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.

書誌詳細
主要な著者:	Bushra, Raisa Hasan, Alam, Md Taukir, Saha, Aniruddho, Fahim, Nazmus Sakib, Binty, Nabila Mourium
その他の著者:	Chakrabarty, Amitabha
フォーマット:	学位論文
言語:	English
出版事項:	Brac University 2023
主題:	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
オンライン･アクセス:	http://hdl.handle.net/10361/21825

類似資料

Diagnosis of cervical cancer using effective hybrid model in Bangladesh
著者:: Saad-Ul-Kabir, Syed, 等
出版事項: (2021)

Stock market prediction using ensemble learning
著者:: Rabbani, Rakin Bin, 等
出版事項: (2021)

Heart disease prediction using techniques of classification in machine learning
著者:: Afrose, Sadia, 等
出版事項: (2021)

Prediction of earthquakes: a step towards predicting the unpredictable
著者:: Chowdhury, Maheen, 等
出版事項: (2023)

Early detection of chronic kidney disease using machine learning
著者:: Abrar, Tahmid, 等
出版事項: (2019)

Prediction of bipolar disorder from mental episodes using machine learning approach
著者:: Tasmeem, Sumaiya, 等
出版事項: (2023)

A machine learning approach to analyze and predict rainfall in different regions of Bangladesh
著者:: Rahee, Arnob, 等
出版事項: (2021)

Rating detection by reviews using ML and NLP towards mobile phone recommendation
著者:: Sarker, Md Wafi, 等
出版事項: (2023)

PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework
著者:: Rahman, Tahsinur, 等
出版事項: (2023)

Prediction on large scale data using extreme gradient boosting
著者:: Sawon, Md.Tariq Hasan, 等
出版事項: (2016)

Intrusion of Malware (DDoS) detection in IoT devices using Machine Learning on Cyberspace
著者:: Al Amin, Istiak, 等
出版事項: (2022)

Data analysis on the Bangladesh share market using Machine-Learning
著者:: Sadman, Syed Hassan, 等
出版事項: (2021)

Predicting the length of stay in a hospital for a particular disease using machine learning algorithms
著者:: Imam, Saif
出版事項: (2021)

Sentimental analysis of food review contents to improve food culture and the quality of virtual content using natural language processing and machine learning
著者:: Sarkar, Ripa, 等
出版事項: (2024)

Best feature selection and data visualization for breast cancer prediction
著者:: Hemel, Tanjim Ahmed, 等
出版事項: (2020)

Detecting online recruitment fraud by using machine learning
著者:: Ghosh, Gitanjali, 等
出版事項: (2021)

A feature selection approach to determine obesity using machine learning method
著者:: Antor, Shahidul Alam, 等
出版事項: (2021)

Performance analysis of machine learning classi ers for detecting PE malware
著者:: Azmee, ABM.Adnan, 等
出版事項: (2020)

Comparative analysis and implementation of credit risk prediction through distinct machine learning models
著者:: Turjo, Aquib Abtahi, 等
出版事項: (2021)

Implementation of machine learning to estimate the air pollutants such as Carbon dioxide, methane, nitrous oxide and total greenhouse gas emissions in Bangladesh
著者:: Biswas, Sunanda, 等
出版事項: (2022)

An approach to detect epileptic seizure using XAI and machine learning
著者:: Bijoy, Emam Hasan, 等
出版事項: (2022)

Performance analysis of machine learning algorithms in resume recommendation systems
著者:: Hasan, Ibteaz, 等
出版事項: (2018)

Analysing Facebook user risk using machine learning algorithm
著者:: Barua, Arnab, 等
出版事項: (2021)

Polycystic ovary syndrome detection using neural network.
著者:: Istiyaq, Tahsin, 等
出版事項: (2024)

SCAMM: detection and prevention of SQL injection attacks using a machine learning approach
著者:: Alam, Auninda, 等
出版事項: (2021)

Flood prediction using ensemble machine learning models
著者:: Rahman, Tanvir
出版事項: (2024)

A thesis on utilizing machine learning models to predict material hardship
著者:: Das, Tirtha
出版事項: (2024)

Machine learning based analysis and prediction of crop yield and prices of Aman, Aus and Boro rice
著者:: Bhattacharjee, Ruposri, 等
出版事項: (2024)

Utilizing machine learning to project the nancial outcomes of reconnecting with potential customers of the same industry
著者:: Hossain, Shoumik, 等
出版事項: (2022)

Malware detection in blockchain using CNN
著者:: Alam, Afreen, 等
出版事項: (2021)

Predicting stock market trend from twitter feed and building a framework for Bangladesh
著者:: Karim, Shabab, 等
出版事項: (2018)

Estimating flood susceptibility of Bangladesh in the future year using machine learning
著者:: Alim, Sakib Bin, 等
出版事項: (2021)

A machine learning approach to predict young voter enthusiasm based on non-political factors
著者:: Rahman, Md. Nowroz Junaed, 等
出版事項: (2021)

ShielDroid: a hybrid ML and DL approach for real-time malware detection system in Android
著者:: Ahmed, Md Faisal, 等
出版事項: (2021)

A machine learning approach to detect depression and anxiety using supervised learning
著者:: Ullas, Md Tahmidur Rahman, 等
出版事項: (2019)

Explainable breast cancer detection from Histopathology images using transfer learning and XAI
著者:: Farabi, Farhan, 等
出版事項: (2023)

Classification and Explanation of Different Internet of Things (IoT) Network Attacks using Machine Learning, Deep Learning and XAI
著者:: Tasnim, Anika, 等
出版事項: (2022)

Prediction and detection in change of cognitive load for VIP’s by a machine learning approach
著者:: Rahman, Fahim, 等
出版事項: (2021)

Emotion detection using EEG signals
著者:: Hossain, Mohammad Adnan
出版事項: (2021)

Building a credit scoring model to assign a reference score based on credit transaction and relevant profile data
著者:: Islam, Saqib Al, 等
出版事項: (2020)