Secure Access Control Framework for Fully Fledged Network Security Control: How Machine Learning Algorithms Helps to Improve Security 2019
                     Tutors India Lab
Tutors India Lab
Secure Access Control
 Framework for Fully Fledged 
Network Security Control
How Machine Learning Algorithms Helps to Improve Security
Tutors India Lab
2 | How Machine Learning Algorithms Helps to Improve Security Engineering and Technology
Tutors India Lab
EXEXEECCUTTIVIEVE
  SU SMUMMMAARRYRY
1          AI promises to booth data access control  
         incloud computing platforms.
 
2          Developing a novel algorithm using the ML    
         approach to classify user’s behaviour is 
         significant to bridge the gap among 
         theory and real-time application.
3          The access control and security manage
         ment framework along with effective ML       
         would provide guidance information for 
         the cloud  customers and administrators 
         to make decisions.
3 | How Machine Learning Algorithms Helps to Improve Security Engineering and Technology
Tutors India Lab
INTRINOTRODDUCTIOTNION
At the present scenario, the cloud environment widely used in numerous fields, namely, web applications, 
healthcare, mobile social networks, e-commerce, data storage, gaming, and so on. Thus the huge collection of 
data becomes complex in terms of data access control and authentication in the distributed environment. 
Especially, the data access control is not fine-grained, and this may result in data leakage and other security 
threats. So apart from the traditional security, there is a special focus 
required in the field of data access control in cloud computing platforms.
4 | How Machine Learning Algorithms Helps to Improve Security Engineering and Technology
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BREIF NOTE OF CLOUD ACCESS 
CONTROL SYSTEM
Generally, the term data access cess control system is restricting control system has its methods 
control system defines the huge a user to exactly what they should and functions, own 
collection of components and be able to do and how can protect attributes,  that derive from 
techniques which define the ap- data from unauthorized access. either set of policies or policy. 
propriate administrator to activate There is a wide variety of models, The systematic representation 
valid user on the basis of privileges administrative capabilities, meth- of cloud access control with 
outlined and preconfigured access ods and technologies are utilized a service provider is shown 
permissions in the access security toward design and propose ac- below.
policy. The primary aim of any ac- cess control systems. Each access 
Apart from this, one of the primary issues which we are facing is accuracy while we access the data in 
terms of detecting user behaviour. For addressing this issue, there is a potential extension by considering 
multi-authority access control which aggregates data from different resources to profile the user’s be-
haviour. Developing a novel algorithm using a machine learning approach to classify user’s behaviour is 
significant to bridge the gap among theory and real-time application.
5 | How Machine Learning Algorithms Helps to Improve Security Engineering and Technology
Tutors India Lab
        The novel algorithm should consider the below factors in order to develop a secure access   
         control system:
1     Should consider different flexible functionalities like self-managed and self-defined 
       access control, user-friendly deletion and addition of group users, separation of access 
       authentication from system authentication and iterative access control proxy server.
2     Reduce the computational complexity which comprises both encryption and 
        decryption algorithms.
3     Multi-authority Access Control and Fine-Grained Data Access Control scheme for 
        supporting dynamic behaviours of users over the cloud platform.
4     To enhance the complexity by fast decryption technique and outsourcing the pairing   
        computations to the cloud by adding dynamic attributes.
SUMMARY
The access control and security management 
framework along with effective machine learning 
would provide guidance information for the cloud 
customers and administrators to make decisions, 
for instance,migrating tasks from dynamically
 allocating resources, suspect nodes to trustworthy
 nodes and managing the trade-off among the cost of 
resources and degree of redundancy.
6 | How Machine Learning Algorithms Helps to Improve Security Engineering and Technology
Tutors India Lab
REFERENCES ABOUT THE DEPARTMENT
[1]  A. Younis, Y., Kifayat, K., & Merabti, M. (2014).       
      An access control model for cloud Engineering and Technology Lab at Tutors India is involved 
      computing. Journal of Information Security and             in exploring novel research areas for the challenges faced 
      Applications, 19(1), 45–60. https://doi.org/10.1016/j.   by today’s technology-oriented business or organisation, the 
      jisa.2014.04.003 market, the economy, finance and sales. The research team 
explores and identifies troubling questions that exist in schol-
[2] Anderson, R. (2010). ” Security Engineering – A      arly literature, in theory, or in practices that needs deliberate 
      Guide to Building Dependable Distributed Systems ,     investigation.
      2nd edition ” by Ross Anderson John Wiley & Sons  
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      M. (2015). Robust access control framework for Tutors India, is world’s reputed academic guidance provider for 
      mobile cloud computing network. Computer    have guided more than 4,500 Ph.D. scholars and 10,500 Masters 
      Communications, 68, 61–72. https://doi.org/10.1016/j.   Students across the globe. We support students, research scholars, 
      comcom.2015.07.005 entrepreneurs, and professionals from various organizations in pro-viding consistently high-quality writing and data analytical services 
every time. We value every client and make sure their requirements 
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outcome of the data analysed. Qualified and experienced research-
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      tions, 144, 124–131. https://doi.org/10.1016/j.com your business information or academic project requirement. Our 
      com.2019.05.018 expertise has passion towards research and personal assistance as 
we work closely with you for a very professional and quality output 
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