ZAHED RAHMATI - Amirkabir University of Technology

Educational Records

#

Degree/Major

University

City

Country

Graduation Date

1

Bachelor of science

University of Isfahan

Isfahan

Iran

2007

2

Master of Science

Sharif University of Technology

Tehran

Iran

2010

3

Doctor of Philosophy - PhD

University of Victoria

Victoria, BC

Canada

2014

4

Postdoctoral Researcher

University of Waterloo

Waterloo, ON

Canada

2016

Research Interests

#

Title

Start date

1

Algorithms

2010

2

Computational Geometry

2010

3

Graph Machine Learning

2022

4

Knowledge Graphs

2022

Supervised PhD Theses

#

Thesis title

By

Date

1

Predicting the Activation of Dust Sources based on Geoinformatics Data using Machine Learning

MARYAM SANISALES

2026 Jan

Supervised MSc Theses

#

Thesis title

By

Date

1

Safe ML Applied On Time Series Interpretation Through Statistical Distance

SIAVASH TONY

2024 Nov

2

Surface Mesh Reconstruction of Hippocampus from MR images using Graph Neural Networks

MOHAMMAD HAFEZ JAMSHIDI

2024 Jul

3

A better Approximation For Bounded-angle Spanning tree

SHIMA SHIUEY LANGAROUDI

2024 Feb

4

Review Classification using Graph Neural Networks

ASAL KHOSRAVI

2024 Feb

5

Job Recommender System Using Natural Language Processing Techniques & Collaborative Filtering

SINA ZAMANI & Mohammad Akbari

2024 Feb

6

Reverse Nearest Neighbor Search on Road Networks

MINA OMRANI

2024 Feb

7

Transfer Learning in Automatic Persian Speech Recognition for Voice Assistants

MOHAMMAD TAHMASEBI & Mohammad Akbari

2024 Feb

8

Style and theme-conditioned Persian poetry generation

KOSAR RIVANDI

2023 Oct

9

Drug-Drug Interaction Prediction using Graph Machine learning Learning

DARIUSH KAZEMI

2023 Oct

10

Uniform stability of Adam algorithm and its effect on generalization error of neural networks

MOHAMMAD LASHKARI

2023 Sep

11

Review Classification using Deep Learning

FATEMEH GHOLAMI

2023 Jun

12

Persian Natural Language Inference using deep lerning

ALI NOSRATI NIKOO

2023 Mar

13

Traffic forecasting using deep graph-based methods

SEYED MOHAMMAD MOGHADAS & Amin Gheibi

2023 Jan

14

Large graphs sampling problem via VC-dimension theory

ZAHRA ANVARI

2022 Feb

15

Quality Metrics in Drawing Graphs

MOHAMMAD AKBARIZADEH

2022 Feb

16

Stack-queue layout of planar graphs

SEPEHR MORADI

2020 Oct

17

the edge-length ratio of planar graphs

ZAHRA SABAEI

2020 Sep

18

Drawing graphs with right angle crossings

FATEME ALSADAT EMAMI

2020 Feb

19

Interactive Visualization of Large Graphs

BARDIA HAMEDMOHSENI

2020 Feb

20

Computability on finite state machines

ANOUSH SIAHKAR & Farzad Didehvar

2019 Mar

21

Amobile based decision support system for incident management

AHMAD AZARBONYAD & MEHDI GHATEE

2018 Oct

22

Driving incident managment using IOTdata fusion

SEYED SEPANTA MONTAZERI & MEHDI GHATEE

2018 Oct

23

Clustering of Moving points

MAJID REZAPOUR

2018 Jul

24

Identification of Cross-Species Functional Similarities in Protein-Protein Interaction Networks Using Graph Machine Learning

MAHSIMA MADANIPOUR

2026 May

25

Explaining Deep Models in Healthcare Data

FATEMEH SHIRI

2026 Jul

26

Portfolio Optimization using Graph Machine Learning

MOHAMMAD MAHDI HAJI ABBASI

2025 Sep

27

Anomaly detection in oil wells data based on deep learning models

ALIREZA VAHDANI BOJNORDI & MEHDI GHATEE

2025 Mar

28

Emotional Text-to-Speech for Persian Language

HAMED OTAADI

2025 Feb

29

Creating feature dependent counterfactual explanations

SOOROUSH RIAZI & Mohammad Akbari

2025 Apr

Journal Papers

1

SAFARI MAHDI ، RAHMATI ZAHED ، Abbaszadeh Mostafa ، Shamsi Mostafa, "HBPP: A transformer-inspired architecture for physics-informed learning of parametric PDEs", Neurocomputing, 2026 Jul vol. 0, no. 0, pp.134601-134633, 2026.

2

HAJI ABBASI MOHAMMAD MAHDI ، RAHMATI ZAHED ، Abbaszadeh Mostafa, "Graph centrality and deep learning for enhanced portfolio management", Egyptian Informatics Journal, 2025 Dec vol. 32, no. 100858, pp.1-12, 2025.

3

SANISALES MARYAM ، RAHMATI ZAHED ، Ali Darvishi Boloorani, "Dust emission forecasting using time series spatial data and machine learning algorithms", Aeolian Research, 2025 Nov vol. 74, no. 101011, pp.1-17, 2025.

4

VEFGHI ALI ، RAHMATI ZAHED ، Akbari Mohammad, "Drug-Target Interaction/Affinity Prediction: Deep Learning Models and Advances Review", Computers In Biology and Medicine, 2025 Jul vol. 196, no. , pp.110438-, 2025.

5

KHOSRAVI ASAL ، RAHMATI ZAHED ، VEFGHI ALI, "Relational Graph Convolutional Networks for Sentiment Analysis", Computational Methods For Differential Equations, 2025 May vol. , no. , pp.-, 2025.

6

BAHRAMI MAHIN ، KIANI DARIUSH ، RAHMATI ZAHED, "An Efficient Algorithm to Compute Dot Product Dimension of Some Outerplanar Graphs", International Journal of Foundations of Computer Science, 2024 Sep vol. 1, no. 36, pp.1-16, 2024.

7

GHOLAMI FATEMEH ، RAHMATI ZAHED ، MOFIDI ALIREZA ، Abbaszadeh Mostafa, "On Enhancement of Text Classification and Analysis of Text Emotions Using Graph Machine Learning and Ensemble Learning Methods on Non-English Datasets", Algorithms, 2023 Oct vol. 16, no. 10, pp.470-484, 2023.

8

HAMEDMOHSENI BARDIA ، RAHMATI ZAHED ، Debajyoti Mondal, "Emanation Graph: A Plane Geometric Spanner with Steiner Points", Graphs and Combinatorics, 2023 Mar vol. 39, no. 2, , 2023.

9

MORADI SEPEHR ، RAHMATI ZAHED, "Graph Layout: Converting 1-Stack Layout to 2-Queue Layout", Journal of New Researches In Mathematics, 2022 Oct vol. 8, no. 38, pp.171-186, 2022.

10

RAHMATI ZAHED, "Approximate k-Nearest Neighbor Graph on Moving Points", Transactions On Combinatorics, 2022 Feb vol. 12, no. 1, pp.1-8, 2022.

11

RAHMATI ZAHED ، Mohammad Tanhaei, "Ensuring software maintainability at software architecture level using architectural patterns", .Aut Journal of Mathematics and Computing, 2021 Feb vol. 2, no. 1, pp.81-102, 2021.

12

RAHMATI ZAHED ، FARAHZAD SINA ، Ali Rahmati, "Counting closed billiard paths", .Aut Journal of Mathematics and Computing, 2020 Sep vol. 1, no. 2, pp.171-177, 2020.

13

RAHMATI ZAHED ، EMAMI FATEME ALSADAT, "RAC drawings in subcubic area", Information Processing Letters, 2020 Mar vol. 159, no. 160, pp.105945-105951, 2020.

14

HAMEDMOHSENI BARDIA ، RAHMATI ZAHED ، Debajyoti Mondal, "Simplified Emanation Graphs: A Sparse Plane Spanner with Steiner Points", Lecture Notes In Computer Science, 2020 Jan vol. 12011, no. 1, pp.607-616, 2020.

15

RAHMATI ZAHED ، Mohammad Ali Abam ، Valerie King ، Sue Whitesides, "Kinetic k-Semi-Yao graph and its applications", Computational Geometry-Theory and Applications, 2019 Mar vol. 77, no. 0, pp.10-26, 2019.

16

RAHMATI ZAHED ، Timothy M. Chan, "An improved approximation algorithm for the discrete Frchet distance", Information Processing Letters, 2018 Jun vol. 138, no. 0, pp.72-74, 2018.

17

RAHMATI ZAHED ، Timothy M. Chan, "A Clustering-Based Approach to Kinetic Closest Pair", Algorithmica, 2017 Jun vol. 80, no. 10, pp.2742-2756, 2017.

18

Timothy Chan ، RAHMATI ZAHED, "Approximating the minimum closest pair distance and nearest neighbor distances of linearly moving points", Computational Geometry-Theory and Applications, 2017 Jan vol. 60, no. 1, pp.2-7, 2017.

Conference Papers

1

NAJAFINIA AMINREZA ، RAHMATI ZAHED, "A Spatiotemporal Graph Autoencoder for Early Freeway Traffic Anomaly Detection,", 2025 11th International Conference on Signal Processing and Intelligent Systems (ICSPIS), Dec 2025.

2

IZADIFAR EMAD ، RAHMATI ZAHED ، DAVOODI AMIREHSAN, "EMA-Affinity: A Statistical Approach for Node Affinity Prediction in Dynamic Graphs,", 29th International Computer Conference of Computer Society of Iran, Feb 2025.

3

RIAZI SOOROUSH ، Akbari Mohammad ، RAHMATI ZAHED, "ICSE: Interpretable Counterfactual/SemiFactual Explanations,", The First International Conference on Machine Learning and Knowledge Discovery, Dec 2024.

4

KHOSRAVI ASAL ، RAHMATI ZAHED ، VEFGHI ALI, "Relational Graph Convolutional Networks for Sentiment Analysis,", The First International Conference on Machine Learning and Knowledge Discovery, Dec 2024.

5

MADANIPOUR MAHSIMA ، HAJI ABBASI MOHAMMAD MAHDI ، RAHMATI ZAHED, "Breast Cancer Classification Using Graph Learning Techniques,", 10th International Conference on Signal Processing & Intelligent Systems, Dec 2024.

6

AHMADI JALAL ، RAHMATI ZAHED, "StockDGAT: Dynamic Graph Attention Network for Stock Price Movement Prediction,", 10th International Conference on Signal Processing & Intelligent Systems, Dec 2024.

7

SANISALES MARYAM ، VEFGHI ALI ، RAHMATI ZAHED ، Ali Darvishi Boloorani, "Dust Source Emission Forecasting using GraphSAGE and Delaunay Graph,", 10th International Conference on Signal Processing and Intelligent Systems, Dec 2024.

8

HAJI ABBASI MOHAMMAD MAHDI ، RAHMATI ZAHED ، Abbaszadeh Mostafa, "A Graph-Based Approach for Price Prediction and Portfolio Management,", 10th International Conference on Signal Processing & Intelligent Systems, Dec 2024.

9

BAHRAMI MAHIN ، KIANI DARIUSH ، RAHMATI ZAHED, "An Algorithm for Computing Dot Product Dimension of Connected Graph with Tow Cycles,", Annual Iranian Mathematics Conference, Sep 2022.

10

RAHMATI ZAHED ، FARAHZAD SINA ، NASERI SHERVIN, "Counting Closed Billiard Paths,", 2nd Iranian Conference on Computational Geometry, Feb 2019.

11

KEIKHA VAHIDEH ، لافلر ، Mohades Khorasani Ali ، RAHMATI ZAHED, "Width and bounding box of imprecise points,", 30th Canadian Conference on Computational Geometry, Aug 2018.

12

HAMEDMOHSENI BARDIA ، RAHMATI ZAHED ، Debajyoti Mondal, "Emanation Graph: A New t-Spanne,", 30th Canadian Conference on Computational Geometry, Aug 2018.

Taught Courses

#

Course title

Description

Headlines

Date

1

Design & Analysis of Algorithms

4051

2

Data Structures & Algorithms

4051

3

Computer Geometrical Design

4042

4

Introduction to Computer & Programming

4041

5

Introduction to Computer & Programming

4041

6

Introduction to Computer & Programming

4032

7

Design & Analysis of Algorithms

4032