SVM Training Phase Reduction Using Dataset Feature Filtering for Malware Detection

Study of Dataset Feature Filtering of OpCode for Malware Detection Using SVM Training Phase

Malware can be defined as any type of malicious code that has the potential to harm a computer or network. To detect unknown malware families, the frequency of the appearance of Opcode (Operation Code) sequences are used through dynamic analysis. Opcode n-gram analysis used to extract features from the inspected files. Opcode n-grams are used as features during the classification process with t...

Android Malware Detection Using SVM and GA

Security is one of the main concerns for Smartphone users today. As the power and features of Smartphone’s increase, so has their vulnerability for attacks by viruses etc. An Android OS could be attacked by hackers: Because it’s Open platform, Users will access the Internet intensively and everyone can develop applications for Android. In previous technique described that how security can be im...

Anomaly Detection Using SVM as Classifier and Decision Tree for Optimizing Feature Vectors

Abstract- With the advancement and development of computer network technologies, the way for intruders has become smoother; therefore, to detect threats and attacks, the importance of intrusion detection systems (IDS) as one of the key elements of security is increasing. One of the challenges of intrusion detection systems is managing of the large amount of network traffic features. Removing un...

Improved Information Filtering and Feature Dimensionality Reduction using Semantic based Feature Dataset for Text Classification: In Context to Social Network

In Micro-blogging web services such as Twitter, the user is often bombarded with tons of information and raw data, with user unable to classify it into right category. The solution to overcome this problem can be derived from automatic text classification process. Social networking websites often limit their users to put up a short text message of length 140 characters only. Hence classifying t...

0 - Day Detection in Malware Software Dataset