Hassan Saadatmand

Welcome to my website! I am a researcher with extensive expertise in MATLAB and Python, specializing in artificial intelligence (AI).

About Me

I hold a B.Sc. in Robotic Engineering (2014) and an M.Sc. in Control Engineering from Ferdowsi University of Mashhad, Iran (2017). My interest in computer science began during a collaborative project on computer vision in my final year of my master’s. Since then, my passion for artificial intelligence has only grown, leading me to gain extensive experience in deep learning, machine learning, multi-objective optimization, and their applications in control and robotics. More details can be found in my CV.

Research and Expertise

Evolutionary Computation and Multi-Objective Optimization
        Advanced techniques in evolutionary algorithms and optimization methods for solving complex multi-objective problems.

Deep Learning and Machine Learning
       Developing and implementing state-of-the-art models and algorithms for various applications in deep learning and machine learning.

Feature Selection for High-dimensional and Imbalanced Data
    Strategies and methodologies to handle feature selection challenges in datasets with high dimensionality and imbalance.

Time Series Analysis and Signal Processing
    Specializing in the analysis and processing of time series data, with a focus on medical signals for diagnosis, forecasting, and monitoring.

Image Analysis using Deep Learning
    Expertise in image classification, object detection, and semantic segmentation using deep learning techniques.

Control and Robotics
     Designing and applying advanced control algorithms in robotic systems for improved automation and precision.

Community Detection in Social Networks
     Investigating and implementing methods for identifying and analyzing communities within social networks.

MATLAB and Python Proficiency

I began learning MATLAB in my final undergraduate year, and I am now a proficient user with considerable experience across my research domains. Alongside research, I am an experienced MATLAB instructor, having developed over 200 Persian-language courses on AI, signal processing, and optimization. Also, I am a teacher in Faradars Institute which is the largest online education platform in Persian-language countries.

In recent years, I’ve also expanded my programming toolkit to include Python, earning a certification from Harvard University in 2024.

Publications

I have published several papers in peer-reviewed international journals, primarily in evolutionary feature selection, multi-objective optimization, machine learning, and deep learning. You can explore my research on Google Scholar.

[1] H. Saadatmand and M.-R Akbarzadeh-T (2024), “Many-Objective Jaccard-based Evolutionary Feature Selection for High-Dimensional Imbalanced Data Classification,” IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 40, (ISI-Q1-Impact factor: 20.8 – DOI – PDF).

[2] H. Saadatmand and M.-R Akbarzadeh-T (2024), “Multiobjective Evolutionary Sequential Channel/ Feature Selection for EEG Motor Imagery Analysis,” in IEEE Journal of Biomedical and Health Informatics (JBHI), (ISI-Q1-Impact factor: 6.7 – DOI – PD F).

[3] H. Eskandari, H. Saadatmand, M. Ramzan, M. Mousapour (2024), “Innovative framework for accurate and transparent forecasting of energy consumption: A fusion of feature selection and interpretable machine learning,” Applied Energy, vol. 366, (ISI-Q1-Impact factor: 10.1 – DOI – PDF).

[4] Q. Qiao, H. Eskandari, H. Saadatmand, M. Ali Sahraei (2024), “An interpretable multi-stage forecasting framework for energy consumption and CO2 emissions for the transportation sector,” Energy, vol. 286, (ISI-Q1-Impact factor: 9.0 – DOI– PDF).

[5] H. Saadatmand and M.-R. Akbarzadeh-T (2023), “Set-based integer-coded fuzzy granular evolutionary algorithms for high-dimensional feature selection,” Applied Soft Computing, vol. 142, (ISI-Q1-Impact factor: 7.2 – DOI – PDF).

[6] R. Yaghobzadeh, S. R. Kamel, M. Asgari, H. Saadatmand (2020), “A binary grasshopper optimization algorithm for feature selection,” Int. J. Eng. Res. Technol., vol. 9, DOI.

Contact

I would be happy to connect! You can reach me at:
h.saadatmand@mail.um.ac.ir, h.saadatmand@matlablearning.com