A Survey of Machine and Deep Learning Methods for Privacy Protection in the Internet of Things.

Recent advances in hardware and information technology have accelerated the proliferation of smart and interconnected devices facilitating the rapid development of the Internet of Things (IoT). IoT applications and services are widely adopted in environments such as smart cities, smart industry, autonomous vehicles, and eHealth. As such, IoT devices are ubiquitously connected, transferring sensitive and personal data without requiring human interaction.

Transfer-Learning-Based Intrusion Detection Framework in IoT Networks.

Cyberattacks in the Internet of Things (IoT) are growing exponentially, especially zero-day attacks mostly driven by security weaknesses on IoT networks. Traditional intrusion detection systems (IDSs) adopted machine learning (ML), especially deep Learning (DL), to improve the detection of cyberattacks. DL-based IDSs require balanced datasets with large amounts of labeled data; however, there is a lack of such large collections in IoT networks.

[The teaching of microbiology and parasitology in undergraduate medical education and its adaptation to the European Higher Education Area].

The creation of the European Higher Education Area provides a series of opportunities for far-reaching reform of medical education and changes in the way both students and teachers work. The Bologna process must be implemented before 2010 in signatory countries, which include Spain, and must allow education and academic titles to be homologated. Medical degrees must consist of 360 European Credit Transfer System (ECTS) credits, divided into six academic years (60 credits per academic year).

[Clinical profile and management patterns in outpatients with heart failure in Spain: INCA study].

Aim: To assess clinical characteristics and treatment management of out-patients with chronic heart failure (CHF) in Spain.

Design: Cross-sectional study.

Location: Primary care (PC) centres and cardiology out-patient clinics.