Data security assurance is crucial due to the increasing prevalence of cloud computing and its widespread use across different industries,especially in light of the growing number of cybersecurity threats.A major and ...Data security assurance is crucial due to the increasing prevalence of cloud computing and its widespread use across different industries,especially in light of the growing number of cybersecurity threats.A major and everpresent threat is Ransomware-as-a-Service(RaaS)assaults,which enable even individuals with minimal technical knowledge to conduct ransomware operations.This study provides a new approach for RaaS attack detection which uses an ensemble of deep learning models.For this purpose,the network intrusion detection dataset“UNSWNB15”from the Intelligent Security Group of the University of New South Wales,Australia is analyzed.In the initial phase,the rectified linear unit-,scaled exponential linear unit-,and exponential linear unit-based three separate Multi-Layer Perceptron(MLP)models are developed.Later,using the combined predictive power of these three MLPs,the RansoDetect Fusion ensemble model is introduced in the suggested methodology.The proposed ensemble technique outperforms previous studieswith impressive performance metrics results,including 98.79%accuracy and recall,98.85%precision,and 98.80%F1-score.The empirical results of this study validate the ensemble model’s ability to improve cybersecurity defenses by showing that it outperforms individual MLPmodels.In expanding the field of cybersecurity strategy,this research highlights the significance of combined deep learning models in strengthening intrusion detection systems against sophisticated cyber threats.展开更多
Objective:To explore the effect of the adjuvant milrinone therapy on cardiac function, myocardial remodeling and RAAS system activity in patients with chronic heart failure. Methods: A total of 110 patients with chron...Objective:To explore the effect of the adjuvant milrinone therapy on cardiac function, myocardial remodeling and RAAS system activity in patients with chronic heart failure. Methods: A total of 110 patients with chronic heart failure who were treated in the hospital between January 2015 and January 2017 were divided into control group (n=55) and observation group (n=55) by random number table method. Control group received conventional therapy for chronic heart failure, and the observation group received milrinone on the basis of conventional therapy. The differences in ultrasound cardiac function and myocardial remodeling index levels as well as serum RAAS index contents were compared between the two groups before and after treatment.Results: Before treatment, the differences in ultrasound cardiac function and myocardial remodeling index levels as well as serum RAAS index contents were not statistically significant between the two groups. After treatment, CO and SV levels of both groups of patients were significantly higher than those before treatment while LADd, LVEDd, LVPWT, IVST and LVMI levels as well as serum PRA, AngⅡ and ALD contents were significantly lower than those before treatment, and CO and SV levels of observation group were significantly higher than those of control group while LADd, LVEDd, LVPWT, IVST and LVMI levels as well as serum PRA, AngⅡ and ALD contents were significantly lower than those of control group.Conclusion: Adjuvant milrinone therapy can effectively enhance the cardiac function, inhibit the myocardial remodeling and decrease the RAAS system activity in patients with chronic heart failure.展开更多
基金the Deanship of Scientific Research,Najran University,Kingdom of Saudi Arabia,for funding this work under the Research Groups Funding Program Grant Code Number(NU/RG/SERC/12/43).
文摘Data security assurance is crucial due to the increasing prevalence of cloud computing and its widespread use across different industries,especially in light of the growing number of cybersecurity threats.A major and everpresent threat is Ransomware-as-a-Service(RaaS)assaults,which enable even individuals with minimal technical knowledge to conduct ransomware operations.This study provides a new approach for RaaS attack detection which uses an ensemble of deep learning models.For this purpose,the network intrusion detection dataset“UNSWNB15”from the Intelligent Security Group of the University of New South Wales,Australia is analyzed.In the initial phase,the rectified linear unit-,scaled exponential linear unit-,and exponential linear unit-based three separate Multi-Layer Perceptron(MLP)models are developed.Later,using the combined predictive power of these three MLPs,the RansoDetect Fusion ensemble model is introduced in the suggested methodology.The proposed ensemble technique outperforms previous studieswith impressive performance metrics results,including 98.79%accuracy and recall,98.85%precision,and 98.80%F1-score.The empirical results of this study validate the ensemble model’s ability to improve cybersecurity defenses by showing that it outperforms individual MLPmodels.In expanding the field of cybersecurity strategy,this research highlights the significance of combined deep learning models in strengthening intrusion detection systems against sophisticated cyber threats.
文摘Objective:To explore the effect of the adjuvant milrinone therapy on cardiac function, myocardial remodeling and RAAS system activity in patients with chronic heart failure. Methods: A total of 110 patients with chronic heart failure who were treated in the hospital between January 2015 and January 2017 were divided into control group (n=55) and observation group (n=55) by random number table method. Control group received conventional therapy for chronic heart failure, and the observation group received milrinone on the basis of conventional therapy. The differences in ultrasound cardiac function and myocardial remodeling index levels as well as serum RAAS index contents were compared between the two groups before and after treatment.Results: Before treatment, the differences in ultrasound cardiac function and myocardial remodeling index levels as well as serum RAAS index contents were not statistically significant between the two groups. After treatment, CO and SV levels of both groups of patients were significantly higher than those before treatment while LADd, LVEDd, LVPWT, IVST and LVMI levels as well as serum PRA, AngⅡ and ALD contents were significantly lower than those before treatment, and CO and SV levels of observation group were significantly higher than those of control group while LADd, LVEDd, LVPWT, IVST and LVMI levels as well as serum PRA, AngⅡ and ALD contents were significantly lower than those of control group.Conclusion: Adjuvant milrinone therapy can effectively enhance the cardiac function, inhibit the myocardial remodeling and decrease the RAAS system activity in patients with chronic heart failure.
