Performance analysis of machine learning algorithms for Malware classification

Performance analysis of machine learning algorithms for Malware classification

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2022.

Manylion Llyfryddiaeth
Prif Awduron:	Bushra, Raisa Hasan, Alam, Md Taukir, Saha, Aniruddho, Fahim, Nazmus Sakib, Binty, Nabila Mourium
Awduron Eraill:	Chakrabarty, Amitabha
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2023
Pynciau:	Machine learning Trojan Adware Ransomware Classification Malware Zero-day Naïve Bayes Stochastic gradient descent Random forest Decision tree AdaBoost XGBoost Logistic regression Multi-layer perceptron K- nearest neighbour Support vector machine Regression analysis Computer algorithms
Mynediad Ar-lein:	http://hdl.handle.net/10361/21825

Eitemau Tebyg

Diagnosis of cervical cancer using effective hybrid model in Bangladesh
gan: Saad-Ul-Kabir, Syed, et al.
Cyhoeddwyd: (2021)

Stock market prediction using ensemble learning
gan: Rabbani, Rakin Bin, et al.
Cyhoeddwyd: (2021)

Heart disease prediction using techniques of classification in machine learning
gan: Afrose, Sadia, et al.
Cyhoeddwyd: (2021)

Prediction of earthquakes: a step towards predicting the unpredictable
gan: Chowdhury, Maheen, et al.
Cyhoeddwyd: (2023)

Early detection of chronic kidney disease using machine learning
gan: Abrar, Tahmid, et al.
Cyhoeddwyd: (2019)

Prediction of bipolar disorder from mental episodes using machine learning approach
gan: Tasmeem, Sumaiya, et al.
Cyhoeddwyd: (2023)

A machine learning approach to analyze and predict rainfall in different regions of Bangladesh
gan: Rahee, Arnob, et al.
Cyhoeddwyd: (2021)

Rating detection by reviews using ML and NLP towards mobile phone recommendation
gan: Sarker, Md Wafi, et al.
Cyhoeddwyd: (2023)

PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework
gan: Rahman, Tahsinur, et al.
Cyhoeddwyd: (2023)

Prediction on large scale data using extreme gradient boosting
gan: Sawon, Md.Tariq Hasan, et al.
Cyhoeddwyd: (2016)

Intrusion of Malware (DDoS) detection in IoT devices using Machine Learning on Cyberspace
gan: Al Amin, Istiak, et al.
Cyhoeddwyd: (2022)

Data analysis on the Bangladesh share market using Machine-Learning
gan: Sadman, Syed Hassan, et al.
Cyhoeddwyd: (2021)

Predicting the length of stay in a hospital for a particular disease using machine learning algorithms
gan: Imam, Saif
Cyhoeddwyd: (2021)

Sentimental analysis of food review contents to improve food culture and the quality of virtual content using natural language processing and machine learning
gan: Sarkar, Ripa, et al.
Cyhoeddwyd: (2024)

Best feature selection and data visualization for breast cancer prediction
gan: Hemel, Tanjim Ahmed, et al.
Cyhoeddwyd: (2020)

Detecting online recruitment fraud by using machine learning
gan: Ghosh, Gitanjali, et al.
Cyhoeddwyd: (2021)

A feature selection approach to determine obesity using machine learning method
gan: Antor, Shahidul Alam, et al.
Cyhoeddwyd: (2021)

Performance analysis of machine learning classi ers for detecting PE malware
gan: Azmee, ABM.Adnan, et al.
Cyhoeddwyd: (2020)

Comparative analysis and implementation of credit risk prediction through distinct machine learning models
gan: Turjo, Aquib Abtahi, et al.
Cyhoeddwyd: (2021)

Implementation of machine learning to estimate the air pollutants such as Carbon dioxide, methane, nitrous oxide and total greenhouse gas emissions in Bangladesh
gan: Biswas, Sunanda, et al.
Cyhoeddwyd: (2022)

An approach to detect epileptic seizure using XAI and machine learning
gan: Bijoy, Emam Hasan, et al.
Cyhoeddwyd: (2022)

Performance analysis of machine learning algorithms in resume recommendation systems
gan: Hasan, Ibteaz, et al.
Cyhoeddwyd: (2018)

Analysing Facebook user risk using machine learning algorithm
gan: Barua, Arnab, et al.
Cyhoeddwyd: (2021)

Polycystic ovary syndrome detection using neural network.
gan: Istiyaq, Tahsin, et al.
Cyhoeddwyd: (2024)

SCAMM: detection and prevention of SQL injection attacks using a machine learning approach
gan: Alam, Auninda, et al.
Cyhoeddwyd: (2021)

Flood prediction using ensemble machine learning models
gan: Rahman, Tanvir
Cyhoeddwyd: (2024)

A thesis on utilizing machine learning models to predict material hardship
gan: Das, Tirtha
Cyhoeddwyd: (2024)

Machine learning based analysis and prediction of crop yield and prices of Aman, Aus and Boro rice
gan: Bhattacharjee, Ruposri, et al.
Cyhoeddwyd: (2024)

Utilizing machine learning to project the nancial outcomes of reconnecting with potential customers of the same industry
gan: Hossain, Shoumik, et al.
Cyhoeddwyd: (2022)

Malware detection in blockchain using CNN
gan: Alam, Afreen, et al.
Cyhoeddwyd: (2021)

Predicting stock market trend from twitter feed and building a framework for Bangladesh
gan: Karim, Shabab, et al.
Cyhoeddwyd: (2018)

Estimating flood susceptibility of Bangladesh in the future year using machine learning
gan: Alim, Sakib Bin, et al.
Cyhoeddwyd: (2021)

A machine learning approach to predict young voter enthusiasm based on non-political factors
gan: Rahman, Md. Nowroz Junaed, et al.
Cyhoeddwyd: (2021)

ShielDroid: a hybrid ML and DL approach for real-time malware detection system in Android
gan: Ahmed, Md Faisal, et al.
Cyhoeddwyd: (2021)

A machine learning approach to detect depression and anxiety using supervised learning
gan: Ullas, Md Tahmidur Rahman, et al.
Cyhoeddwyd: (2019)

Explainable breast cancer detection from Histopathology images using transfer learning and XAI
gan: Farabi, Farhan, et al.
Cyhoeddwyd: (2023)

Classification and Explanation of Different Internet of Things (IoT) Network Attacks using Machine Learning, Deep Learning and XAI
gan: Tasnim, Anika, et al.
Cyhoeddwyd: (2022)

Prediction and detection in change of cognitive load for VIP’s by a machine learning approach
gan: Rahman, Fahim, et al.
Cyhoeddwyd: (2021)

Emotion detection using EEG signals
gan: Hossain, Mohammad Adnan
Cyhoeddwyd: (2021)

Building a credit scoring model to assign a reference score based on credit transaction and relevant profile data
gan: Islam, Saqib Al, et al.
Cyhoeddwyd: (2020)