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Current Position
Department of Computer Science
University of Bucharest
Lecturer interested in signal processing, operating systems and security. Currently teaching "Operating Systems" and "Using Operating Systems" courses.
Past Positions
Department of Automatic Control and Computers
University Politehnica of Bucharest
Postdoc involved in two research projects. I also taught "Numerical Methods", "Parallel and distributed processing of data and knowledge", and "Modelling and Simulation".
Sparse representations in signal processing
IDEI 2011 project, January 2014 - September 2016
Researching dictionary learning for compressed sensing applications with a focus on parallel GPU implementations.
Set-theoretic approaches for fault tolerant control of complex systems
TE 2015 project, September 2015 - December 2017
Investigating sensor placement using sparse representations and dictionary learning with applications in water distribution networks.
Publications
Books:
[1] | A. Pătrașcu, C. Păduraru, and P. Irofti, “Stochastic Proximal Gradient Algorithm with Minibatches. Application to Large Scale Learning Models,” in Enabling AI applications in Data Science, pp. 3--25. Springer, 2020. [ bib | DOI ] |
[2] | P. Irofti, A. Băltoiu, and A. Pătrașcu, “Fraud Detection in Networks,” in Enabling AI applications in Data Science, pp. 517--536. Springer, 2020. [ bib | DOI ] |
[3] | B. Dumitrescu and P. Irofti, Dictionary Learning Algorithms and Applications, Springer, 2018. [ bib | DOI ] |
Journal:
[1] | A. Pătrașcu and P. Irofti, “Stochastic proximal splitting algorithm for composite minimization,” Optimization Letters, pp. 1--19, 2021. [ bib | DOI | .pdf ] |
[2] | P. Irofti, F. Stoican, and V. Puig, “Fault Handling in Large Water Networks with Online Dictionary Learning,” Journal of Process Control, vol. 94, pp. 46--57, 2020. [ bib | DOI | .pdf ] |
[3] | F. Stoican and P. Irofti, “Aiding Dictionary Learning Through Multi-Parametric Sparse Representation,” Algorithms, vol. 12, no. 7, pp. 131, 2019. [ bib | .pdf ] |
[4] | B. Dumitrescu and P. Irofti, “Regularized K-SVD,” IEEE Signal Processing Letters, vol. 24, no. 3, pp. 309--313, March 2017. [ bib | DOI | .pdf ] |
[5] | P. Irofti, “Efficient Parallel Implementation for Single Block Orthogonal Dictionary Learning,” Journal of Control Engineering and Applied Informatics, vol. 18, no. 3, pp. 101--108, 2016. [ bib | .pdf ] |
[6] | P. Irofti, “Efficient Dictionary Learning Implementation on the GPU Using OpenCL,” U.P.B. Scientific Bulletin, Series C, vol. 78, no. 3, pp. 39--50, 2016. [ bib | .pdf ] |
Conference:
[1] | P. Irofti and A. Băltoiu, “Unsupervised Dictionary Learning for Anomaly Detection,” in International Traveling Workshop on Interactions Between Sparse Models and Technology, 2020, pp. 1--3. [ bib | arXiv ] |
[2] | A. Băltoiu, A. Pătrașcu, and P. Irofti, “Graph Anomaly Detection Using Dictionary Learning,” in The 21st World Congress of the International Federation of Automatic Control, 2020, pp. 1--8. [ bib ] |
[3] | P. Irofti and A. Băltoiu, “Malware Identification with Dictionary Learning,” in 27th European Signal Processing Conference, 2019, pp. 1--5. [ bib | .pdf ] |
[4] | P. Irofti and B. Dumitrescu, “Pairwise Approximate K-SVD,” in Acoustics Speech and Signal Processing (ICASSP), 2019 IEEE International Conference on, 2019, pp. 3677--3681. [ bib | .pdf ] |
[5] | P. Irofti and F. Stoican, “Dictionary Learning Strategies for Sensor Placement and Leakage Isolation in Water Networks,” in The 20th World Congress of the International Federation of Automatic Control, 2017, pp. 1589--1594. [ bib | .pdf ] |
[6] | B. Dumitrescu and P. Irofti, “Low Dimensional Subspace Finding via Size-Reducing Dictionary Learning,” in 2016 IEEE International Workshop on Machine Learning for Signal Processing (MLSP), 2016, pp. 1--6. [ bib | .pdf ] |
[7] | P. Irofti, “The Effect of Atom Replacement Strategies on Dictionary Learning,” in International Traveling Workshop on Interactions Between Sparse Models and Technology, 2016, pp. 10--11. [ bib | .pdf ] |
[8] | P. Irofti and B. Dumitrescu, “Overcomplete Dictionary Learning with Jacobi Atom Updates,” in 39th International Conference on Telecommunications and Signal Processing, 2016, pp. 421--424. [ bib | .pdf ] |
[9] | P. Irofti and B. Dumitrescu, “Regularized Algorithms for Dictionary Learning,” in 2016 International Conference on Communications (COMM), 2016, pp. 439--442. [ bib | .pdf ] |
[10] | P. Irofti, “Sparse Denoising with Learned Composite Structured Dictionaries,” in 19th International Conference on System Theory, Control and Computing, 2015, pp. 331--336. [ bib | .pdf ] |
[11] | P. Irofti and B. Dumitrescu, “Cosparse Dictionary Learning for the Orthogonal Case,” in 19th International Conference on System Theory, Control and Computing, 2015, pp. 343--347. [ bib | .pdf ] |
[12] | P. Irofti and B. Dumitrescu, “Overcomplete Dictionary Design: the Impact of the Sparse Representation Algorithm,” in The 20th International Conference on Control Systems and Computer Science, 2015, pp. 901--908. [ bib | .pdf ] |
[13] | P. Irofti and B. Dumitrescu, “GPU Parallel Implementation of the Approximate K-SVD Algorithm Using OpenCL,” in 22nd European Signal Processing Conference, 2014, pp. 271--275. [ bib | .pdf ] |
Preprints:
[1] | C. Rusu and P. Irofti, “Efficient and Parallel Separable Dictionary Learning,” 2020. [ bib | arXiv ] |
Theses:
[1] | P. Irofti, Parallel Dictionary Learning Algorithms for Sparse Representations, Ph.D. thesis, University Politehnica of Bucharest, 2015. [ bib | .pdf ] |
[2] | P. Irofti, “Image Processing with Wavelet Transformations,” 2008, Bachelor of Science Thesis in Romanian. [ bib | .pdf ] |