Hierarchical Identifier: Application to User Privacy Eavesdropping on Mobile Payment App.

Mobile payment apps have been widely-adopted, which brings great convenience to people's lives. However, at the same time, user's privacy is possibly eavesdropped and maliciously exploited by attackers. In this paper, we consider a possible way for an attacker to monitor people's privacy on a mobile payment app, where the attacker aims to identify the user's financial transactions at the trading stage via analyzing the encrypted network traffic. To achieve this goal, a hierarchical identification system is established, which can acquire users' privacy information in three different manners. First, it identifies the mobile payment app from traffic data, then classifies specific actions on the mobile payment app, and finally, detects the detailed steps within the action. In our proposed system, we extract reliable features from the collected traffic data generated on the mobile payment app, then use a series of well-performing ensemble learning strategies to deal with three identification tasks. Compared with prior works, the experimental results demonstrate that our proposed hierarchical identification system performs better.

[The application of nasal CT scan in evaluating the function of nasal ventilation in patients with deviation of nasal septum].

OBJECTIVE: To compare the CT scan results in patients with deviation of nasal septum and normal adults and to explore its values in evaluating the state of nasal ventilation. METHOD: Twenty-six patients with deviation of nasal septum and 15 normal people were recruited in the study. The nasal airway from anterior nostril to posterior nostril was evaluated with PhlipsTomos scan AV Expander Elspiral scanner. The indexes of nasal ventilation was measured with the image-analysis software. The results of CT scan between patients with deviation of nasal septum and normal people was compared. RESULT: (1) There was obvious difference between patients with deviation of nasal septum and normal people in the NMCSA, IMCSA, DNCAT and DICAT. There was obvious difference between patients with deviation of nasal septum with obstruction in the opposite side and normal people in the ONMCSA and ODNCAT. There was obvious difference between patients with deviation of nasal septum without obstruction in the opposite side and normal people in the ODNCAT. (2) In the patients with deviation of nasal septum, between nasal minimal cross sectional area and inferior turbinate's maximum cross sectional area, there is obvious relation, r = -0.394, P < 0.05. CONCLUSION: CT is one kind of objective inspection method in evaluating the state of nasal ventilation. With the measurement of the nasal morphology and functional index, we can understand the state of nasal ventilation more comprehensively. And with this, the treatment and diagnosis of disease with nasal obstruction will be more scientific.

[Clinical analysis of short-term efficacy in senile sudden deafness].

OBJECTIVE: To analysis the short-term medicinal treating effects in senile sudden deafness. METHOD: According the age. The sudden deafness patients were divided into to groups, older age-group (age > or = 60, a total of 70 cases), control group (age < 60, a total of 70 cases), period of treatment was 7 days, the result of pure tone test were reviewed, compared the improvement before and after treatment. RESULT: After treatment, the average hearing threshold of the older age-patients was improved. There was statistical difference (P < 0.05); effective rate of the senile sudden deafness patients (disease time < or = 7 days) was 61.76%, (disease time > 7 days) was 38.89%. There was statistical difference (P < 0.05); the total effective rate of the senile sudden deafness patients was 49.9%; the senile sudden deafness patients which following moderate deafness (hearing threshold < 55 dB), effective rate was 52%, control group was 84.62%. There was statistical difference (P < 0.05), but there was no significant difference in the patients with severe hearing loss. CONCLUSION: The Course of disease has important significance for the prognosis of the senile sudden deafness patients. As soon as possible to improve peripheral vascular microcirculation, the prognosis could be improve conspicuously the prognosis of the senile sudden deafness patients were worse than the young patients.