Introduction to UnCoRe
General overview to the program and introduction of how to do a research.
We were assigned to the project of Link Signature, working with Dr. Shu
Read papers and learned more about link signature and key transmissions.
Read over and learned more about wireless communication, transmitters, receivers, RF signals, channel gains,
link signatures obtained from using channel state information and how these things can be exploited, etc. We
also began looking into using machine learning algorithms with wireless networks.
Took some time getting familiar with using Matlab We will be implementing
algorithms in the upcoming weeks to see if we can make better predictions.
Looked into different machine learning algorithms and features that could be implemented.
Continued implementing algorithms in matlab.
Look into SVM, Decision Tree Algorithms and other ML methods. Researched papers to get better ideas of what
could be used as features
Worked on creating a script to run probabilistic methods and on scripts to run ML methods. Tested ML methods
to see how efficient they were.
Continued looking into Support Vector Machines, different kernel methods and other machine learning techniques
that we had been previously looking into.
Tested multiple links with a different number of machine learning algorithms, changing the number of transmitter
, receiver pairs used, and other features trying to improve results.
Continued work from last week and even introduced work with Multivariate Linear Regression. Continued to try and use
different kernel methods for SVM.
Run more test this time using the Multivariate Linear Rregrression and compraring the result with the Support Vector Machine.
Read papers to suggest new ideas for future works.
Prepare the poster presentation for Mid-Michigan Symposium for Undergraduate Research Experiences (Mid-SURE). Also we start to write the Deliverables for the last week.
Finish all the deliverables and turn them in.