Use Correlation Coefficients in Gaussian Process to Train Stable ELM Models. - Yu-Lin He; Joshua Zhexue Huang; Xizhao Wang; Rana Aamir Raza (PAKDD (1), 2015)

Fuzziness based sample categorization for classifier performance improvement. - Xi-Zhao Wang; Rana Aamir Raza Ashfaq; Ai-Min Fu (J. Intell. Fuzzy Syst., 2015)

Imbalanced ELM Based on Normal Density Estimation for Binary-Class Classification. - Yu-Lin He; Rana Aamir Raza Ashfaq; Joshua Zhexue Huang; Xizhao Wang (PAKDD Workshops, 2016)

Forensic artifacts modeling for social media client applications to enhance investigatory learning mechanisms. - Haider Abbas; Muhammad Yasin; Fahad Ahmed; Anam Sajid; Farrukh Aslam Khan; Rana Aamir Raza Ashfaq; Nur Al Hasan Haldar (J. Intell. Fuzzy Syst., 2016)

An Improved Local Coupled Extreme Learning Machine. - Chong Liu; Bing-Qiang Wang; Xiao-Lan Wang 005; Yu-Lin He; Rana Aamir Raza Ashfaq (J. Softw., 2016)

Impact of Variances of Random Weights and Biases on Extreme Learning Machine. - Xiao Tao; Xu Zhou; Yu-Lin He; Rana Aamir Raza Ashfaq (J. Softw., 2016)

Monotonic classification extreme learning machine. - Hong Zhu 011; Eric C. C. Tsang; Xi-Zhao Wang; Rana Aamir Raza Ashfaq (Neurocomputing, 2017)

A Novel Weighted Variational Model for Image Denoising. - Md. Robiul Islam 001; Chen Xu 004; Yu Han 001; Rana Aamir Raza Ashfaq (Int. J. Pattern Recognit. Artif. Intell., 2017)

Fuzziness based semi-supervised learning approach for intrusion detection system. - Rana Aamir Raza Ashfaq; Xi-Zhao Wang; Joshua Zhexue Huang; Haider Abbas; Yu-Lin He (Inf. Sci., 2017)

Impact of fuzziness categorization on divide and conquer strategy for instance selection. - Rana Aamir Raza Ashfaq; Xi-Zhao Wang (J. Intell. Fuzzy Syst., 2017)

Comparative Analysis of Gaussian Process Regression Based Extreme Learning Machine. - Jing Zhou; Rui Ying Liu; Xu Zhou; Rana Aamir Raza Ashfaq (J. Softw., 2017)

Toward an efficient fuzziness based instance selection methodology for intrusion detection system. - Rana Aamir Raza Ashfaq; Yu-Lin He; De-gang Chen 002 (Int. J. Mach. Learn. Cybern., 2017)

Extreme learning machine with fuzzy input and fuzzy output for fuzzy regression. - Hai-Tao Liu; Jing Wang; Yu-Lin He; Rana Aamir Raza Ashfaq (Neural Comput. Appl., 2017)

Comments on "Local coupled extreme learning machine". - Wan-Guo Yu; Xu Zhou; Yu-Lin He; Rana Aamir Raza Ashfaq (Neural Comput. Appl., 2017)

Random weight network-based fuzzy nonlinear regression for trapezoidal fuzzy number data. - Yu-Lin He; Chenghao Wei; Hao Long; Rana Aamir Raza Ashfaq; Joshua Zhexue Huang (Appl. Soft Comput., 2018)

Impact of Different Random Initializations on Generalization Performance of Extreme Learning Machine. - Xiaofang Zhang; Xiaoli Lin; Rana Aamir Raza Ashfaq (J. Comput., 2018)

An initial study on the rank of input matrix for extreme learning machine. - Xingmin Zhao; Weipeng Cao; Hongyu Zhu; Zhong Ming 001; Rana Aamir Raza Ashfaq (Int. J. Mach. Learn. Cybern., 2018)

Further improvements on extreme learning machine for interval neural network. - Li-fen Yang; Chong Liu; Hao Long; Rana Aamir Raza Ashfaq; Yu-Lin He (Neural Comput. Appl., 2018)

An Effective Weighted Hybrid Regularizing Approach for Image Noise Reduction. - Md. Robiul Islam 001; Chen Xu 004; Rana Aamir Raza; Yu Han 001 (Circuits Syst. Signal Process., 2019)

Kleptographic Attack on Elliptic Curve Based Cryptographic Protocols. - Anum Sajjad; Mehreen Afzal; Mian Muhammad Waseem Iqbal; Haider Abbas; Rabia Latif; Rana Aamir Raza (IEEE Access, 2020)

Hyperspectral Image Classification: Artifacts of Dimension Reduction on Hybrid CNN. - Muhammad Ahmad; Sidrah Shabbir; Rana Aamir Raza; Manuel Mazzara; Salvatore Distefano; Adil Mehmood Khan (CoRR, 2021)

Hyperspectral imaging-based unsupervised adulterated red chili content transformation for classification: Identification of red chili adulterants. - Muhammad Hussain Khan; Zainab Saleem; Muhammad Ahmad; Sohaib Ahmed; Hamail Ayaz; Manuel Mazzara; Rana Aamir Raza (Neural Comput. Appl., 2021)

Uncertainty Based Optimal Sample Selection for Big Data. - Saadia Ajmal; Rana Aamir Raza Ashfaq; Kashif Saleem (IEEE Access, 2023)

IDS-FRNN: an intrusion detection system with optimized fuzziness-based sample selection technique. - Saadia Ajmal; Rana Aamir Raza Ashfaq; Asad Raza; Abdul Rauf (Neural Comput. Appl., 2024)

Transformer-Driven Active Transfer Learning for Cross-Hyperspectral Image Classification. - Muhammad Ahmad; Francesco Mauro; Rana Aamir Raza; Manuel Mazzara; Salvatore Distefano; Adil Mehmood Khan; Silvia Liberata Ullo (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)