0000000000658158
AUTHOR
Lo Re G.
A Behavior-Based Intrusion Detection System Using Ensemble Learning Techniques
Intrusion Detection Systems (IDSs) play a key role in modern ICT security. Attacks detected and reported by IDSs are often analyzed by administrators who are tasked with countering the attack and minimizing its damage. Consequently, it is important that the alerts generated by the IDS are as detailed as possible. In this paper, we present a multi-layered behavior-based IDS using ensemble learning techniques for the classification of network attacks. Three widely adopted and appreciated models, i.e., Decision Trees, Random Forests, and Artificial Neural Networks, have been chosen to build the ensemble. To reduce the system response time, our solution is designed to immediately filter out tra…
Anomaly Detection for Reoccurring Concept Drift in Smart Environments
Many crowdsensing applications today rely on learning algorithms applied to data streams to accurately classify information and events of interest in smart environments. Unfor-tunately, the statistical properties of the input data may change in unexpected ways. As a result, the definition of anomalous and normal data can vary over time and machine learning models may need to be re-trained incrementally. This problem is known as concept drift, and it has often been ignored by anomaly detection systems, resulting in significant performance degradation. In addition, the statistical distribution of past data often tends to repeat itself, and thus old learning models could be reused, avoiding co…
Crohn’s disease: Radiological features and clinical-surgical correlations
This book describes and illustrates the radiological findings that are characteristic of Crohns disease and correlates these appearances with clinical and surgical findings in order to assist the reader in implementing an appropriate diagnostic approach in this complex disease, which often differs from patient to patient. All of the modern imaging modalities and techniques are covered, including ultrasound, multidetector row computed tomography (MDCT), magnetic resonance imaging (MRI), and combinations of MDCT and MRI with enteroclysis and enterography. The current value of X-ray and the role of endoscopy are also examined. Care is taken to cover specific patient groups, including pediatric…
Pancreaticoduodenal arteries aneurysms: Evaluation of frequency and association with celiac artery stenosis due to compression by median arcuate ligament
The aim of the study is to evaluate the prevalence of pancreaticoduodenal arteries (PDA) aneurysms in a large population, and to define possible correlations with celiac artery stenosis due to compression by the median arcuate ligament. Radiological reports of abdominal contrast-enhanced CT scans of 18,180 patients were scrutinized to identify patients with true PDA aneurysms. Two abdominal radiologists classified the aneurysms according to size, location and morphology and scored the presence of celiac artery stenosis due to either median arcuate ligament compression or atherosclerotic disease. Eleven true PDA aneurysms were identified in 10 patients. Nine out of 10 patients had stenosis o…
Cystic lymphangioma of adrenal gland. Case report and review of the literature
Il linfoangioma surrenalico cistico è una neoplasia beni- gna rara che origina da una ectasia dei vasi linfatici; questa lesione si localizza, più frequentemente, nella regione del collo, ascellare e mediastinica. Lo scopo di questo studio è descrivere il caso di una donna di 60 anni con dolore addominale ricorrente che si è sot- toposta ad un esame ecografico che ha mostrato la presenza di una massa cistica in corrispondenza del polo superiore del rene; quindi l’origine della massa, il surrene, è stata identificata attraverso la Tomografia Compiuterizzata, eseguita con mezzo di contrasto. Successivamente la paziente ha effettuato la Risonanza Magnetica che ha meglio caratterizzato la lesio…
MDCT Enteroclysis and Enterography
Since the first studies suggesting its possible role in the management of Crohn’s disease patients, multidetector computed tomography has usually been considered a useful diagnostic technique in Crohn’s disease for the detection of extraenteric complications, as intra-abdominal abscesses, the study of strictures, prestenotic dilatations, fistulas, and postsurgical complications. Moreover, it is a widely available technique and is considered the gold standard in emergency.