At CRYPTO 2019, Gohr proposed the neural differential distinguisher using residual network structure in convolutional networks on round-reduced Speck32/64. In this paper, we construct a 7-round for Speck32/64, which results better than Gohr’s work. The details are as follows. Firstly, new data format (C_r,C_r′,d_l,Cl,Cr,Cl′,Cr′) is input of distinguisher, can help to identify features previous ...

Federated learning, where the distribution of distributed data is unknown, more difficult and costly to train a central model with than traditional machine learning. In this study, we propose Learning Genetic Algorithm, which enables faster training at lower cost by providing an appropriate client selection method. A can have its own communication depending on sharing preference, based result c...

In this paper, we introduce a new learning algorithm for adaptive intrusion detection using boosting and naïve Bayesian classifier, which considers a series of classifiers and combines the votes of each individual classifier for classifying an unknown or known example. The proposed algorithm generates the probability set for each round using naïve Bayesian classifier and updates the weights of ...

This chapter describes a method of feature selection and ranking based on human expert knowledge and training and testing of a neural network. Being computationally efficient, the method is less sensitive to round-off errors and noise in the data than the traditional methods of feature selection and ranking grounded on the sensitivity analysis. The method may lead to a significant reduction of ...

The ward round (WR) is a complex task and medical teachers are often faced with the challenge of finding a balance between service provision and clinical development of learners. The educational value of WRs is an under-researched area. This short communication aims to evaluate the educational role of WRs for junior trainees and provides insight into current practices. It also identifies obstac...

Education for all-round development has become the teaching core of institutions of higher learning. We must transform the test from knowledgeable-oriented to quality-oriented to accomplish the improvement and development of modern higher education test system. We shall, in accordance with the requirements of training and majors, establish a set of systematic and comprehensive examination syste...

increase of function of the muscular system and all-round physical development. These two results are wanted but they do not stand alone; and in the case of a mentally defective child, the mental effects of a thorough system of training can plainly be seen. As to whether these effects are permanent or merely transitory I submit no proof, for my own work has not been continuous or even carried o...

BACKGROUND Health systems globally promote appropriate prescribing by healthcare providers and safe and effective medicine use by consumers. Rx for Change, a publicly available database, provides access to systematic reviews regarding best practices for prescribing and using medicines. Despite the value of the database for improving prescribing and medicine use, its use remains suboptimal. This...