Publications | Medical Innovation Research in AI Lab

2024

Extracting Gait and Balance Pattern Features from Skeleton Data to Diagnose Attention Deficit/Hyperactivity Disorder in Children

Faezeh Rohani

The Journal of Supercomputing · Springer Nature · Published 2024

Topic: ADHD Diagnosis, Gait Analysis, Balance Assessment, Skeleton Data, Motor Behavior, Pediatric Mental Health.

This paper presents a method for extracting gait and balance pattern features from skeleton data to support the diagnosis of Attention Deficit/Hyperactivity Disorder (ADHD) in children, contributing to AI-driven diagnostic tools for pediatric mental health.

DOI: https://doi.org/10.1007/s11227-023-05731-0

2022

ADHD EEG/Evoked Potentials paper preview

Exploring Effective Features in ADHD Diagnosis among Children through EEG/Evoked Potentials using Machine Learning Techniques

Faezeh Rohani, Kamrad Khoshhal Roudposhti, Hamidreza Taheri, Ali Mashhadi, Andreas Mueller

Journal of Computer and Knowledge Engineering · Published 2022
Vol. 5, No. 2, pp. 1–10

Topic: ADHD Diagnosis, EEG, Event-Related Potentials (ERP), Feature Selection, Support Vector Machine, Pediatric Mental Health.

This study aimed at extracting and investigating effective features for detecting Attention-Deficit/Hyperactivity Disorder (ADHD) in children using EEG and Event-Related Potential (ERP) signals. Recordings were collected from 103 children (49 ADHD, 54 control) aged 6–10 during eyes-open, eyes-closed, and GO/NOGO tasks. From roughly 826 candidate features across 19 channels, a refined feature subset selected with machine learning techniques and validated by neuroscientists achieved 75.8% accuracy with a Support Vector Machine classifier, supporting the use of combinatorial biomarkers for robust ADHD detection.

DOI: https://doi.org/10.22067/cke.2022.70922.1014

2015

From Business Process Management to Flexibility

Faezeh Rohani

Computational Biology and Bioinformatics · Published 2015
Volume 3, Issue 3, Article 1

Topic: Business Process Management, Workflow Flexibility, Adaptive Process Modeling.

This paper explores the evolution from traditional Business Process Management (BPM) toward flexible, adaptive process management approaches that can respond to changing organizational needs and dynamic environments.

DOI: https://doi.org/10.11648/j.cbb.20150303.11

An Active Algorithm to Gray-scale Digital Image

Faezeh Rohani

Journal of Computer Science and Software Development · Published 2015
Volume 1, Issue 1, Article 1

Topic: Image Processing, Gray-scale Conversion, Digital Image Algorithms.

This paper presents an active algorithm for converting digital images to gray-scale, with applications in computer vision and image preprocessing.

Reference: JCSSD-1-001

2014

Human cell detection in microscopic image paper preview

Human Cell Detection in Microscopic Images

Faezeh Rohani

Computational Biology and Bioinformatics · Published 2014
Volume 2, Issue 4, Article 1

Topic: Biomedical Image Processing, Cell Detection, Microscopic Image Analysis.

This paper presents methods for detecting human cells in microscopic images, supporting biomedical research workflows in cellular analysis and pathology.

DOI: https://doi.org/10.11648/j.cbb.20140204.11