Publications

Visit my Google Scholar for a complete list.

Selected:

• Inverse Filtering for Hidden Markov Models with Applications to Counter-Adversarial Autonomous Systems.
  • IEEE Transactions on Signal Processing, 2020.
• Fast and Consistent Learning of Hidden Markov Models by Incorporating Non-Consecutive Correlations
  • International Conference on Machine Learning (ICML), 2020.
• Inverse Filtering for Hidden Markov Models
  • NeurIPS, 2017.
• A Markov Decision Process Model to Guide Treatment of Abdominal Aortic Aneurysms
  • IEEE Conference on Control Applications, 2016.
  • A general summary is available on the KTH website in English and Swedish.

Theses:

• Hidden Markov Models: Identification, Inverse Filtering and Applications
  • PhD thesis, KTH Royal Institute of Technology. Stockholm, Sweden, 2020.
• Hidden Markov models: Identification, control and inverse filtering
  • Licentiate thesis, KTH Royal Institute of Technology. Stockholm, Sweden, 2018.
• On Identification of Hidden Markov Models Using Spectral and Non-Negative Matrix Factorization Methods
  • Master’s thesis, KTH Royal Institute of Technology. Stockholm, Sweden, 2015.