The main result of our analysis is that non-cognitive values can contribute to methodological improvements in science in three principal ways: as basis for critical analysis, for contextualizing methodologies, and for establishing the burden of proof. (shrink)

Observational learning can enhance the acquisition and performance quality of complex motor skills. While an extensive body of research has focused on the benefits of synchronous (i.e., concurrent physical practice) and non-synchronous (i.e., delayed physical practice) observational learning strategies, the question remains as to whether these approaches differentially influence performance outcomes. Accordingly, we investigate the differential outcomes of synchronous and non-synchronous observational training contexts using a novel dance sequence. Using multidimensional cross-recurrence quantification analysis, movement time-series were recorded for (...) novice dancers who either synchronised with (n = 22) or observed and then imitated (n = 20) an expert dancer. Participants performed a 16-count choreographed dance sequence for 20 trials assisted by the expert, followed by one final, unassisted performance trial. Although end-state performance did not significantly differ between synchronous and non-synchronous learners, a significant decline in performance quality from imitation to independent replication was shown for synchronous learners. A non-significant positive trend in performance accuracy was shown for non-synchronous learners. For all participants, better imitative performance across training trials led to better end-state performance, but only for the accuracy (and not timing) of movement reproduction. Collectively, the results suggest that synchronous learners came to rely on a realtime mapping process between visual input from the expert and their own visual and proprioceptive intrinsic feedback, to the detriment of learning. Thus, the act of synchronising alone does not ensure an appropriate training context for advanced sequence learning. (shrink)

Although speech categories are defined by multiple acoustic dimensions, some are perceptually weighted more than others and there are residual effects of native-language weightings in non-native speech perception. Recent research on nonlinguistic sound category learning suggests that the distribution characteristics of experienced sounds influence perceptual cue weights: Increasing variability across a dimension leads listeners to rely upon it less in subsequent category learning (Holt & Lotto, 2006). The present experiment investigated the implications of this among native Japanese (...) class='Hi'>learning English /r/-/l/ categories. Training was accomplished using a videogame paradigm that emphasizes associations among sound categories, visual information, and players’ responses to videogame characters rather than overt categorization or explicit feedback. Subjects who played the game for 2.5 h across 5 days exhibited improvements in /r/-/l/ perception on par with 2–4 weeks of explicit categorization training in previous research and exhibited a shift toward more native-like perceptual cue weights. (shrink)

A distinction is made between superpositional and non-superpositional quantum computers. The notion of quantum learning systems - quantum computers that modify themselves in order to improve their performance - is introduced. A particular non-superpositional quantum learning system, a quantum neurocomputer, is described: a conventional neural network implemented in a system which is a variation on the familiar two-slit apparatus from quantum physics. This is followed by a discussion of the advantages that quantum computers in general, and quantum neurocomputers (...) in particular, might bring, not only to our search for more powerful computational systems, but also to our search for greater understanding of the brain, the mind, and quantum physics itself. (shrink)

In the paper A non-implication between fragments of Martin’s Axiom related to a property which comes from Aronszajn trees , Proposition 2.7 is not true. To avoid this error and correct Proposition 2.7, the definition of the property is changed. In Yorioka [1], all proofs of lemmas and theorems but Lemma 6.9 are valid about this definition without changing the proofs. We give a new statement and a new proof of Lemma 6.9.