Computer Science and Engineering

Mr. Faisal Muhammad Shah

Research Interests

• Machine Learning
• Computer Vision
• Deep Learning
• Natural Language Processing

Educational Background

• Master of Science (MSc), (Computer Science and Engineering), United International University
• Bachelor of Science (BSc), (Computer Science and Engineering), Ahsanullah University Of Science and Technology

Honors and Achievements

• Best paper award in Machine Leaning session, 21st International Conference of Computer and Information Technology (ICCIT), Dhaka, Bangladesh, 2018, 2018

Publications

1. Ben-Sarc: A self-annotated corpus for sarcasm detection from Bengali social media comments and its baseline evaluation, Natural Language Processing, 2024, Cambridge University Press. URL
2. Harnessing large language models over transformer models for detecting Bengali depressive social media text: A comprehensive study, Natural Language Processing Journal, 2024, Elsevier. URL
3. Bengali fake reviews: A benchmark dataset and detection system, Neurocomputing, 2024, Elsevier. URL
4. Bornon: Bengali Image Captioning with Transformer-Based Deep Learning Approach, SN Computer Science, 2022, Springer Nature. URL
5. A Comprehensive Survey of COVID-19 Detection Using Medical Images, SN Computer Science, 2021, Springer Nature. URL
6. Automated COVID‑19 Detection from Chest X‑Ray Images: A High‑Resolution Network (HRNet) Approach, Springer Nature Computer Science, 2021, Springer Nature. URL
7. Exploring Video Captioning Techniques: A Comprehensive Survey on Deep Learning Methods, SN Computer Science, 2021, Springer Nature. URL
8. Hybridized Deep Learning Method for Bengali Image Captioning, International Journal of Advanced Computer Science and Applications(IJACSA), 2021, The Science and Information (SAI) Organization Limited. URL
9. A Survey of Methods for Managing the Classification and Solution of Data Imbalance Problem, Journal of Computer Science, 2020. URL
10. Fake Review Detection using Principal Component Analysis and Active Learning, International Journal of Computer Applications, 2019, Foundation of Computer Science (FCS), NY, USA. URL
11. Brain Tumor Segmentation Techniques on Medical Images - A Review, International Journal of Scientific \& Engineering Research, 2019.
12. Bengali Handwritten Alphabet Recognition using Deep Convolutional Neural Network, 2019 International Conference on Computer, Communication, Chemical, Materials and Electronic Engineering (IC4ME2), 2019, IEEE. URL
13. Application of machine learning approaches in intrusion detection system: a survey, IJARAI-International Journal of Advanced Research in Artificial Intelligence, 2015.
14. Artificial neural network based system for intrusion detection using clustering on different feature selection, International Journal of Computer Applications, 2015, Foundation of Computer Science.
15. Application of machine learning approaches in intrusion detection system: a survey, IJARAI-International Journal of Advanced Research in Artificial Intelligence, 2015.
16. Architecture and weight optimization of ann using sensitive analysis and adaptive particle swarm optimization, International Journal of Computer Science and Network Security, 2010.
17. Collaborative lexicon development for Bangla, 2006, BRAC University.
18. An ideal approach towards Integration of Bangla Computing Support in OpenOffice. org using Unicode, 2005, Victoria University.

1. A Study of Contrastive Learning Methods for Bengali Social Analysis, 2024 6th International Conference on Electrical Engineering and Information & Communication Technology (ICEEICT), 2024, IEEE. URL
2. A Deep Learning-Based Bengali Visual Question Answering System Using Contrastive Loss, 2024 6th International Conference on Electrical Engineering and Information & Communication Technology (ICEEICT), 2024, IEEE. URL
3. Bengali Music Genre Classification Using WaveNet, 2023 26th International Conference on Computer and Information Technology (ICCIT), 2023, IEEE. URL
4. Bengali Cyberbullying Text Detection: A Comprehensive Study, 2023 26th International Conference on Computer and Information Technology (ICCIT), 2023, IEEE. URL
5. Explainable Multimodal Sentiment Analysis on Bengali Memes, 2023 26th International Conference on Computer and Information Technology (ICCIT), 2023, IEEE. URL
6. Bengali Image Captioning Using Vision Encoder-Decoder Model, 2023 26th International Conference on Computer and Information Technology (ICCIT), 2023, IEEE. URL
7. Machine Learning Approaches and Analysis for Bangla Music Genre Classification, 2023 5th International Conference on Sustainable Technologies for Industry 5.0 (STI), 2023, IEEE. URL
8. Bengali Fake Review Detection using Semi-supervised Generative Adversarial Networks, 5th International Conference on Natural Language Processing (ICNLP), 2023, IEEE. URL
9. Brain Tumor Segmentation using Enhanced U-Net Model with Empirical Analysis, 25th International Conference on Computer and Information Technology (ICCIT), 2022, IEEE. URL
10. XTest: A Parallel Multilingual Corpus with Test Cases for Code Translation and Its Evaluation, 25th International Conference on Computer and Information Technology (ICCIT), 2022, IEEE. URL
11. Rate Insight: A Comparative Study on Different Machine Learning and Deep Learning Approaches for Product Review Rating Prediction in Bengali Language, 25th International Conference on Computer and Information Technology (ICCIT), 2022, IEEE. URL
12. A Deep Learning-Based Bengali Visual Question Answering System, 25th International Conference on Computer and Information Technology (ICCIT), 2022, IEEE. URL
13. Video Captioning in Bengali With Visual Attention, 25th International Conference on Computer and Information Technology (ICCIT), 2022, IEEE. URL
14. Urgent Text Detection in Bengali Language Based on Boosting Techniques, International Conference on Fourth Industrial Revolution and Beyond 2021, 2022, Springer, Singapore. URL
15. An Automated Approach for the Recognition of Bengali License Plates, 2021 International Conference on Electronics, Communications and Information Technology (ICECIT), 2021, IEEE. URL
16. De Novo Drug Property Prediction using Graph Convolutional Neural Networks, 2021 IEEE 9th Region 10 Humanitarian Technology Conference (R10-HTC), 2021, IEEE. URL
17. Deep Learning Based Video Captioning in Bengali, 26th International Conference on Automation and Computing (ICAC) 2021, 2021, IEEE. URL
18. A New Ensemble Model for Phishing Detection Based on Hybrid Cumulative Feature Selection, 2021 IEEE 11th IEEE Symposium on Computer Applications & Industrial Electronics (ISCAIE), 2021, IEEE. URL
19. A Transformer Based Approach To Detect Suicidal Ideation Using Pre-Trained Language Models, 23rd International Conference of Computer and Information Technology (ICCIT), 2020, IEEE. URL
20. Bengali Image Captioning with Visual Attention, 23rd International Conference of Computer and Information Technology (ICCIT), 2020, IEEE. URL
21. An Attention-based Approach to Detect Emotion from Tweets, 2020 3rd International Conference on Computer and Informatics Engineering (IC2IE)}, 2020, IEEE. URL
22. EsharaGAN: An Approach to Generate Disentangle Representation of Sign Language using InfoGAN, 2020 IEEE Region 10 Symposium (TENSYMP), 2020, IEEE. URL
23. A Hybridized Feature Extraction Approach To Suicidal Ideation Detection From Social Media Post, 2020 IEEE Region 10 Symposium (TENSYMP), 2020, IEEE. URL
24. Early Depression Detection from Social Network Using Deep Learning Techniques, 2020 IEEE Region 10 Symposium (TENSYMP), 2020, IEEE. URL
25. Artificial Prognosis of Cardiac Disease using an NN: A Data-scientific Approach in Outlier Handling, 2019 4th International Conference on Electrical Information and Communication Technology (EICT), 2019, IEEE. URL
26. A Novel Approach to Classify Bangla Sign Digits using Capsule Network, 2019 22nd International Conference on Computer and Information Technology (ICCIT), 2019, IEEE. URL
27. Emotion Detection from Tweets using AIT-2018 Dataset, 2019 5th International Conference on Advances in Electrical Engineering (ICAEE), 2019, IEEE. URL
28. Brain Tumor Detection Using Convolutional Neural Network, 2019 1st International Conference on Advances in Science, Engineering and Robotics Technology (ICASERT), 2019, IEEE. URL
29. Using Boosting Approaches to Detect Spam Reviews, 2019 1st International Conference on Advances in Science, Engineering and Robotics Technology (ICASERT), 2019, IEEE. URL
30. Spam Review Detection Using Deep Learning, 2019 IEEE 10th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON), 2019, IEEE. URL
31. A Hybrid Under-Sampling Method (HUSBoost) to Classify Imbalanced Data, 2018 21st International Conference of Computer and Information Technology (ICCIT), 2018, IEEE. URL
32. Sentiment analysis on large scale Amazon product reviews, International Conference on Innovative Research and Development (ICIRD), 2018, IEEE. URL
33. FP-ANK: An improvised intrusion detection system with hybridization of neural network and K-means clustering over feature selection by PCA, 2015 18th International Conference on Computer and Information Technology (ICCIT), 2015, IEEE. URL
34. An Ensemble Framework of Anomaly Detection Using Hybridized Feature Selection Approach (HFSA), 2015 SAI Intelligent Systems Conference (IntelliSys), 2015, IEEE. URL
35. Solving Short Term Load Forecasting using Neural Network and Particle Swarm Optimization, 3rd International Conference on Data Management, 2010.
36. Explore the Optimality Performances of Particle Swarm Optimization and its Variants, 3rd International Conference on Data Management, 2010.

1. An Efficient Ensemble Method for Cancer Detection, 2019.
2. An ensemble approach to detect review spam using hybrid machine learning technique, 2016 19th International Conference on Computer and Information Technology (ICCIT), 2016, IEEE. URL
3. Review spam detection using active learning, 2016 IEEE 7th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON), 2016, IEEE. URL