Forecasting blood glucose values for patients can help prevent hypoglycemia and hyperglycemia events in advance. To this end, this study proposes an intelligent ensemble deep learning system to predict BG values in 15, 30, and 60 min prediction horizons based on historical BG values collected via continuous glucose monitoring devices as an endogenous factor and carbohydrate intake and insulin administration information as exogenous factors. Although there are numerous deep learning algorithms available, this study applied five algorithms, namely, recurrent neural network, (...) which is optimized for sequence data, and RNN-based algorithms, stacked LSTM, bidirectional LSTM, and gated recurrent unit). Then, a genetic algorithm was applied to the five prediction models to optimize their weights through ensemble techniques and to yield the final predicted BG values. The performance of the proposed model was compared to that of the autoregressive integrated moving average model as a baseline. The results show that the proposed model significantly outperforms the baseline in terms of the root mean square error and continuous glucose error grid analysis. For the valid 29 diabetic patients for the multivariate models, the RMSE was 11.08, 19.25, and 31.30 mg/DL for 15, 30, and 60 min PH, respectively. When the same data were applied to univariate models, the RMSE was 11.28, 19.99, and 33.13 mg/DL for 15, 30, and 60 min PH, respectively. Both the univariate and multivariate models showed a statistically significant difference compared with the baseline at a 5% statistical significance level. Instead of using a model with a single algorithm, applying a GA based on each output of a model with multiple algorithms was found to play a significant role in improving model performance. (shrink)

Since the Korean Philosophy of Education Society was established in 1964, the question regarding the nature of Philosophy of Education as a modern discipline has always been a vexing question to mo...

The result of 2007’s presidential election in South Korea symbolizes the decline of the Left and the growth of the new Right. They say it goes with the global retrogression of democracy, or the consolidation of the hegemony of the rightist versions of democracy. According to Choi Jang-jip, the general public in Korea has thought that the Roh Moo-hyun’s administration had betrayed them, handing power over to the market, and seeking to form a coalition government with theconservatives. Similarly, Professor Jang (...) Ha-jun asserts that the democratic governments of Kim Dae-jung and Roh Moo-hyun have mistaken economic democratization for neo-liberalistic structural adjustment. (shrink)

This article has the purpose of examining the commentation that Sung-ho Yi Ik and Da-san Jung Yak-yong developed of Sa-chil Debate (사칠논쟁) Which was a philosophical debate in Chosun Dynasty. Sa-chil Debate began from Toe-gye Yi Whang and Ko-bong Gi Dae-sung and soon as a result of Yul-gok Yi Yi and Woo-gae Sung Hon repeating the debate, It appeared as a kind of philosophical theme. After that, Yul-gok and Toe-gye's students formed a kind of school. They also made the debate (...) extended and the theory more sophisticated by criticizing a counterpart's argument on base of ideologizing their teacher's theory. About 200 years after Toe-gye died, Sung-ho Yi Ik was born and after about 250 years, Da-san Jung Yak-yong was born. Both they experienced a western naturalscience and a catholic theory as Silhak Scholars (실학자). Therefore their this kind of interpretation about Sung-li Debate must be offering a deeply interesting investigation to us. In conclusion, Sung-ho advocated Toe-gye's theory at all, adding more explanation to it and Da-san evaluated all of Toe-gye's and Yul-gok's theory to be right because their theories have a unique logicality of making a sense. Sung-ho stood on a Shilhak view point gave up a organic cosmology ofSung-li theory which has a continuity to cosmology and moral theory, arguing Sa-chil-Li bal-Yil-lo Theory (四七理發一路說) by understanding Sa-chil Debate based on only moral perspective. Even though Da-san also said Yang-si Theory (兩是論) that both their theories are all right, he argued that Toe-gye's theory is much more important in the aspect of moral practice owing to his religious opinion by a catholic affect. By the way, Sung-ho supplemented and explained Toe-gye's theory, but he had not a sufficient logic and was not objective because of his leaning into advocating Toe-gye's theory much further. Da-san had an advantage of evaluating both Toe-gye's and Yul-gok's theory to be all right, but came to argue an insufficient philosophy on account of its simplicity. (shrink)

It is a hallmark of a good model to make accurate a priori predictions to new conditions (Busemeyer & Wang, 2000). This study compared 8 decision learning models with respect to their generalizability. Participants performed 2 tasks (the Iowa Gambling Task and the Soochow Gambling Task), and each model made a priori predictions by estimating the parameters for each participant from 1 task and using those same parameters to predict on the other task. Three methods were used to evaluate the (...) models at the individual level of analysis. The first method used a post hoc fit criterion, the second method used a generalization criterion for short‐term predictions, and the third method again used a generalization criterion for long‐term predictions. The results suggest that the models with the prospect utility function can make generalizable predictions to new conditions, and different learning models are needed for making short‐versus long‐term predictions on simple gambling tasks. (shrink)

The current consensus is that most natural categories are not organized around strict definitions (a list of singly necessary and jointly sufficient features) but rather according to a family resemblance (FR) principle: Objects belong to the same category because they are similar to each other and dissimilar to objects in contrast categories. A number of computational models of category construction have been developed to provide an account of how and why people create FR categories (Anderson, 1990; Fisher, 1987). Surprisingly, however, (...) only a few experiments on category construction or free sorting have been run and they suggest that people do not sort examples by the FR principle. We report several new experiments and a two‐stage model for category construction. This model is contrasted with a variety of other models with respect to their ability to account for when FR sorting will and will not occur. The experiments serve to identify one basis for FR sorting and to support the two‐stage model. The distinctive property of the two‐stage model is that it assumes that people impose more structure than the examples support in the first stage and that the second stage adjusts for this difference between preferred and perceived structure. We speculate that people do not simply assimilate probabilistic structures but rather organize them in terms of discrete structures plus noise. (shrink)

The current experiments examine mental health clinicians’ beliefs about biological, psychological, and environmental bases of the DSM‐IV‐TR mental disorders and the consequences of those causal beliefs for judging treatment effectiveness. Study 1 found a large negative correlation between clinicians’ beliefs about biological bases and environmental/psychological bases, suggesting that clinicians conceptualize mental disorders along a single continuum spanning from highly biological disorders (e.g., autistic disorder) to highly nonbiological disorders (e.g., adjustment disorders). Study 2 replicated this finding by having clinicians list what (...) they thought were the specific causes of nine familiar mental disorders and rate their bio–psycho–environmental bases. Study 3 further found that clinicians believe medication to be more effective for biologically based mental disorders and psychotherapy to be more effective for psychosocially based mental disorders. These results demonstrate that even expert mental health clinicians make strong distinctions between psychological and biological phenomena. (shrink)

The three main types of policies for addressing climate change are command and control regulation, carbon taxes (or price instruments), and cap and trade (or quantity instruments). The first question in the ethics of carbon pricing is whether the latter two (price and quantity instruments) are preferable to command and control regulation. The second question is, if so, how should we evaluate the relative merits of price and quantity instruments. I canvass relevant arguments to explain different ways of addressing these (...) important policy questions, suggesting that carbon pricing is preferable to command and control regulation, and that price instruments have the theoretical edge over quantity instruments. [Open access]. (shrink)

Gemass ihrer grundlegenden Bedeutung wurde die Ousia- und Eidoslehre des Aristoteles uber viele Forschergenerationen hinweg intensiv diskutiert und steht immer noch im Mittelpunkt der Aristoteles-Forschung. Die Lehre bleibt jedoch nur einseitig interpretiert und verstanden. Ihre bisherige Interpretation hat sich allzu sehr auf die sogenannten Substanzbucher der Metaphysik beschrankt, ohne dabei den der Lehre wesentlichen biologischen Aspekten gebuhrende Beachtung zu schenken. Der Autor schliesst diese Forschungslucke. So wird im ersten Teil des Werkes Metaphysik Z, der Haupttext der Ousialehre, sorgfaltig kommentiert, und (...) im anschliessenden zweiten Teil werden unter Bezugnahme auf die im vorhergehenden Teil erorterte Problematik drei wichtigste biologische Schriften des Aristoteles besprochen. Dadurch wird ein wesentlicher Zusammenhang zwischen der Ousia- und Eidoslehre in der Metaphysik und der Biologie hergestellt. (shrink)

This paper is a short report about a series of picture books and manuals designed for P4C (especially Philosophy for Korean Young Children). There were not proper educational reading materials or books to help Korean young children to think by (or for) themselves and dialogue with. Dr. Sharp’s is a very helpful guidebook for young children to think by themselves, dialogue with friends, and discuss with others (peers, older or younger children, teacher and parents, etc.). However, there remain some needs (...) for consideration of Korean culture. I developed new eight picture books for young children and short manuals for parents and teachers to do ‘thinking experiments’ with children. The stories were created in the contexts of Korean young children’s daily lives and typical episodes. The community of inquiry, which Korean young children participate in, needs to consider general and special aspects, such as the relationship between peers, children-parents, and children-teachers, Confucius or new western customs, new and old generations, moral and cultural atmosphere of Korean kindergartens or childcare centers, etc. Various episodes and scenes in the picture books will revoke and encourage Korean children’s deeper or higher thinking, interesting and creative dialogues, vivid and harmonious discussions based on their own experiences and contexts of life in the community of inquiry. (shrink)

[Newspaper opinion] To give carbon storage sites the greatest chance of success, it makes sense to develop them in places where the geology has been thoroughly explored and where there is lots of relevant expertise. This would imply pumping carbon into underground storage sites in northern Europe, the Middle East and the US, where companies have spent centuries looking for and extracting fossil fuels. On the other hand, it might be important to develop storage sites in economies where the current (...) and future demand for carbon capture and storage is greatest. The regions with the best prospects are not often those with the greatest expected need. [Open access]. (shrink)

The coronavirus disease 2019 (COVID-19) crisis ought to serve as a reminder about the costs of failure to consider another long-term risk, climate change. For this reason, it is imperative to consider the merits of policies that may help to limit climate damages. This essay rebuts three common objections to carbon taxes: (1) that they do not change behaviour, (2) that they generate unfair burdens and increase inequality, and (3) that fundamental, systemic change is needed instead of carbon taxes. The (...) responses are (1) that there is both theoretical and empirical reason to think that carbon taxes do change behaviour, with larger taxes changing it to a greater extent; (2) that undistributed carbon taxes are regressive but distributing the tax receipts can alleviate that regressivity (and, in many cases, make the overall effect progressive); and (3) that while small changes for increasing democratic decision-making may be helpful, (fundamental) change takes time and the climate crisis requires urgent action. [Open access] //// -/- La crise de lamaladie à coronavirus 2019 (COVID-19) devrait servir de rappel sur les coûts de la non-prise en compte d’un autre risque à long terme, les changements climatiques. Pour cette raison, il est impératif de considérer lesmérites des politiques susceptibles de contribuer à limiter les changements climatiques. Cet essai réfute trois objections courantes aux taxes sur le carbone : (1) qu’elles ne changent pas les comportements (2) qu’elles génèrent des charges injustes et augmentent les inégalités, et (3) qu’un changement fondamental et systémique est nécessaire au lieu de taxes sur le carbone. Les réponses sont (1) qu’il existe des raisons à la fois théoriques et empiriques de penser que les taxes sur le carbone modifient effectivement les comportements, et que des taxes plus élevées les modifient dans une plus grande mesure; (2) que les taxes sur le carbone non distribuées sont régressives,mais que la distribution des recettes fiscales peut atténuer cette régressivité (et, dans de nombreux cas, rendre l’effet global progressif); et (3) que, bien que de petits changements pour l’amélioration de la prise de décision démocratique peuvent être utiles, un changement (fondamental) prend du temps et la crise climatique exige une action urgente. (shrink)

Climate ethics has been concerned with polluter pays, beneficiary pays and ability to pay principles, all of which consider climate change as a single negative externality. This paper considers it as a constellation of externalities, positive and negative, with different associated demands of justice. This is important because explicitly considering positive externalities has not to our knowledge been done in the climate ethics literature. Specifically, it is argued that those who enjoy passive gains from climate change owe gains not to (...) the net losers, but to the emitters, just as the emitters owe compensation to the net losers for the negative externality. This is defended by appeal to theoretical virtues and to the social benefits of generating positive externalities, even when those positive externalities are coupled with far greater negative externalities. We call this the Polluter Pays, Then Receives ('PPTR', or 'Peter') Principle. This principle is then applied at two levels in the context of Canada. [Open access]. (shrink)

[Comment] Jonathan Herington argues that harms can occur whether or not there is actually a loss. He claims that subjectively or objectively merely being at risk of losing access to basic goods is sufficient for lowering that individual’s well-being for the value of ‘security’. I challenge whether losing access to basic goods is sufficient to justify the introduction of this value. I also point to some issues in his interpretation of IPCC risk categories and the social science research he relies (...) on. [Open access]. (shrink)

This chapter introduces several distinctions relevant to what is called the “discounting problem”, since the issue is how (future) costs and benefits are discounted to make them comparable in present terms. The author defends the claim that there are good reasons to adopt Ramsey-style discounting in the context of climate change: the Ramsey rule is robust, flexible, and well-understood. An important distinction involved in discounting—“descriptivism” and “prescriptivism”—is discussed. It is argued that, even if we adopt prescriptivism, and accept that this (...) means there is need for moral experts in parameter assignments, there is a significant issue. The type of moral expertise required for the discounting problem will not involve knowledge of moral theory—thus making moral philosophy unhelpful in terms of making particular parameter assignments, despite these being substantive moral judgments. (shrink)

Social contract theories serve a twofold purpose: by addressing acute crises, they elaborate solutions to long-standing social paradoxes. The article reinterprets the stakes of the Covid pandemic from this perspective. Firstly, the long-lasting structural paradoxes of late modernity are linked to the acute crisis of the pandemic with the help of critical theories of late modernity. It is argued that the pandemic provides opportunity for revaluating those social contracts, which are based on universalist principles of justice. Secondly, two paradigmatic historical (...) examples (Hobbes, Rawls) are overviewed in a meta-theoretical fashion, so that the dimensions of revaluation could be highlighted. Thirdly, the foundations of a post-pandemic social contract are outlined. As the pandemic is inseparable from the structural paradoxes caused by unconstrained systems based on universal principles of justice, the post-pandemic social contract aims at preventing the system paradoxes by revaluating their universal principles in a ‘trial of particularity’ (Derrida, Levinas). (shrink)

While mitigation and adaptation will help to protect us from climate change, there are harms that are beyond our ability to adapt. Some of these harms, which may have been instigated from historical emissions, plausibly give rise to duties of compensation. This chapter discusses several principles that have been discussed about how to divide climate duties – the polluter pays principle, the beneficiary pays principle, the ability to pay principle, and a new one, the polluter pays, then receives principle. The (...) chapter introduces several challenges to these principles from the literature, before discussing which policies and institutions might be relevant to compensation, whether internationally (e.g., the Green Climate Fund) or intergenerationally (e.g., Broome and Foley’s World Climate Bank). It also describes some recent successful climate cases that require both the Dutch government and a private firm to act in accordance with climate targets to avoid potential rights violations. Finally, it discusses one of the most important international concepts with respect to compensation: the Loss & Damage pillar of climate policy. (shrink)