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A Novel Dynamic Android Malware Detection System With Ensemble Learning

₹12500-37500 INR

Cerrado
Publicado hace más de 5 años

₹12500-37500 INR

Pagado a la entrega
With the popularity of Android smartphones, malicious applications targeted Android plat- form have explosively increased. Proposing effective Android malware detection method for preventing the spread of malware has become an emerging issue. Various features extracted through static and dynamic analysis in conjunction with machine learning algorithm have been the mainstream in large-scale malware identification. In general, static analysis becomes invalid in detecting applications which adopt sophisticated obfuscation techniques like encryption or dynamic code loading. However, dynamic analysis is suitable to deal with these evasion techniques. In this paper, we propose an effective dynamic analysis framework, called EnDroid, in the aim of implementing highly precise malware detection based on multiple types of dynamic behavior features. These features cover system-level behavior trace and common application-level malicious behaviors like personal information stealing, premium service subscription,and malicious service communication. In addition, EnDroid adopts feature selection algorithm to remove noisy or irrelevant features and extracts critical behavior features. Extracting behavior features through runtime monitor, EnDroid is able to distinguish malicious from benign applications with ensemble learning algorithm. Through experiments, we prove the effectiveness of EnDroid on two datasets. Furthermore, we find Stacking achieves the best classification performance and is promising in Android malware detection.
ID del proyecto: 17804284

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6 propuestas
Proyecto remoto
Activo hace 5 años

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Hello Sir, How are you ? we're already skilled and experienced with your Desired skills. If you Consider us to full fill your job then we will try our best level. We're looking forward to some feedback from you. Thanks & Regards Sunetra D
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Hello' as per your requirement i am 3 year exp developer. please message me more to discuss the specified work. Thanks regards
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We thePRISMSOFT IT TECHNOLOGIES primary goal is to create websites using the latest technologies and trends designed to portray the CLIENT’S aims and objectives, We hold one goal above all others: 100% client satisfaction. Our in-house team of web designers, content writers, graphic designers, developers and test engineers uphold the highest standards for project planning and execution, and we’re dedicated to building the perfect website for your company on-time and on-budget. We’ve built websites for different Client’s (Domestic & International) with great success, and are quite excited to get to work on yours. We have a dedicated Project handling team, which follows SDLC process to handle a project in right manner from analysis phase to deployment phase by using licensed versions of all software’s. Below is the strategic methodology where we use the technologies in each phase… Implementation of technologies Front-end (Design Phase): Adobe Illustrator, Photoshop (Development Phase): HTML 5, CSS 3, Java Script, Bootstrap, Angular JS, Android Back-end (Server side scripting):PHP (Database): MySQL (Web Server): Apache (Operating System): Linux, Windows Testing Manual Testing-Functional & Non functional Automation Testing-Selenium, Load Runner Technical Support &Maintenance Team:  Network administrator  Database administrator  Contact no:91-8501055511
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Hi. My name is Uzair.I did my masters in Electrical Engineering. I have done my thesis in biomedical signal processing and Machine learning. I have more than 3 years of experience in Python/MATLAB specially in Machine learning/Deep Learning, Image processing and Signal processing. I have knowledge and understanding of state of the art machine learning algorithms like SVM, neaural networks as well as basic algos like KNN and clustering. I have also worked with sklearn and keras in PYTHON. I have experience with tensorflow,Keras,Pytorch and a ot of other ML libraries. I have recently organized a bootcamp on AI and machine learning in my university. Due to my vast coding experience , I can handle your project with quality work. Kindly share some more details so that I can offer the exact solution to your problem. Regards
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