Category
Machine learning, Statistical analysis, Software engineering.
Scope
Two students, completing 30 credits each.
Background
An access control system is about who gets access to what and when. It typically consists of doors with different access requirements. For instance, during the day a user might only need to present a card but during the night both card and pin is necessary to enter an area.
However users have access pattern, they arrive at roughly the same time during the morning and leave during the same time in the afternoon accessing the same doors in the same sequence. Could these access pattern be identified and lower the security requirements in the system or could an operator be notified when someone access something outside their typical pattern.
Goal of thesis
The goal of the thesis is to investigate different machine learning or statical approaches for detecting patterns in users' access behaviour and building models detecting anomalies in the access data and evaluating the models.
The students will have to investigate the current research within machine learning and other statistical methods for the best approach to this problem.
Who are you?
You are a student in the final year of your studies and have an interest in machine learning, statistics öand software engineering. You are most likely studying a master's in computer science, data science or similar. The work will be done at Axis.
OK, I am interested! What do I do now?
Applications are accepted in both Swedish and English, and you apply via the proposal advert. Note that English literature is expected to be read during the thesis execution.
The announced thesis is open only to students affiliated with a Swedish University/College either directly or via an exchange program.
When the thesis proposal states that it includes two students working together, we would like you to apply in pairs. In these cases, send one application each but make sure to clearly state in your application who your co-applicant is. If you have any questions regarding this, please do not hesitate to contact us.
Please attach your CV and University/College grade summary.
Please contact David Karlsson, [email protected] if you have any questions regarding this recruitment.
Certain roles at Axis require background checks, which means applicable verifications will be done in these recruitments. Notice will be provided before we take any action.
About Axis CommunicationsWe enable a smarter, safer world by creating innovative solutions for improving security and business performance. As a network technology company and industry leader, we offer solutions in video surveillance, access control, intercom, and audio systems, enhanced by intelligent analytics applications.
With around 5000 committed employees in over 50 countries, we collaborate with partners worldwide. Together, we thrive in our friendly, open, and collaborative culture and inspire each other to think beyond the expected. United by our commitment to inclusion, diversity, and sustainability, we consistently seek to develop our skills and way of working.
Let´s create a smarter, safer world
For more information about Axis, please visit our website www.axis.com.
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What We Do
Axis enables a smarter and safer world by creating solutions for improving security and business performance. As a network technology company and industry leader, Axis offers solutions in video surveillance, access control, intercom, and audio systems. They are enhanced by intelligent analytics applications and supported by high-quality training.
Axis has around 4,000 dedicated employees in over 50 countries and collaborates with technology and system integration partners worldwide to deliver customer solutions. Axis was founded in 1984, and the headquarters are in Lund, Sweden.
For more information, visit www.axis.com. Experiencing technical difficulties with www.axis.com? Visit: https://status.axis.com.
