This paper aims to introduce a robust framework for forecasting demand, including data preprocessing, data transformation and standardization, feature selection, cross-validation, and regression ensemble framework. Bagging ), boosting and extreme gradient boosting regression ), and stacking are employed as ensemble models. Different machine learning approaches, including support vector regression, extreme learning machine, and multilayer perceptron neural network, are adopted as reference models. In order to maximize the determination coefficient value and reduce the root mean square error, hyperparameters are set using (...) the grid search method. Using a steel industry dataset, all tests are carried out under identical experimental conditions. In this context, STACK1 and STACK2 models provided better performance than other models. The highest accuracies of R2 of 0.97 and 0.97 are obtained using STACK1 and STACK2, respectively. Moreover, the rank according to performances is STACK1, STACK2, XGBR, GBR, RFR, MLP, ELM, and SVR. As it improves the performance of models and reduces the risk of decision-making, the ensemble method can be used to forecast the demand in a steel industry one month ahead. (shrink)

В монографии рассматриваются интерпретативные стратегии деконструкции, их историко-философские истоки, а также их значение для постметафизического мышления. Для научных работников, студентов и аспирантов.

The Greek original of Galen's is lost, nor has a copy of the complete translation into Arabic, made by Hunayn b. Ishāq in the first half of the ninth century, come down to us, though some passages of it are quoted by various Arab authors. A summary of the translation, however, was discovered by P. Kraus in a miscellaneous manuscript in Cairo and published by him in the Bulletin of the Faculty of Arts of the University of Egypt, vol. v/i.

A policy of “preventive detention” has recently been debated in the British Parliament. Alarmed by the high-profile criminal activities of people suspected of having dangerous severe personality disorder , the government have made clear their intention to “indeterminately but reviewably detain” people with DSPD, after diagnosis by forensic psychiatrists, even if the individuals are yet to commit an offence. Such a policy may improve the safety of the public, but has obvious implications for civil liberties. This essay criticises the morality (...) of the government's intention and rejects the notion that the medical profession could ethically collude with such a policy. (shrink)

Joseph Alois Schumpeter (1883-1950) stands among the intellectual giants of the twentieth century, especially in the field of economics; in his long and varied impact on the profession, he is second only to Maynard Keynes. He was a pragmatist in his economic philosophy, an “objective scientific investigator with no particular axe to grind” (Newman, et al., 746). His encyclopedic History of Economic Analysis, edited after his death by his wife and published in 1954, is a monument to his gigantic and (...) versatile achievements; and it remains the locus classicus of almost all works in this area. (shrink)

“Informed consent” is a legal instrument that allows individuals to define their own interests and to protect their bodily privacy. In current medical practice, patients who have consented to surgery are considered to have implied consent to anaesthesia, even though anaesthesia is associated with its own particular set of risks and consequences that are quite separate from those associated with surgery. In addition, anaesthetists often perform interventions that are the only medical treatment received by a patient. Anaesthetists, therefore, should always (...) obtain separate consent for anaesthesia, and should regard the process of consent as a stimulus for active, fluid reciprocal discussion with patients about treatment options. (shrink)