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.

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون:	Bushra, Raisa Hasan, Alam, Md Taukir, Saha, Aniruddho, Fahim, Nazmus Sakib, Binty, Nabila Mourium
مؤلفون آخرون:	Chakrabarty, Amitabha
التنسيق:	أطروحة
اللغة:	English
منشور في:	Brac University 2023
الموضوعات:	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
الوصول للمادة أونلاين:	http://hdl.handle.net/10361/21825

مواد مشابهة

Diagnosis of cervical cancer using effective hybrid model in Bangladesh
بواسطة: Saad-Ul-Kabir, Syed, وآخرون
منشور في: (2021)

Stock market prediction using ensemble learning
بواسطة: Rabbani, Rakin Bin, وآخرون
منشور في: (2021)

Heart disease prediction using techniques of classification in machine learning
بواسطة: Afrose, Sadia, وآخرون
منشور في: (2021)

Prediction of earthquakes: a step towards predicting the unpredictable
بواسطة: Chowdhury, Maheen, وآخرون
منشور في: (2023)

Early detection of chronic kidney disease using machine learning
بواسطة: Abrar, Tahmid, وآخرون
منشور في: (2019)

Prediction of bipolar disorder from mental episodes using machine learning approach
بواسطة: Tasmeem, Sumaiya, وآخرون
منشور في: (2023)

A machine learning approach to analyze and predict rainfall in different regions of Bangladesh
بواسطة: Rahee, Arnob, وآخرون
منشور في: (2021)

Rating detection by reviews using ML and NLP towards mobile phone recommendation
بواسطة: Sarker, Md Wafi, وآخرون
منشور في: (2023)

PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework
بواسطة: Rahman, Tahsinur, وآخرون
منشور في: (2023)

Prediction on large scale data using extreme gradient boosting
بواسطة: Sawon, Md.Tariq Hasan, وآخرون
منشور في: (2016)

Intrusion of Malware (DDoS) detection in IoT devices using Machine Learning on Cyberspace
بواسطة: Al Amin, Istiak, وآخرون
منشور في: (2022)

Data analysis on the Bangladesh share market using Machine-Learning
بواسطة: Sadman, Syed Hassan, وآخرون
منشور في: (2021)

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

Sentimental analysis of food review contents to improve food culture and the quality of virtual content using natural language processing and machine learning
بواسطة: Sarkar, Ripa, وآخرون
منشور في: (2024)

Best feature selection and data visualization for breast cancer prediction
بواسطة: Hemel, Tanjim Ahmed, وآخرون
منشور في: (2020)

Detecting online recruitment fraud by using machine learning
بواسطة: Ghosh, Gitanjali, وآخرون
منشور في: (2021)

A feature selection approach to determine obesity using machine learning method
بواسطة: Antor, Shahidul Alam, وآخرون
منشور في: (2021)

Performance analysis of machine learning classi ers for detecting PE malware
بواسطة: Azmee, ABM.Adnan, وآخرون
منشور في: (2020)

Comparative analysis and implementation of credit risk prediction through distinct machine learning models
بواسطة: Turjo, Aquib Abtahi, وآخرون
منشور في: (2021)

Implementation of machine learning to estimate the air pollutants such as Carbon dioxide, methane, nitrous oxide and total greenhouse gas emissions in Bangladesh
بواسطة: Biswas, Sunanda, وآخرون
منشور في: (2022)

An approach to detect epileptic seizure using XAI and machine learning
بواسطة: Bijoy, Emam Hasan, وآخرون
منشور في: (2022)

Performance analysis of machine learning algorithms in resume recommendation systems
بواسطة: Hasan, Ibteaz, وآخرون
منشور في: (2018)

Analysing Facebook user risk using machine learning algorithm
بواسطة: Barua, Arnab, وآخرون
منشور في: (2021)

Polycystic ovary syndrome detection using neural network.
بواسطة: Istiyaq, Tahsin, وآخرون
منشور في: (2024)

SCAMM: detection and prevention of SQL injection attacks using a machine learning approach
بواسطة: Alam, Auninda, وآخرون
منشور في: (2021)

Flood prediction using ensemble machine learning models
بواسطة: Rahman, Tanvir
منشور في: (2024)

A thesis on utilizing machine learning models to predict material hardship
بواسطة: Das, Tirtha
منشور في: (2024)

Machine learning based analysis and prediction of crop yield and prices of Aman, Aus and Boro rice
بواسطة: Bhattacharjee, Ruposri, وآخرون
منشور في: (2024)

Utilizing machine learning to project the nancial outcomes of reconnecting with potential customers of the same industry
بواسطة: Hossain, Shoumik, وآخرون
منشور في: (2022)

Malware detection in blockchain using CNN
بواسطة: Alam, Afreen, وآخرون
منشور في: (2021)

Predicting stock market trend from twitter feed and building a framework for Bangladesh
بواسطة: Karim, Shabab, وآخرون
منشور في: (2018)

Estimating flood susceptibility of Bangladesh in the future year using machine learning
بواسطة: Alim, Sakib Bin, وآخرون
منشور في: (2021)

A machine learning approach to predict young voter enthusiasm based on non-political factors
بواسطة: Rahman, Md. Nowroz Junaed, وآخرون
منشور في: (2021)

ShielDroid: a hybrid ML and DL approach for real-time malware detection system in Android
بواسطة: Ahmed, Md Faisal, وآخرون
منشور في: (2021)

A machine learning approach to detect depression and anxiety using supervised learning
بواسطة: Ullas, Md Tahmidur Rahman, وآخرون
منشور في: (2019)

Explainable breast cancer detection from Histopathology images using transfer learning and XAI
بواسطة: Farabi, Farhan, وآخرون
منشور في: (2023)

Classification and Explanation of Different Internet of Things (IoT) Network Attacks using Machine Learning, Deep Learning and XAI
بواسطة: Tasnim, Anika, وآخرون
منشور في: (2022)

Prediction and detection in change of cognitive load for VIP’s by a machine learning approach
بواسطة: Rahman, Fahim, وآخرون
منشور في: (2021)

Emotion detection using EEG signals
بواسطة: Hossain, Mohammad Adnan
منشور في: (2021)

Building a credit scoring model to assign a reference score based on credit transaction and relevant profile data
بواسطة: Islam, Saqib Al, وآخرون
منشور في: (2020)