SANAZ SEYEDIN - Amirkabir University of Technology

Educational Records

#

Degree/Major

University

City

Country

Graduation Date

1

B.S

Amirkabir University of Technology (Tehran Polytechnic)

Tehran

Iran

December 2001

2

Post-doctoral fellow

University of Sherbrooke

Sherbrooke, QC

Canada

June 2012

3

Ph.D

Amirkabir University of Technology (Tehran Polytechnic)

Tehran

Iran

October 2010

4

Visiting Research Student

Queen's University

Kingston, ON

Canada

October 2010

5

M.S

Iran University of Science and Technology

Tehran

Iran

September 2005

Supervised MSc Theses

#

Thesis title

By

Date

1

Customers satisfaction analysis from online shopping in social networks using sentiment analysis and text mining

ANAHITA AKBARZADEH

2024 Sep

2

Text sentiment analysis with deep neural networks

POUYA AHADI

2024 May

3

speech emotion recognition using deep neural networks based on reinforcement learning

ALIREZA RAHMATI

2024 Jan

4

Speech Emotion Recognition Using Autoencoder

ZAHRA SHARIFZADEH JAFARI

2024 Jan

5

improving the design and implementation of block ciphers with random key generation algorithms based on biometric methods

MOHAMADREZA ROOZBAHANI

2023 Jul

6

Human action recognition in still images using Deep Networks

SEYED ROHOLLAH HOSSEYNI & HASSAN TAHERI
Other Supervisor:

2023 Mar

7

Smart phone based colorimetric detection of glucose for paper-based microfluidics sensor via machine learning

SOLALEH GHATEII & Amir Jahanshahi
Other Supervisor:

2022 Jul

8

Persian Text Summarization Using Deep Learning

AMIRHOSSEIN BAYAT

2022 Feb

9

Speech emotion recognition with deep learning netwotks

ALIREZA TAHERINAVID

2022 Feb

10

Quality improvement of speech source separation methods by deep learning

FATEMEH NOURIAN FARKOOSH

2021 Oct

11

Open domain question answering system in the Persian language using deep learning

SEYEDEH MELIKA EMAMI

2021 Oct

12

Hand motions recognition from EMG signals recorded by dry and flexible electrodes

MARYAM FAZELI
Other Supervisor: Amir Jahanshahi

2021 Sep

13

Designing an Ensemble Learning Model for Customer Churn

NASTARAN JAVANI & JAMAL SHAHRABI
Other Supervisor:

2021 Sep

14

3D layout recovery from 360 images

ARIAN SABAGHI KHAMENEH & HASSAN TAHERI
Other Supervisor:

2021 Aug

15

Speech Enhancement Based on Deep Learning Methods and the Evaluation of Using Complex Spectrum to Improve the Results

MOHAMMAD SAEID DEYLAMI

2020 Jul

16

Speech Enhancement with deep learning methods using kernel decomposition techniques

MOHAMMAD MAHDI MIRJALILI

2020 Jun

17

speech source separation using deep neural networks

SEYEDMAJID NOORANI

2020 Feb

18

Single-channel Speaker Extraction Based on Deep Learning

HALEH DAMIRCHI
Other Supervisor: S.M. AHADI SARKANI

2020 Feb

19

Robust voice activity detection using Neural Network

IMAN SHAHRIARI
Other Supervisor: S.M. AHADI SARKANI

2020 Feb

20

Speech enhancement using nonnegative matrix factorization

HAMID REZA ASJODI MOGHADDAM

2020 Feb

21

Human Activity Recognition using Fused Wearable Sensors and Social Media Based on Distributed Machine Learning on the Platform of Big Data

ALIREZA KESHAVARZIAN & SAEED SHARIFIAN KHORTOOMI
Other Supervisor:

2019 Feb

22

Speech emotion recognition based on appropriate kernel decomposition

MILAD LASHKARI

2018 Oct

23

Noise reduction of speech signals using deep neural networks

RAZIEH SAFARI & S.M. AHADI SARKANI
Other Supervisor:

2017 Sep

24

Vegetation Identification Using Satellite Imagery and Machine Learning Method

SEYEDMOHAMMADREZA HAGHI

2026 May

25

Changes Detection of land in regional and plant coverage using deep learning

MARZIYEH MOHAMMADMOMEN

2026 Jun

26

EEG-based Detection Of Autism Using Feature Extraction And Deep Learning Algorithms

Ali Jalili & HASSAN TAHERI
Other Supervisor:

2025 Sep

27

Human-music emotional interaction based on text sentiment analysis with deep learning

SEYED ALI SHAHCHERAGH

2025 May

28

Emotional Sentiment Analysis from EEG Signals Using Deep Learning Techniques

MOHAMMAD BARATI DEHAGHI

2025 Mar

Journal Papers

1

A. Amiran, B. Behnam, S. Seyedin, "Machine Learning for Earthquake Emergency Evacuation: Site Selection and Neighborhood Navigation", Ieee Access, 2025 May vol. 13, no. , pp.91595-91610, 2025.

2

A. Amiran, B. Behnam, S. Seyedin, "AI-Based model for site-selecting earthquake emergency shelters", Scientific Reports, 2024 Nov vol. 14, no. 29033, pp.1-20, 2024.

3

M. Pashaian, S. Seyedin, "Speech enhancement based on a joint two-stage CRN+DNN-DEC model and a new constrained phase-sensitive magnitude ratio mask", Ieee Access, 2024 Jul vol. 0, no. 0, pp.1-17, 2024.

4

Z. Sharifzadeh Jafari, S. Seyedin, "A novel multi-task and ensembled optimized parallel convolutional autoencoder and transformer for speech emotion recognition", Aut Journal of Electrical Engineering, 2024 Mar vol. 56, no. 2, pp.213-226, 2024.

5

M. Pashaian, S. Seyedin, "Speech enhancement using Joint DNN-NMF model learned with multi-objective frequency differential spectrum loss function", Iet Signal Processing, 2024 Jan vol. 2024, no. 1, pp.1-10, 2024.

6

R. Safari Dehnavi, S. Seyedin, "NMF-based Improvement of DNN and LSTM Pre-Training for Speech Enhancement", International Journal of Information and Communication Technology(Ijict), 2023 Sep vol. 15, no. 3, pp.53-65, 2023.

7

M. Roozbahani, S. Seyedin, Bahram Rashidi, "A new method to generate a biometric encryption key based on a segmented fingerprint image", , 2023 Jun vol. 10, no. 2, pp.1-18, 2023.

8

M. Pashaian, S. Seyedin, S. Ahadi Sarkani, "A novel jointly-optimized cooperative DAE-DNN approach based on a new multi-target step-wise learning for speech enhancement", Ieee Access, 2023 Mar vol. 0, no. 0, , 2023.

9

A. Shahedi, S. Seyedin, "ChatParse: A New Application for Persian Bourse Chatbot", International Journal of Information and Communication Technology(Ijict), 2023 Mar vol. 15, no. 2, pp.49-58, 2023.

10

H. Damirchi, S. Seyedin, S. Ahadi Sarkani, "Improving the loss function efficiency for speaker extraction using psychoacoustic effects", Applied Acoustics, 2021 Dec vol. 183, no. 1, pp.1-7, 2021.

11

A. Keshavarzian, S. Sharifian Khortoomi, S. Seyedin, "Modified deep residual network architecture deployed on serverless framework of IoT platform based on human activity recognition application", Future Generation Computer Systems-The International Journal of Escience, 2019 Jun vol. 101, no. 0, pp.14-28, 2019.

12

Nastaran Borjian, Ehsanollah Kabir, S. Seyedin, Ellips Masehian, "A query-by-example music retrieval system using feature and decision fusion", Multimedia Tools and Applications, 2018 Mar vol. 77, no. 5, pp.6165-6169, 2018.

13

Mohammadali Azamian, Ehsanollah Kabir, S. Seyedin, Ellips Masehian, "An Adaptive sparse algorithm for synthesizing note specific atoms by spectrum analysis, applied to music signal separation", Advances In Electrical and Computer Engineering, 2017 May vol. 17, no. 2, pp.103-112, 2017.

14

S. Mavaddati, S. Ahadi Sarkani, S. Seyedin, "Speech enhancement using sparse dictionary learning in wavelet packet transform domain", Computer Speech and Language, 2017 Feb vol. 0, no. 0, , 2017.

15

H. Riazati Seresht, S. Ahadi Sarkani, S. Seyedin, "Spectro-temporal Power Spectrum Features for Noise Robust ASR", Circuits Systems and Signal Processing, 2016 Nov vol. 35, no. 0, , 2016.

16

Nastaran Borjian, Ehsanollah Kabir, S. Seyedin, Ellips Masehian, "Query-by-example music retrieval using genre recognition to speed up the performance", Journal of Acoustical Engineering Society of Iran, 2016 Sep vol. 4, no. 1, pp.1-20, 2016.

17

S. Mavaddati, S. Ahadi Sarkani, S. Seyedin, "A Novel speech enhancement method by learnable sparse and low-rank decomposition and domain adaptation", Speech Communication, 2016 Feb vol. 76, no. 1, pp.42-60, 2016.

1

S. Mavaddati, S. M. Ahadi, S. Seyedin, "Modified coherence-based dictionary learning method for speech enhancement", Iet Signal Processing, 2015 vol. 9, no. 7, pp.537-545, 2015.

2

S. Seyedin, S. Gazor, S. M. Ahadi, "On the distribution of Mel-filtered log-spectrum of Speech in additive noise", Speech Communication, 2015 vol. 67, no. , pp.8-25, 2015.

3

S. Seyedin, S. M. Ahadi, S. Gazor, "New features using robust MVDR spectrum of filtered autocorrelation sequence for robust speech recognition", The Scientific World Journal, 2013 vol. 2013, no. , pp.1-11, 2013.

4

S. Seyedin, S. M. Ahadi, "A New subband-weighted MVDR-based front-end for robust speech recognition", Ieice Transactions On Information and Systems, 2010 vol. E93-D, no. 8, pp.2252-2261, 2010.

Conference Papers

1

N. Borjian, E. Kabir, S. Seyedin, E. Masihi, "Music retrieval using Gaussian-Markov classifier", 2014.

2

S Seyedin, R. Pichevar, J. Rouat, "Discriminative sparse-based feature extraction and dictionary learning for sound classification applications", 2012.

3

S. Seyedin, S. M. Ahadi, "Robust MVDR-based feature extraction for speech recognition", 2009.

4

S. Seyedin, S. M. Ahadi, "Feature extraction based on DCT and MVDR spectral estimation for robust speech recognition", 2008.

5

S. Seyedin, S. B. Shokouhi, "A new robust color coding technique for solving the correspondence problem and 3D reconstruction in structured light systems", 2006.

Awards & Honors

#

title

Date

1

First rank PhD Graduate, Electrical Engineering Department, Amirkabir University of Technology

Oct. 2010

2

First rank M.S. Graduate, Electrical Engineering Department,University of Science and Technology

Sep. 2005

3

First rank B.S. Graduate, Electrical Engineering Department, Amirkabir University of Technology

Dec. 2001

Professional Memberships

#

Professional memberships

Explanations

1

IEEE Senior Member

Taught Courses

#

Course title

Description

Headlines

Date

1

Introduction to Machine Learning

4051

2

Digital Signal Processing

4051

3

Logic Circuits

4042

4

Machine Learning

4042

5

Introduction to Machine Learning

4041

6

Digital Signal Processing

4041

7

Machine Learning

4032

8

Logic Circuits

4032