Clustering: Keeping Malware Out in Android Applications Essay

Clustering: Keeping Malware Out in Android Applications Essay

Length: 539 words (1.5 double-spaced pages)

Rating: Better Essays

Open Document

Essay Preview

Due to the existence of malware samples in large amount of data malware
detection techniques are introduced. Machine learning techniques are being
applied to classify the applications focusing malware detection. Android
has impressive growth in the domain of smart phones. Hence to overcome
its better to group malware samples with structural similarities. Clustering
technique in Android applications is an important technique in machine
learning and gives automatic classi cation of applications by categorizing
malware. Clustering keeps similar applications in one cluster and it gives
good results with information retrieval. Following steps can be included in
the process of applications clustering:
1.
Android Manifest le speci es the permissions needed by the application.
These les ask for permission to access restricted elements like hardware devices
and contacts of the Android operating system. To cluster the malware
behavior clustering algorithms such as hierarchical and partitioning-based
clustering like K-Means or K-Medoids are used. Various clustering algorithms
are discussed be...

Need Writing Help?

Get feedback on grammar, clarity, concision and logic instantly.

Check your paper »

A Forensics Memory Study of Malware in Android Operating Systems Essay

- I. INTRODUCTION A ndroid operated devices are one of the most competitive technology devices in the market, with the fastest growing market share within the mobile industry [1]. Technology experts predict that it will dominate the mobile market in the coming decade. Additionally, recent research shows a huge year over year increase in the number of Android specific malware attacks [1,3]. It is relatively straightforward to investigate such attacks when they occur on mature operating system platforms such as Windows and Linux....   [tags: virus-like problems on operating systems]

Better Essays
1701 words (4.9 pages)

Essay about The Effects of Words Clustering on Memory

- As world spin and time pass by, we learn a lot of new things every day. Some we may remember immediately but some are impossible to do it. Thus we as a human try a lot of ways to make every day life easier. Word clustering is one of it. Clustering is meant “similar” or “same”. The way we use it is, when we a given a thing to do, we will categorize same thing that have similar or same pattern or any common pattern. This word clustering seems to give a different impact on every people. We have two types of memory, long term memory and short term memory....   [tags: Words Clustering]

Better Essays
2253 words (6.4 pages)

Clustering in Financial Services: A Literrature Review Essay

- The theory of cluster has became one of theory that considered important in the regional economic development theoryin the recent worlds. It suggest that the co-ocation or geographic proximity results for firms that do clustering will be crucial to increase the economics scope of the firms, mainly due to lower input cost that are resulted from agglomeration economies and facilitates knowledge spillovers which can increase the firms’ productivity (Wolman and Hincapie, 2010, p1). Therefore, this can creates more competitive firms that do the clustering, and also produce significant growth for the firms....   [tags: markusen, clustering, financial services]

Better Essays
2165 words (6.2 pages)

Recent Trends in Document Clustering with Evolutionary-Based Algorithms Essay examples

- Document clustering is the process of organizing a particular electronic corpus of documents into subgroups of similar text features. Previously, a number of statistical algorithms had been applied to perform clustering to the data including the text documents. There are recent endeavors to enhance the performance of the clustering with the optimization based algorithms such as the evolutionary algorithms. Thus, document clustering with evolutionary algorithms became an emerging topic that gained more attention in the recent years....   [tags: clustering, inspection, research]

Better Essays
742 words (2.1 pages)

Malware, Or Malicious Malware? Essay example

- Malware, or malicious malware has a significant impact in our society. Sophisticated malware, are on the rise against users, utility software and user applications especially for monetary profits. Some of the threats are stealing sensitive information like credit card numbers or copyrighted materials, spamming, impersonating and extorting money (ransomware). It is a cybercrime operated by crackers. Indeed, crackers are individuals who break into computers and networks for criminal purposes. Consequently, cyber security is a major concern of computing systems....   [tags: Security, Computer security, Computer virus]

Better Essays
881 words (2.5 pages)

Essay on Malware: Ever-changing Motivations

- Malware, short for malicious software, is wide-spread in today’s computer market. Malware is software intended to gain sensitive information or access to a victim’s private system (“Who Creates Malware and Why?” par. 13). Many forms of malware exist: the major categories including viruses, ransom ware, worms, keyloggers, trojan horses and rootkits. Today, malware is most commonly used to steal victims’ personal information for financial gains, but malwares’ attention was not always this way. The first computer worms were written as harmless pranks....   [tags: malware, software, cybercriminals, antivirus]

Better Essays
1470 words (4.2 pages)

Malware : An Anti Virus Protection Software Essay

- At the Aim Higher College there have been recently discovered malware on the campus systems that are due to many recent attacks. I used an Anti-virus protection software called AVG on the computer systems on campus and ran a whole computer scan. The results came back very quick of numbers of malware being high and medium priorities that these should not be taken lightly. Furthermore, the scan found many viruses, Trojans, and malicious software and applications. The first finding was a medium priority that was a cryptcat.exe file this program can potentially be used to remote access the program....   [tags: Computer virus, Malware, Trojan horse]

Better Essays
726 words (2.1 pages)

Malware : The Biggest Fears And Problems All Internet Users Face Today Is Malware

- One of the biggest worries and problems all internet users face today is Malware. Malware, short for malicious software, is a term that describes any software program designed to damage or do unwanted actions on a computer system. Some of these action may include disrupting computer operations, gathering sensitive information, gaining access to private computer systems or displaying unwanted advertising. The main types of Malware include the following, which we will go into more details about. (Contributor, Techterms.com, 2016) • Viruses • Worms • Rootkits • Trojan Horses • Spyware Computer Viruses are a form of malware that are small software programs that can spread to different computers....   [tags: Computer virus, Malware, Rootkit, Computer worm]

Better Essays
1287 words (3.7 pages)

Threats & Vulnerabilities of Mobile Devices Essay

- With the increasingly ubiquitous nature of mobile devices and online availability, including smartphones and tablets, there is also an understandable concern about the level of security that is afforded to such devices. This can be considered as increasingly important given the proliferation of policies such as BYOD (Bring Your Own Device) which is being used by diverse organizations as a way of lowering the cost of ownership for such devices while also leveraging the flexibility advantages that their utilization can bring....   [tags: master key, cyber criminals, android malware]

Better Essays
1303 words (3.7 pages)

Android 4.0 Essay

- When it comes to mobile technology, things transform rather fast, and a perfect example is Google’s Android operating system (Ralphael, 2102). Android has evolved from a rough and limited beginner to a polished yet slick platform that is now dominating the smartphone market (Ralphael, 2102). Android powers more than a billion phones and tablets around the world. It’s customizable yet easy to use and since it’s created by Google, it seamlessly works with all the favorite Google apps. Android 4.0 is called “Ice Cream Sandwich”, which builds on things people love the most about Android....   [tags: technology, google, mobile]

Better Essays
1746 words (5 pages)