As we write this research paper, we notice an explosion in popularity of machine learning in numerous fields (ranging from governance, education, and management to criminal justice, fraud detection, and internet of things). In this contribution, rather than focusing on any of those fields, which have been well-reviewed already, we decided to concentrate on a series of more recent applications of deep learning models and technologies that have only recently gained significant track in the relevant literature. These applications are concerned (...) with artistic production (Sect. 2.1), the writing process (Sect. 2.2), music production (Sect. 2.3), text recognition and attribution (Sect. 2.4). After reviewing and analyzing the positive contributions as well as some of the major limitations of these technologies in each of those fields, we critically reflect (Sect. 3) on how their widespread implementation may affect humans and their creativity. In Sect. 4, we notice that deep learning models are here to stay; so, rather than embracing a negative or pessimistic stance with respect to their future applications in creative domains, we suggest a balanced approach for their assessment and beneficial usage. Finally (Sect. 5), we conclude by summarising what we have achieved and by pointing out possible future research directions. (shrink)

In recent years, due to the growing demand for computational resources, particularly in cloud computing systems, the data centers’ energy consumption is continually increasing, which directly causes price rise and reductions of resources’ productivity. Although many energy-aware approaches attempt to minimize the consumption of energy, they cannot minimize the violation of service-level agreements at the same time. In this paper, we propose a method using a granular neural network, which is used to model data processing. This method identifies the physical (...) hosts’ workloads before the overflow and can improve energy consumption while also reducing violation of service-level agreements. Unlike the other techniques that use a single criterion, namely, worked on the basis of the history of using the processor, we simultaneously use all the productivity rates criteria, that is, processor productivity rates, main memory, and bandwidth. Extensive real-world simulations using the CloudSim simulator show the high efficiency of the proposed algorithm. (shrink)

This book, a joint publication of the Institute of Physics Publishing and Oxford University Press, is the third in a series of three works that form part of the Oxford/IOP Computational Intelligence Library project. The other two works are the Handbook of Neural Computation and the Handbook of Evolutionary Computation. Each of the three handbooks is available in loose-leaf print form, as well as in an electronic version that combines both CD-ROM and on-line (World Wide Web) access to the contents. (...) In each case, regularly published supplements will be available on a subscription basis. (shrink)

The paper is devoted to the question of the principle of individuation in Bl. John Duns Scotus. This question is found in his commentary to Aristotle’s Metaphysics, namely the Quaestiones super libros Metaphysicorum Aristotelis VII, qu. 13. The first part of the paper discusses problems connected with the chronology and structure of the text, whereas the second one is presented as Scotus’s teaching on individuation. S. Dumont and T. Noone argue today on the traditional thesis about the origin of this (...) question and the remaining philosophical writings from the juvenile stage of Scotus’s philosophical work. They claim that some questions from the In Metaph., including also qu. 13 from the book, were written later or in the same time as the commentaries to Peter Lombard’s Sentences. The authors support their views by indicating the following: 1) the text the In Metaph. is better organised, 2) the vocabulary used with reference to the principle of individuation, especially the term haecceitas, is employed twice in the text In Metaph., 3) the quotations from the later works of Scotus and the works of authors who wrote somewhat later than that date of the In Metaph. hitherto presumed, 4) some stylistic terms indicate that the author of the text was a mature person. The traditional thesis is defended by I. Modrić on behalf of the Scotistic Commission. Having made a detailed analysis, Modrić rejected all the arguments from the introduction to the critical edition of the In Metaph. The author of this paper agrees with Modrić’s view. Therefore as long as we do not have a thesis to the contrary we shall hold the traditional opinion about the earlier origin of the In Metaph. in comparison to Peter Lombard’s commentaries on the Sentences. Scotus opens his lecture on individuation with a discussion of various standpoints on this issue. He divides them into positive and negative theories of individuation. This ordering ensures a clear exposition of various views without unnecessary repetitions and vagueness. Eventually, Doctor Subtilis rejects all hitherto views and provides his own solution. The principle of individuation is for him an individuating entity, the ultimate reality of the individual being. In combination with common nature it determines the most individual of possible characterisation of the individuum. This positive individuating entity is called an individual form (forma individualis) in the In Metaph., a degree of entity (gradus entis) and haecceitas. The latter became a technical term to define the Scotist principle of individuation. (shrink)

In 1951–1952 a selected committee appointed by the US Congress investigated the circumstances of the so-called Katyn Crime. The reasons why the highest US legislative body undertook the issue hale to be sought in the international situation of the day, which was determined by the Korean War.The “Katyn Committee” was called up on September 18, 1951 by the House of Representatives of the 82nd Congress on the strength of Resolution 390. Sitting on it were Daniel L. Flood, Thaddeus M. Machrowicz, (...) George A. Dondero, Foster Furcolo, Alvin K. O’Konski, Timothy P. Sheenan and Ray J. Madden, who was also appointed its chairman. The committee began interrogating witnesses on October 11, 1951 and closed the interrogations on November 14, 1952. Simultaneously, the committee inspected 183 material exhibits pertaining to the Katyn event. In all the committee took down the testimonies of 81 main and about 200 secondary witnesses as well as about a hundred written testimonies and accounts.The committee’s final report to the House of Representatives clearly stated the responsibility of the Soviet NKVD for the 1940 massacre of around 15,000 Polish officers from POW camps in Kozielsk, Starobielsk and Ostaszków.In response to the committee’s proceedings the east bloc staged a propaganda campaign aimed at discrediting its work and upholding the so-called Katyn Lie—a 1943—originated false version of the events whereby the executions of the Polish officers had been carried out by the Germans in the latter half of 1941.The Soviet government took an official stand on the committee on February 29, 1952. It rejected all possibility of cooperation and underscored the Germans’ responsibility for the massacre. On March 1, 1952 the Polish government issued a statement condemning the committee and reiterating the false version of the Katyn incident. This statement appeared in the March 1 edition of the national daily Trybuna Ludu under the heading, The Polish nation indignantly condemns the cynical provocations of American imperialists, who are feeding on the tragic deaths of thousands of Polish citizens in Katyn.The main wave of attacks on the Madden Committee rolled through the Eastern European press in March, 1952. It was most intense in the Soviet Union and Poland, but also penetrated to other countries like Czechoslovakia and Bulgaria. In the USSR most of the related coverage was published in the communist party daily Pravda. In Poland articles attacking the Madden Committee and propagating the false version of the Katyn events appeared in all dailies and periodicals, including the party, military, youth, branch and satirical press. Especially avid in this respect were papers brought out by the Czytelnik publishers, notably Życie Warszawy. Also published was a deceitful book The Truth About Katyn by Boleslaw Wójcicki.Simultaneously to the press campaign against the Madden Committee the eastern countries launched broad scale repressions involving the prosecution, courts and intelligence services. (shrink)

Most discussions of the reproducibility crisis focus on its epistemic aspect: the fact that the scientific community fails to follow some norms of scientific investigation, which leads to high rates of irreproducibility via a high rate of false positive findings. The purpose of this paper is to argue that there is a heretofore underappreciated and understudied dimension to the reproducibility crisis in experimental psychology and neuroscience that may prove to be at least as important as the epistemic dimension. This is (...) the communication dimension. The link between communication and reproducibility is immediate: independent investigators would not be able to recreate an experiment whose design or implementation were inadequately described. I exploit evidence of a replicability and reproducibility crisis in computational science, as well as research into quality of reporting to support the claim that a widespread failure to adhere to reporting standards, especially the norm of descriptive completeness, is an important contributing factor in the current reproducibility crisis in experimental psychology and neuroscience. (shrink)

We argue that Yarkoni's proposed solutions to the generalizability crisis are half-measures because he does not recognize that the crisis arises from investigators' underappreciation of the roles of theory in experimental research. Rather than embracing qualitative analysis, the research community should make an effort to develop better theories and work toward consistently incorporating theoretical results into experimental practice.

Inequality of incomes is one of the significant factors forming the social capital. Two views dominate among economists dealing with the influence of inequality of income on economic growth. On the one hand, a too low inequality of income does not motivate people to increase the labour productivity. A low inequality of income might result from an extended social care system and overloading GDP with social transfers. A good example of it may be a situation when the unemployed refuses to (...) accept a job offer and prefers the unemployment benefit rather to a slightly higher salary. Moreover, a lack of incentives for the employee who fails to acknowledge the economic sense of increasing the productivity of his work might lead to the slower growth of economy. On the other hand, a contrary view suggests that an increase of the inequality of income has a negative impact on the economy. The accumulation of wealth by a small number of citizens raises doubts about good use of that wealth for investments necessary for the growth of the economy. An excessive inequality of income is confronted with disapproval of the significant part of society and regarded as unfair and unjustified. It may also increase the crime level and decrease the trust and, more generally, lead to the weakening of social capital. The arguments above lead to a hypothesis that the influence of the inequality of income on the growth of the economy has a non-linear character. We confirmed this hypothesis in growth models of the US and Swedish economies. We assess the historically optimal inequality of income measured by the Gini coefficient at 46% and 24% for the US and Sweden respectively. The optimal inequality of income in Poland was assessed previously at 29%. The dissimilarities may result from the cultural differences, educational level differences, ethnic differences and differences in diligence. (shrink)

The paper presents two objections against Putnam’s Twin Earth argument, which was intended to secure semantic externalism. I first claim that Putnam’s reasoning rests on two assumptions and then try to show why these assumptions are contentious. The first objection is that, given what we know about science, it is unlikely that there are any natural-kind terms whose extension is codetermined by a small set of microstructures required by Putnam’s indexical account of extension determination. The second objection is that there (...) may not be a plausible concept of a speech community whose adoption would classify Oscar and Twin Oscar as members of different speech communities and, at the same time, render Oscar and Twin Oscar as being in the same psychological state. I contend that Putnam’s argument fails because both objections are justified. (shrink)

The aim of this paper is to discuss the concept of distributed cognition in the context of classic questions posed by mainstream cognitive science. We support our remarks by appealing to empirical evidence from the fields of cognitive science and ethnography. Particular attention is paid to the structure and functioning of a cognitive system, as well as its external representations. We analyze the problem of how far we can push the study of human cognition without taking into account what is (...) underneath an individual’s skin. In light of our discussion, a distinction between DCog and the extended mind becomes important. (shrink)

In a small literary gem full of sardonic wit, brilliant insights, and provocative criticism Witold Gombrowicz discusses Kant, Hegel, Schopenhauer, Kierkegaard, Sartre, and Heidegger in six "one-hour" essays—and addresses Marxism in a "fifteen-minute" piece. "Who hasn't wished for a painless way to find out what the big shots of philosophy—Hegel and Kant, Nietzsche and Sartre—thought of the human condition? It has never been easy reading such formidable thinkers, and most explainers and textbooks either get it wrong or massacre the (...) language. So imagine my pleasure in opening Witold Gombrowicz's _Guide to Philosophy in Six Hours and Fifteen Minutes_, an exceptional effort at summarizing concepts in bold, declarative sentences.... [This book] is like the course in philosophy you wish you had taken."—David Lehman, _Bloomberg News_ "A must for every reader of Gombrowicz."—Denis Hollier, New York University. (shrink)

The considerations presented in the paper are an attempt to prove that free access to all scientific publications is evaluated on some world scientific forum. Scientists have to make selections among scientific publications again and again. In order to economise the scientist' time it is proposed to execute selections in three phases: the first phase - preliminary - even without seeing the relevant publications, and only on the basis of the title, author's name, names of publishers and journals, list of (...) references, blurbs etc.; the second phase (with the relevant publications at hand) - the verification of results of the first preliminary phase on the basis of rough reviewes of the publications; the third phase - selective - the verification of results of the second phase by attentive studies of selected publications. (shrink)

There are three intentions (aims) of this paper. First, to focus the attention of readers to three not so well known and least frequently quoted by economists of Mises’s books, namely his 1957 Theory and History: An Interpretation of Social and Economic Evolution, and two closely related The Ultimate Foundation of Economic Science: An Essay on Method (1962), and Epistemological Problems of Economics (1933/1960). The second aim is to outline Mises’s legacy, presented in the form of eleven dimensions of Mises’s (...) Intellectual Universe. The eleven dimensions of Mises’s system are: Economics as science, praxeology, and human action; Methodological dualism; Judgments of value and subjectivism; Individualism; Rationalism and human action; Consumer; Cooperation and competition; Thymology; Mathematics in economics; Predictions; and Historical analysis. Third, to present the main issues related to Mises’s concept of rationalism. There is no mention of Ludwig von Mises’s concept of rationality in a great number of books and papers dealing with the understanding of the rationality of human beings. The concept of rationality proposed by Ludwig von Mises is neglected by modern researchers and economists of different schools, but especially by mainstream economists. A good example of neglecting Mises’s ideas on rationality is the latest book by Nassim Taleb, Skin in the Game: Hidden Asymmetries in Daily Life. Although Taleb’s proposition of understanding rationality and irrationality is very close to the concept of Mises, he does not refer to Mises’s work at all. No single word on Mises in that book! (shrink)