FATEMEH SHAKERI - Amirkabir University of Technology

Research Interests

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Title

Start date

1

Computational Data Mining

2

Machine Learning

3

Image Processing

4

Matrix and Tensor Computations

5

Numerical Linear Algebra

Supervised PhD Theses

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Thesis title

By

Date

1

Tropical eigenvalues and their applications to the numerical computation of eigenvalues

HANIEH TAVAKOLIPOUR

2018 Sep

2

Pareto eigenvalue problem and methods of its solution

FATEMEH ABDI

2017 Sep

3

Improving Variational Approaches in Image Enhancement and Restoration

SEPIDEH KHORMAEI POUR

2025 Sep

Supervised MSc Theses

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Thesis title

By

Date

1

Offensive language on social media based on machine learning and deep learning

IMAN ABEDINI

2024 Nov

2

Detecting With incorrect labels in data augmentation process on plate recognition camera

SAHAR MANSOURIFAR & MEHDI GHATEE

2024 Feb

3

Predicting Academic Paper Trends using Graph Neural Networks

SEYED POOYAN ALAVI NIAKOO & MEHDI GHATEE

2024 Feb

4

Analysis of Propant Transport in Hydraulic Fracturing Treatment By Finite Volume Method

MOHSEN AMRAEE

2021 Feb

5

orthogonal nonnegative matrix factorization

FATEMEH HOOSHANGI

2020 Oct

6

Euclidean Distance matrices and Euclidean Embedding problem

FAEZEH BAKHSHANDEH

2019 Feb

7

Matrix completion problem and its applications

FAEZE AGHAMOHAMMADI

2018 Oct

8

Eigenvalue-vector problem in tropical algebra and its solution methods

MARYAM SHEIKHI

2018 Feb

9

Refinable functions and their applications

SIMA NARAGHI

2017 Jul

10

Difference potentials method for solving partial differential equations

MAHBUBE TAVAKOLI TAMEH

2017 Feb

11

Eigenpairs and their derivatives of large matrix-valued functions

SALMAN SHEIKHI

2015 Feb

12

Adaptive meshless methods for numerical solutions of partial differential equations

MARZIEH VATANDOOSTKAMALI

2015 Feb

13

inverse eigenvalue problems

MOHAMADKAZEM MAHDAVI

2014 Oct

14

Trace optimization problem and its application in data mining

JAVAD SHARAFI

2014 Oct

15

Multivariate Time Series Forecasting using Graph Structure Learning, Wavelet Decomposition and Semantic Knowledge of Large Language Models

SEYEDEH FATEMEH HOSSEINI SADABADI

2026 Jun

16

Explainability of Machine Learning Models and its application in financial market

MAHDI TEYMORI

2025 Sep

17

Portfolio management in the cryptocurrency market with the help of deep reinforcement learning

SEYYEDALI HASHEMI

2025 Mar

18

Loan default prediction with machine learning models and their interpretability methods

ELNAZ RAMEZANI

2025 Mar

19

Gas classification using different feature extraction methods

MAHDIEH SADAT RAHMATI & MEHDI GHATEE

2025 Feb

20

Domain Adaptation for Few-Shot Learning Using Meta-Learning and Dynamic Memory

MAHMOUD TAHERI-GORJI

2025 Aug

21

Learning Feature Interactions In Deep & Cross Networks For Recommender Systems

HADIS HAGHSHENAS JAZI

2025 Apr

Journal Papers

1

AGHAMOHAMMADI FAEZEH ، SHAKERI FATEMEH, "The Critical Role of Hyperparameter Tuning in Machine Learning: A Focus on the SVD Method for Matrix Completion", International Journal of Computer Applications, 2025 Jul vol. 187, no. 24, pp.-, 2025.

2

KHORMAEI POUR SEPIDEH ، SHAKERI FATEMEH, "Enhancing low-light color image visibility with hybrid contrast and saturation modification using a saturation-aware map", Journal of Visual Communication and Image Representation, 2025 Jan vol. -, no. 107, , 2025.

3

Rahim Alizadeh ، Shahriar Bijani ، SHAKERI FATEMEH, "Distributed consensus-based estimation of the leading eigenvalue of a non-negative irreducible matrix", Parallel Computing, 2024 Oct vol. , no. 122, , 2024.

4

AGHAMOHAMMADI FAEZEH ، SHAKERI FATEMEH, "Self representation based methods for tensor completion problem", Journal of Computational and Applied Mathematics, 2024 Sep vol. , no. 0, , 2024.

5

KHORMAEI POUR SEPIDEH ، SHAKERI FATEMEH, "A modified hue and range preserving color assignment function with a component-wise saturation adjustment for color image enhancement", Signal Processing-Image Communication, 2024 Jul vol. , no. 128, , 2024.

6

TAVAKOLI TAMEH MAHBOUBEH ، SHAKERI FATEMEH, "A Method of Boundary Equations for Nonlinear Poisson-Boltzmann Equation Arising in Biomolecular Systems", Computational Mathematics and Mathematical Physics, 2024 Jun vol. 64, no. 10, pp.2442-2461, 2024.

7

Zahra Gachkooban ، Rahim Alizadeh ، SHAKERI FATEMEH, "Enhancing multidimensional scaling through a distributed algorithm", Journal of Supercomputing, 2024 Jun vol. -, no. 0, , 2024.

8

TAVAKOLI TAMEH MAHBOUBEH ، SHAKERI FATEMEH, "An efficient reformulation of the difference potentials method for interface problems with a jump in the source term", Zeitschrift Fur Angewandte Mathematik Und Physik, 2024 Apr vol. , no. 75, , 2024.

9

TAVAKOLI TAMEH MAHBOUBEH ، SHAKERI FATEMEH, "Difference potentials method for the nonlinear convection-diffusion equation with interfaces", Applied Numerical Mathematics, 2024 Feb vol. , no. 0, , 2024.

10

TAVAKOLI TAMEH MAHBOUBEH ، SHAKERI FATEMEH, "Difference potentials method based on LOD splitting technique for nonlinear convection-diffusion equations with interfaces", Aut Journal of Mathematics and Computing, 2023 Apr vol. 5, no. 1, pp.27-38, 2023.

11

SHAKERI FATEMEH ، Rahim Alizadeh, "A numerical radius inequality for Hilbert-Schmidt operators", Complex Analysis and Operator Theory, 2023 Jan vol. , no. 0, , 2023.

12

TAVAKOLI TAMEH MAHBOUBEH ، SHAKERI FATEMEH, "High-order numerical method for 2D biharmonic interface problem", International Journal For Numerical Methods In Fluids, 2022 May vol. -, no. 0, , 2022.

13

AGHAMOHAMMADI FAEZEH ، SHAKERI FATEMEH, "Improvement of some methods for solving matrix completion problem", Wavelets and Linear Algebra, 2021 May vol. 7, no. 3, pp.19-49, 2021.

14

TAVAKOLIPOUR HANIEH ، SHAKERI FATEMEH, "Asymptotics of the eigenvalues for exponentially parameterized pentadiagonal matrices", Numerical Linear Algebra With Applications, 2020 Aug vol. 27, no. 6, , 2020.

15

ABDI FATEMEH ، SHAKERI FATEMEH, "Power iteration and inverse power iteration for eigenvalue complementarity problem", Numerical Linear Algebra With Applications, 2019 Mar vol. 0, no. 0, , 2019.

16

TAVAKOLIPOUR HANIEH ، SHAKERI FATEMEH, "On the numerical range in tropical algebra", Linear and Multilinear Algebra, 2018 May vol. 0, no. 0, , 2018.

17

TAVAKOLIPOUR HANIEH ، SHAKERI FATEMEH, "On tropical eigenvalues of tridiagonal Toeplitz matrices", Linear Algebra and Its Applications, 2017 Nov vol. , no. 0, , 2017.

18

ABDI FATEMEH ، SHAKERI FATEMEH, "A globally convergent BFGS method for pseudo-monotone variational inequality problems", Optimization Methods and Software, 2017 May vol. 0, no. 0, , 2017.

19

ABDI FATEMEH ، SHAKERI FATEMEH, "A New Descent Method for Symmetric Non-monotone Variational Inequalities with Application to Eigenvalue Complementarity Problems", Journal of Optimization Theory and Applications, 2017 Mar vol. 0, no. 0, , 2017.

20

SHAKERI FATEMEH ، Rahim Alizadeh, "Nonnegative and eventually positive matrices", Linear Algebra and Its Applications, 2017 Jan vol. , no. 519, pp.19-26, 2017.

21

Rahim Alizadeh ، SHAKERI FATEMEH, "Linear maps preserving Pareto eigenvalues", Linear and Multilinear Algebra, 2016 Sep vol. 65, no. 5, pp.1053-1061, 2016.

22

SHAKERI FATEMEH ، DEHGHAN MEHDI, "A high order finite volume element method for solving elliptic partial integro-differential equations", Applied Numerical Mathematics, 2013 Mar vol. 65, no. 65, pp.105-118, 2013.

23

SHAKERI FATEMEH ، DEHGHAN MEHDI, "A finite volume spectral element method for solving magnetohydrodynamic (MHD) equations", Applied Numerical Mathematics, 2012 Jan vol. 61, no. 61, pp.1-23, 2012.

24

SHAKERI FATEMEH ، DEHGHAN MEHDI, "The finite volume spectral element method to solve turing models in the biological pattern formation", Computers and Mathematics With Applications, 2011 Dec vol. 62, no. 62, pp.4322-4336, 2011.

Conference Papers

1

KHORMAEI POUR SEPIDEH ، SHAKERI FATEMEH, "A Saturation Modification Image Enhancement Method for Low Light Color Images,", International Conference on Artificial Intelligence and Smart Vehicle, May 2023.

2

AGHAMOHAMMADI FAEZEH ، SHAKERI FATEMEH, "The fast singular value thresholding algorithm,", 53rd National Mathematical Conference at the University of Science and Technology of Mazandaran, Sep 2022.

3

TAVAKOLI TAMEH MAHBOUBEH ، SHAKERI FATEMEH, "A REDUCED-ORDER DIFFERENCE POTENTIAL ALGORITHM BASED ON POD METHOD FOR PARABOLIC INTERFACE PROBLEM,", The 9th Seminar on Numerical Analysis and its Applications, May 2022.

4

AGHAMOHAMMADI FAEZEH ، SHAKERI FATEMEH, "An accelerated approach for low rank tensor completion,", The 11th Seminar on Linear Algebra and its Applications, Feb 2022.

5

SHAKERI FATEMEH, "Sign patterns of powers of non-negative matrices,", 48th Annual Iranian Mathematics Conference, Aug 2017.

6

ABDI FATEMEH ، SHAKERI FATEMEH, "Globally Convergent BFGS Method Based on the hyperplane projection for Pseudo-Monotone Variational Inequalities,", 10th International Conference of Iranian Operations Research Society, May 2017.

7

ABDI FATEMEH ، SHAKERI FATEMEH, "A Globally Convergent BFGS Gauss-Newton method for Symmetric Non-Monotone Variational Inequalities,", 10th International Conference of Iranian Operations Research Society, May 2017.

Taught Courses

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Course title

Description

Headlines

Date

1

Special Topics (Introduction to Neural Networks and Deep Learning)

4051

2

Data Mining

هدف این درس آموزش مفاهیم و فرایندهای داده کاوی و توانمندسازی دانشجویان در آماده سازی داده، مدل سازی، ارزیابی و تفسیر نتایج به منظور استخر

4042

3

Deep Learning

این درس با هدف آموزش مبانی نظری و مهارت های عملی طراحی، پیاده سازی و ارزیابی شبکه های عصبی و یادگیری عمیق برای حل مسائل واقعی داده محور ارا

4042

4

Machine Learning

4041

5

Special Topics (Introduction to Neural Networks and Deep Learning)

4041

6

Topics in Mathematics & Its Applications

4032

7

Foundation of Numerical Analysis

4032