I am interested in two area of researches. First is the interdisciplinary research areas between operations research and computer science, and the second is the application of ML in different areas of computer science.
Recently, Deep Learning (DL), one of the sub domains of ML is on the trend among the researches. The use of the expression “Deep Learning” in the context of Artificial Neural Networks was introduced by Igor Aizenberg and colleagues in 2000. Later in 2006, a publication by Geoffrey Hinton and Ruslan Salakhutdinov drew additional attention by showing how many-layered feedforward neural network could be effectively pre-trained one layer at a time, treating each layer in turn as an unsupervised restricted Boltzmann machine, then fine-tuning it using supervised backpropagation. The recent progress in the area of cloud computing, distributed systems and have the privilege of using faster and stronger CPU and GPU processors put DL on the trend by the researchers active in the area of ML. There are already many applications of DL introduced by researchers in the different realms of science and lots of research group around the world works on finding either to find a novel application for it or try to use it as a new approach, tackling previously introduced problems. More information about Deep learning could be found in here.
Since I already familiar with the area of ML based on my personal experience on my master thesis, I decided to do more research in the area of ML. Especially, I am interested in the application of ML in the area of Signal Processing,Operations Research (OR), and data-mining.
Research Interests
- Operations Research
- Signal Processing
- Machine Learning
- Data Mining