Zohaib Mushtaq

Spectral images based environmental sound classification using CNN with meaningful data augmentation

Zohaib Mushtaq, Shun‐Feng Su, Quoc‐Viet Tran · Applied Acoustics · 2020 · 170 citations

Data Augmentation, Audio Mining, Engineering +12

Environmental sound classification using a regularized deep convolutional neural network with data augmentation

Zohaib Mushtaq, Shun‐Feng Su · Applied Acoustics · 2020 · 167 citations

Music, Data Augmentation, Audio Mining +10

Performance Analysis of Machine Learning Algorithms for Thyroid Disease

Hafiz Abbad Ur Rehman, Chyi‐Yeu Lin, Zohaib Mushtaq et al. · Arabian Journal for Science and Engineering · 2021 · 82 citations

Data Classification, Engineering, Machine Learning +7

Effective K-nearest neighbor classifications for Wisconsin breast cancer data sets

Zohaib Mushtaq, Akbari Yaqub, Shaima Sani et al. · Journal of the Chinese Institute of Engineers · 2019 · 67 citations

Engineering, Machine Learning, Biometrics +17

Enhancing Ransomware Attack Detection Using Transfer Learning and Deep Learning Ensemble Models on Cloud-Encrypted Data

Amardeep Singh, Zohaib Mushtaq, Hamad Ali Abosaq et al. · Electronics · 2023 · 62 citations · Full text

Convolutional Neural Network, Deep Neural Networks, Ransomware +14