PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework

PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2023.

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Rahman, Tahsinur, Ahmed, Nusaiba, Monjur, Shama, Haque, Fasbeer Mohammad, Kabir, Naweed
Rannpháirtithe:	Hossain, Dr. Muhammad Iqbal
Formáid:	Tráchtas
Teanga:	English
Foilsithe / Cruthaithe:	Brac University 2023
Ábhair:	Malware PDF PDF-analysis Cybersecurity SGD Machine-learning Detection Deep learning Artificial neural network Algorithm Single layer perceptron Extreme gradient boosting Explainable artificial intelligence Shapley additive explanations ANN SHAP XAI XGBoost Classifiers Artificial intelligence. Computer security.
Rochtain ar líne:	http://hdl.handle.net/10361/19354

Míreanna comhchosúla

Heart attack prediction using machine learning and XAI
de réir: Ahsan, Mumtahina
Foilsithe / Cruthaithe: (2023)

Machine learning approach for improving decision support in ICU
de réir: Siddiquee, Mohib Billah, et al.
Foilsithe / Cruthaithe: (2019)

Multimodal human detection in disaster situations using deep learning & artificial intelligence
de réir: Rafat, Md. Tasbi, et al.
Foilsithe / Cruthaithe: (2023)

Making AI intelligible :
de réir: Cappelen, Herman

Artificial Intelligence : a new synthesis /
de réir: Nilsson, Nils J., 1933-
Foilsithe / Cruthaithe: (1998)

Artificial intelligence /
de réir: Rich, Elaine
Foilsithe / Cruthaithe: (1991)

Artificial intelligence : a modern approach /
de réir: Russell, Stuart J. (Stuart Jonathan)
Foilsithe / Cruthaithe: (2003)

Introduction to artificial intelligence /
de réir: Charniak, Eugene
Foilsithe / Cruthaithe: (1985)

Principles of artificial intelligence /
de réir: Nilsson, Nils J., 1933-
Foilsithe / Cruthaithe: (1980)

Artificial intelligence /
de réir: Winston, Patrick Henry
Foilsithe / Cruthaithe: (1992)

Artificial intelligence at MIT : expanding frontiers /
Foilsithe / Cruthaithe: (1990)

Introduction to artificial intelligence /
de réir: Jackson, Philip C., 1949-
Foilsithe / Cruthaithe: (1985)

Bank loan prediction using machine learning
de réir: Mahottam, Parthosarothi, et al.
Foilsithe / Cruthaithe: (2023)

Implementation of diffusion model in realistic face generation
de réir: Rahman, Abidur, et al.
Foilsithe / Cruthaithe: (2024)

XOPSIS: an explainable AI method based on the order of preference by similarity to ideal solution
de réir: Rahman, Anika
Foilsithe / Cruthaithe: (2024)

Implementing A.I based solutions to understand & predict consumer sentiment
de réir: Bin Ahmed, Omar
Foilsithe / Cruthaithe: (2023)

Alumni opportunities using machine learning
de réir: Siaum, Arshif Sharlimin, et al.
Foilsithe / Cruthaithe: (2019)

NLP-based AI robot for intelligent interaction
de réir: Dastagir, Golam, et al.
Foilsithe / Cruthaithe: (2024)

Exploring the intersection of machine learning and explainable artificial intelligence: An analysis and validation of ML models through XAI for intrusion detection
de réir: Rahman, Masroor, et al.
Foilsithe / Cruthaithe: (2023)

Introduction to AI robotics /
de réir: Murphy, Robin, 1957-
Foilsithe / Cruthaithe: (2000)

Intelligent systems and robotics /
Foilsithe / Cruthaithe: (2000)

Artificial intelligence : a modern approach /
de réir: Russell, Stuart J. (Stuart Jonathan)
Foilsithe / Cruthaithe: (2016)

Real time performance analysis on DDoS attack detection using machine learning
de réir: Suvra, Debashis Kar, et al.
Foilsithe / Cruthaithe: (2021)

Bengali hand sign language recognition using convolutional neural networks
de réir: Rumi, Roisul Islam, et al.
Foilsithe / Cruthaithe: (2019)

A review on the role of artificial intelligence in healthcare transformation
de réir: Brishti, Iffat Ara
Foilsithe / Cruthaithe: (2024)

Artificial intelligence in HR Management
de réir: Lamia, Ridwana Islam
Foilsithe / Cruthaithe: (2023)

MalFam: a comprehensive study on malware families with state-of-the-art CNN architectures with classifications and XAI
de réir: Haque, Abid Hossain, et al.
Foilsithe / Cruthaithe: (2024)

Start up business solution using machine learning
de réir: Sohan, Saad Ahmed, et al.
Foilsithe / Cruthaithe: (2018)

Transformer vs. RASA model: A thorough attempt to develop conversational Artificial Intelligence to provide automated services to university disciples
de réir: Zahir, Shafkat, et al.
Foilsithe / Cruthaithe: (2023)

Predicting climate induced floods using machine learning
de réir: Saleh, Chowdhury Nafis, et al.
Foilsithe / Cruthaithe: (2022)

Application of machine learning in credit risk assessment: a prelude to smart banking
de réir: Dhruba, Mir Ishrak Maheer, et al.
Foilsithe / Cruthaithe: (2019)

The impact of artificial intelligence on the financial sector
de réir: Siddiqui, Ria
Foilsithe / Cruthaithe: (2024)

A deep learning approach for prediction of ADHD using brain structure
de réir: Siam, Shafin Ahad, et al.
Foilsithe / Cruthaithe: (2024)

Personalization in federated recommendation system using SVD++ with explainability
de réir: Patwary, Kabbya Kantam, et al.
Foilsithe / Cruthaithe: (2022)

Exploring Alzheimer's disease prediction with XAI in various neural network models
de réir: Rahman, Quazi Ashikur, et al.
Foilsithe / Cruthaithe: (2022)

Advanced artificial intelligence self balanced robot for home security
de réir: Shourove, MD. Niaz Sharif, et al.
Foilsithe / Cruthaithe: (2018)

Advanced electronic security and safety system using artificial intelligence
de réir: Jalal, S. M. Shuharto, et al.
Foilsithe / Cruthaithe: (2017)

Architecture in the age of artificial intelligence : an introduction for architects /
de réir: Leach, Neil
Foilsithe / Cruthaithe: (2021)

The role of Artificial Intelligence (AI) in the detection and diagnosis of chronic diseases – a review
de réir: Zaman, Mumtahina
Foilsithe / Cruthaithe: (2022)

Detection and classification of Mango Leaf diseases utilizing convolutional neural network models
de réir: Ferdous, Md.Rubaiat, et al.
Foilsithe / Cruthaithe: (2024)