MARYAM AMIR MAZLAGHANI - Amirkabir University of Technology

Research Interests

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Title

Start date

1

Machine Learning

2

Statistical Modeling

3

Image Processing

4

Optimization

Supervised MSc Theses

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Thesis title

By

Date

1

A Defensive Method Against Adversarial Attack to Learning Algorithm In Intrusion Detection Systems

Mahdi Salmanzadeh Najafi & Maryam Amir Mazlaghani

September 2023

2

Detection of brain tumors from MRI images

Fatemehzahra Adib & Maryam Amir Mazlaghani

September 2023

3

An approach for improving the robustness of deep neural network image classifiers against adversarial examples

Soroush Mahdi & Maryam Amir Mazlaghani

September 2023

4

Predicting the direction and closing prices of Bitcoin exchange rate using hybrid techniques

Negin Marivani & Maryam Amir Mazlaghani

July 2023

5

a spatio-temporal method for air pollution forecasting

Mohammadsaeed Nabatisaravani & Maryam Amir Mazlaghani

October 2022

6

Anomaly detection with Generative Adversarial Network

Zahra Dehghanian & Maryam Amir Mazlaghani

September 2022

7

Investigating the factors affecting reuse intention in digital platforms (Case study of online food delivery platforms)

Maryam Mohammadpanah & Maryam Amir Mazlaghani

June 2022

8

Multiview Deep Subspace Clustering based on Graph Learning

Niloofar Mehdizadeh & Maryam Amir Mazlaghani

March 2022

9

image retrieval based on using statistical modeling

Maryam Taheri Golpayegani & Maryam Amir Mazlaghani

October 2021

10

semantic textuae similarity measuring and its sapplication in a question answering system

Mohadese Roghangarha & Maryam Amir Mazlaghani

October 2021

11

feature selection using data graph representation

Amin Rezaee & Maryam Amir Mazlaghani

October 2021

12

Novel method in graph representation learning

Alireza Amouzad & Maryam Amir Mazlaghani

September 2021

13

Deep Learning For Human Activity Recognition Using Mobile and Wearable Sensors

Mohammad Tavakkoli & Maryam Amir Mazlaghani

September 2021

14

Improvement of Embedding Techniques in Steganography Via Adversarial Learning

Nayereh Sadat Kholdi Nasab & Maryam Amir Mazlaghani

April 2021

15

Using voice processing techiques for secure data and voice transmission on cellular networks

Mehrdad Hamzeh & Maryam Amir Mazlaghani

May 2020

16

Probabilistic multi-person localisation and tracking

Fatemeh Nemati & Maryam Amir Mazlaghani

February 2020

17

Predicting Behavior using Functional Magnetic Resonance Imaging (fMRI) Data

Arash Hemmati & Maryam Amir Mazlaghani

July 2019

18

Image Steganography by Minimizing Statistical Detectability

Mohammad Reza Khodabandeloo & Maryam Amir Mazlaghani

July 2019

19

Construction of Gene Regulatory Network Using Multiple Datasets

Mehrzad Saremi & Maryam Amir Mazlaghani

May 2019

20

Disease Diagnosis using Rest-State functional Magnetic Resonance Imaging (fMRI)

Amin Amini & Maryam Amir Mazlaghani

February 2019

21

A pathwork image watermarking method in contourlet domain

Abbas Zolfaghari & Maryam Amir Mazlaghani

July 2018

22

Synthetic Aperture Radar ( SAR) Images Denoising Using the Copula Theory

Alireza Salimi & Maryam Amir Mazlaghani

February 2018

23

High Capacity Image Steganograph Using Contourlet Transform

Farid Saleh & Maryam Amir Mazlaghani

July 2017

24

Improving Stego- Images Quality in Secret Image Sharing With Steganography

Amir Mahmood Ahmadian & Maryam Amir Mazlaghani

February 2017

25

Anomaly Detection In Network Traffic Based on Matrix Factorization

Mohammad Hossein Pourshamsi Bondarabad & Maryam Amir Mazlaghani

February 2017

26

Preventing phishing attacks based on using watermarking

Mahdi Hajiali & Maryam Amir Mazlaghani

September 2016

27

Designing a watermark system for audio signals based on a statistical approach

Samaneh Norouzi Poudeh & Maryam Amir Mazlaghani

February 2016

28

Anomaly Detection in Network Traffic using Statistical Modeling

Sajjad Hosseinzadeh & Maryam Amir Mazlaghani

October 2015

Journal Papers

Portal Records

1

Alireza Amouzad, Zahra Dehghanian, Mohammadsaeed Nabatisaravani, Maryam Amir Mazlaghani, Behnam Roshanfekr, "Graph isomorphism U-Net", EXPERT SYSTEMS WITH APPLICATIONS, February 2024 Vol. 236, Num. 1, Page 1-10, February 2024,

2

Hossein Mohasel Arjomandi, Mohammad Khalooei, Maryam Amir Mazlaghani, "Low-epsilon adversarial attack against a neural network online image stream classifier", APPLIED SOFT COMPUTING, November 2023 Vol. 147, Num. 1, Page 1-13, November 2023,

3

Mohammad Tavakkoli, Ehsan Nazerfard, Maryam Amir Mazlaghani, "Wavelet-domain human activity recognition utilizing convolutional neural networks", JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS, November 2023 Vol. 16, Num. 1, Page 1-14, November 2023,

4

Sadegh Etemad, Maryam Amir Mazlaghani, "SherVine: A graphical dependency modeling for shearlet transform and its application in image quality assessment", EXPERT SYSTEMS WITH APPLICATIONS, September 2023 Vol. 225, Num. 1, Page 1-20, September 2023,

5

Mohammad Khalooei, Mohammad Mehdi Homayounpour, Maryam Amir Mazlaghani, "Layer-wise regularized adversarial training using layers sustainability analysis framework", NEUROCOMPUTING, July 2023 Vol. 540, Num. 1, Page 1-20, July 2023,

6

Nayereh Sadat Kholdi Nasab, Maryam Amir Mazlaghani, "An adversarial learning based image steganography with security improvement against neural network steganalysis", COMPUTERS & ELECTRICAL ENGINEERING, May 2023 Vol. 108, Num. 1, Page 1-10, May 2023,

7

Behnam Roshanfekr, Maryam Amir Mazlaghani, Mohammad Rahmati, "Learning graph from graph signals: An approach based on sensitivity analysis over a deep learning framework", KNOWLEDGE-BASED SYSTEMS, November 2022 Vol. 260, Num. 1, Page 1-15, November 2022,

8

Armaghan Sarvar, Maryam Amir Mazlaghani, "Defense against adversarial examples based on wavelet domain analysis", APPLIED INTELLIGENCE, April 2022 Vol. 1, Num. 1, Page 1-17, April 2022,

9

Arian Morteza, Maryam Amir Mazlaghani, "A Novel Gaussian-Copula modeling for image despeckling in the shearlet domain", SIGNAL PROCESSING, March 2022 Vol. 192, Num. 1, Page 1-20, March 2022,

10

Hamid Reza Hakim Davoodi, Maryam Amir Mazlaghani, Hamidreza Amindavar, "A new multivariate equation-error autoregressive moving average system with conditional heteroscedastic noise: Maximum likelihood identification", DIGITAL SIGNAL PROCESSING, November 2021 Vol. 118, Num. 1, Page 1-20, November 2021,

11

Sadegh Etemad, Maryam Amir Mazlaghani, "Color texture image retrieval based on Copula multivariate modeling in the Shearlet domain", ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, June 2021 Vol. 102, Num. 102, Page 1-17, June 2021,

12

Mehrzad Saremi, Maryam Amir Mazlaghani, "Reconstruction of Gene Regulatory Networks using Multiple Datasets", IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, February 2021 Vol. 0, Num. 0, Page 0-0, February 2021,

13

Maryam Amir Mazlaghani, Alireza Salimi, "A Novel Wavelet Domain Speckle Suppression Method for SAR Images", , January 2021 Vol. 7, Num. 2, Page 93-104, January 2021,

14

Arian Morteza, Maryam Amir Mazlaghani, "A novel statistical approach for multiplicative speckle removal using t-locations scale and non-sub sampled shearlet transform", DIGITAL SIGNAL PROCESSING, December 2020 Vol. 107, Num. 0, Page 1-21, December 2020,

15

Hamid Reza Hakim Davoodi, Maryam Amir Mazlaghani, "Using autoregressive-dynamic conditional correlation model with residual analysis to extract dynamic functional connectivity", JOURNAL OF NEURAL ENGINEERING, June 2020 Vol. 17, Num. 3, Page 1-35, June 2020,

16

Sajjad Hosseinzadeh, Maryam Amir Mazlaghani, Mehdi Shajari, "An aggregated statistical approach for network flood detection using Gamma-Normal mixture modeling", COMPUTER COMMUNICATIONS, January 2020 Vol. 152, Num. 0, Page 137-148, January 2020,

17

Mansoor Rezghi, Maryam Amir Mazlaghani, "Even-order Toeplitz tensor: framework for multidimensional structured linear systems", COMPUTATIONAL & APPLIED MATHEMATICS, September 2019 Vol. 38, Num. 3, Page 1-24, September 2019,

18

Amir Mahmood Ahmadian, Maryam Amir Mazlaghani, "A novel secret image sharing with steganography scheme utilizing Optimal Asymmetric Encryption Padding and Information Dispersal Algorithms", SIGNAL PROCESSING-IMAGE COMMUNICATION, May 2019 Vol. 74, Num. 0, Page 78-88, May 2019,

19

Maryam Amir Mazlaghani, "Heteroscedastic watermark detector in the contourlet domain", IET COMPUTER VISION, April 2019 Vol. 13, Num. 3, Page 249-260, April 2019,

20

Mahdi Hajiali, Maryam Amir Mazlaghani, Hossain Kordestani, "Preventing phishing attacks using text and image watermarking", CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, November 2018 Vol. 32, Num. 1, Page 1-11, November 2018,

21

Sadegh Etemad, Maryam Amir Mazlaghani, "A new multiplicative watermark detector in the contourlet domain using t Location-Scale distribution", PATTERN RECOGNITION, May 2018 Vol. 77, Num. 0, Page 99-112, May 2018,

22

Mohammadreza Hassannezhad Bibalan, Hamidreza Amindavar, Maryam Amir Mazlaghani, "Characteristic function based parameter estimation of skewed alpha-stable distribution: An analytical approach", SIGNAL PROCESSING, January 2017 Vol. 130, Num. 0, Page 323-336, January 2017,

23

Maryam Amir Mazlaghani, "Additive watermark detection in the wavelet domain using 2D-GARCH model", INFORMATION SCIENCES, November 2016 Vol. 370, Num. 0, Page 1-17, November 2016,

24

Mehdi Rabizadeh, Maryam Amir Mazlaghani, Mahmoud Ahmadian-Attari, "A new detector for contourlet domain multiplicative image watermarking using Bessel K form distribution", JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, October 2016 Vol. 40, Num. 0, Page 324-334, October 2016,

25

Seyed Mohammad Ali Tayaranian Hosseini, Hamidreza Amindavar, Maryam Amir Mazlaghani, "A New Robust Vital Sign Detection in Complex Environments Using Ultrawideband Radar", IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, August 2016 Vol. 54, Num. 11, Page 6771-6782, August 2016,

26

Seyed Mohammad Ali Tayaranian Hosseini, Hamidreza Amindavar, Maryam Amir Mazlaghani, "A new robust vital sign detection in complex environments using ultrawideband radar", IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, July 2016 Vol. 54, Num. 11, Page 6771-6782, July 2016,

27

Maryam Amir Mazlaghani, Mansoor Rezghi, Hamidreza Amindavar, "A novel robust scaling image watermarking scheme based on Gaussian Mixture Model", EXPERT SYSTEMS WITH APPLICATIONS, March 2015 Vol. 42, Num. 4, Page 1960-1971, March 2015,

28

Maryam Amir Mazlaghani, Hamidreza Amindavar, "Statistical modeling and denoising Wigner–Ville distribution", DIGITAL SIGNAL PROCESSING, February 2013 Vol. 23, Num. 2, Page 506-513, February 2013,

29

Maryam Amir Mazlaghani, Hamidreza Amindavar, "A Novel Sparse Method for Despeckling SAR Images", IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, December 2012 Vol. 50, Num. 12, Page 5024-5032, December 2012,

30

Sara Mihandoost, Mehdi Amirani, Maryam Amir Mazlaghani, Mihandoost, "Automatic feature extraction using generalised autoregressive conditional heteroscedasticity model:an application to electroencephalogram classification", IET SIGNAL PROCESSING, September 2012 Vol. 6, Num. 9, Page 829-838, September 2012,

31

Maryam Amir Mazlaghani, Hamidreza Amindavar, "Wavelet Domain Bayesian Processor for Speckle Removal in Medical Ultrasound Images", IET IMAGE PROCESSING, July 2012 Vol. 6, Num. 5, Page 580-588, July 2012,

32

Maryam Amir Mazlaghani, Hamidreza Amindavar, "Two Novel Bayesian Multiscale Approaches for Speckle Suppression in SAR Images", IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, July 2010 Vol. 48, Num. 7, Page 2980-2993, July 2010,

Conference Papers

Portal Records

1

Ali Arjomandbigdeli, Maryam Amir Mazlaghani, Mohammad Khalooei, "Defense against adversarial attacks using DRAGAN ", 6th Iranian Conference on Signal Processing and Intelligent Systems, December 2020

2

Sadegh Etemad, Maryam Amir Mazlaghani, "A new statistical detector for CT-based multiplicative image watermarking using the t location-scale distribution ", 9th International Conference on Information and Knowledge Technology, October 2017

3

Farid Saleh, Maryam Amir Mazlaghani, "A Novel Multiplicative Steganography Technique in Contourlet Domain ", 14th International ISC conference on information security & cryptology, September 2017

4

Maryam Amir Mazlaghani, "A Novel Statistical Detector for Contourlet Domain Image Watermarking Using 2D-GARCH Model ", 19th International conference on Image Analysis and Processing – ICIAP 2017, September 2017

5

Amir Mahmood Ahmadian, Maryam Amir Mazlaghani, "Computationally Secure Secret Image Sharing ", 25th Iranian Conference on Electrical Engineering, May 2017

6

Milad Barazandeh, Maryam Amir Mazlaghani, "A new statistical detector for additive image watermarking based on dual-tree complex wavelet transform ", 2nd International Conference on Signal Processing And Intelligence System, December 2016

7

Hamid Reza Hakim Davoodi, Maryam Amir Mazlaghani, "Maximum likelihood estimation of generalized linear models with generalized Gaussian residuals ", 2016 2nd International Conference of Signal Processing and Intelligent Systems (ICSPIS), December 2016

8

Sadegh Etemad, Maryam Amir Mazlaghani, "Additive Watermark Detector in Contourlet Domain Using the t Location-Scale Distribution ", 2nd International Conference on Signal Processing And Intelligence System, December 2016

9

Sajjad Hosseinzadeh, Maryam Amir Mazlaghani, "Anomaly detection in network traffic using wavelet transform and generalized likelihood ratio test ", Computer Society of Iran Computer Conference (CSICC 2016), March 2016

10

Samaneh Norouzi Poudeh, Maryam Amir Mazlaghani, "Robust audio watermarking in wavelet domain based on generalized Gaussian Distribution ", Computer Society of Iran Computer Conference (CSICC 2016), March 2016

11

Habib Yajam, Azadeh Sadat Mousavi, Maryam Amir Mazlaghani, "A new linguistic steganography scheme based on lexical substitution ", 11th International ISC Conference on Information Security and Cryptology (ISCISC), 2014, September 2014

12

Maryam Amir Mazlaghani, Hamidreza Amindavar, "A Novel Curvelet Domain Speckle Suppression Method for SAR Images ", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2012) c, March 2012

Taught Courses

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Course title

Description

Headlines

Date

1

(Foundations of Statistical Learning)

to make the students fundamentally acquainted with probability, statistics and stochastic processes and their applications in Computer Engineering.

Spring 2024

2

Applied Linear Algebra

The course consists of the topics of linear algebra and its applications and optimization that are extensively used in different fields of computer engineering. The course contains topics of linear equations, matrices, eigenvalues and eigenvectors, v

Spring 2024

3

(Convex Optimization)

studying optimization algorithms and their conditions- studying optimization applications

Fall 2023

4

Data Mining

making students familiar with data mining concepts includes: data preprocessing, regression, classification and clustering

Fall 2023

5

(Foundations of Statistical Learning)

to make the students fundamentally acquainted with probability, statistics and stochastic processes and their applications in Computer Engineering.

Spring 2023

6

Applied Linear Algebra

The course consists of the topics of linear algebra and its applications and optimization that are extensively used in different fields of computer engineering. The course contains topics of linear equations, matrices, eigenvalues and eigenvectors, v

Spring 2023

7

Data Mining

making students familiar with data mining concepts includes: data preprocessing, regression, classification and clustering

Fall 2022

8

(Convex Optimization)

studying optimization algorithms and their conditions- studying optimization applications

Fall 2022

Inventions/Patents

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Invention title

Reg. number

Country

contributers

Reg. date

Exp. date

1

GENERALIZED LIKELIHOOD RATIO TEST (GLRT) BASED NETWORK INTRUSION DETECTION SYSTEM IN WAVELET DOMAIN

US11128648B2

2021/09/1

-