R. Muhammad Atif Azad

65 papers A 9B 13Misc 1Journal 16Unranked 24

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	WFL: Edge-Enabled Weighted Federated Learning for Securing Heterogeneous Networks. IEEE Commun. Stand. Mag. Muhammad Ajmal Azad, Ali Kashif Bashir, R. Muhammad Atif Azad, Syed Attique Shah
2025	J	`jnl`	From Blurs to Birds: Localization and Classification of Hard-to-See Bird Species in Norwegian Wilderness Camera Trap Images. IEEE Access Håvard Teigen, Ammar Ahmed, Ali Shariq Imran, Mohib Ullah, R. Muhammad Atif Azad, Ahmet Soylu
2025	—	`conf`	High-Confidence Clustering and Lightweight U-Net for SAR Change Detection. AI (1) Mohamed Ihmeida, Shaojun Bian, R. Muhammad Atif Azad, Tamer Saleh
2025	J	`jnl`	Random transformations to improve mitigation of query-based black-box attacks. Expert Syst. Appl. Ziad Tariq Muhammad Ali, R. Muhammad Atif Azad, Muhammad Ajmal Azad, James Holyhead, Iain Rice, Ali Shariq Imran
2024	J	`jnl`	Metadata augmented deep neural networks for wild animal classification. CoRR Aslak Tøn, Ammar Ahmed, Ali Shariq Imran, Mohib Ullah, R. Muhammad Atif Azad
2024	J	`jnl`	Metadata augmented deep neural networks for wild animal classification. Ecol. Informatics Aslak Tøn, Ammar Ahmed, Ali Shariq Imran, Mohib Ullah, R. Muhammad Atif Azad
2021	J	`jnl`	Evolving simple and accurate symbolic regression models via asynchronous parallel computing. Appl. Soft Comput. Aliyu Sani Sambo, R. Muhammad Atif Azad, Yevgeniya Kovalchuk, Vivek Padmanaabhan Indramohan, Hanifa Shah
2021	J	`jnl`	GA-SVM for Evaluating Heroin Consumption Risk. CoRR Sean-Kelly Palicki, R. Muhammad Atif Azad
2021	—	`conf`	Improving the generalisation of genetic programming models with evaluation time and asynchronous parallel computing. GECCO Companion Aliyu Sani Sambo, R. Muhammad Atif Azad, Yevgeniya Kovalchuk, Vivek Padmanaabhan Indramohan, Hanifa Shah
2021	J	`jnl`	Incentive Based Load Shedding Management in a Microgrid Using Combinatorial Auction with IoT Infrastructure. Sensors Bizzat Hussain Zaidi, Ihsan Ullah, Musharraf Alam, Bamidele Adebisi, R. Muhammad Atif Azad, Ali R. Ansari, Raheel Nawaz
2021	J	`jnl`	Scholarly data mining: A systematic review of its applications. WIREs Data Mining Knowl. Discov. Amna Dridi, Mohamed Medhat Gaber, R. Muhammad Atif Azad, Jagdev Bhogal
2020	J	`jnl`	Ada-WHIPS: explaining AdaBoost classification with applications in the health sciences. BMC Medical Informatics Decis. Mak. Julian Hatwell, Mohamed Medhat Gaber, R. Muhammad Atif Azad
2020	J	`jnl`	CHIRPS: Explaining random forest classification. Artif. Intell. Rev. Julian Hatwell, Mohamed Medhat Gaber, R. Muhammad Atif Azad
2020	—	`conf`	Feature engineering for improving robustness of crossover in symbolic regression. GECCO Companion Aliyu Sani Sambo, R. Muhammad Atif Azad, Yevgeniya Kovalchuk, Vivek Padmanaabhan Indramohan, Hanifa Shah
2020	Misc	`conf`	Leveraging asynchronous parallel computing to produce simple genetic programming computational models. SAC Aliyu Sani Sambo, R. Muhammad Atif Azad, Yevgeniya Kovalchuk, Vivek Padmanaabhan Indramohan, Hanifa Shah
2020	B	`conf`	Time Control or Size Control? Reducing Complexity and Improving Accuracy of Genetic Programming Models. EuroGP Aliyu Sani Sambo, R. Muhammad Atif Azad, Yevgeniya Kovalchuk, Vivek Padmanaabhan Indramohan, Hanifa Shah
2019	B	`conf`	DeepHist: Towards a Deep Learning-based Computational History of Trends in the NIPS. IJCNN Amna Dridi, Mohamed Medhat Gaber, R. Muhammad Atif Azad, Jagdev Bhogal
2019	J	`jnl`	Leap2Trend: A Temporal Word Embedding Approach for Instant Detection of Emerging Scientific Trends. IEEE Access Amna Dridi, Mohamed Medhat Gaber, R. Muhammad Atif Azad, Jagdev Bhogal
2018	—	`ch.`	Comparing Methods to Creating Constants in Grammatical Evolution. Handbook of Grammatical Evolution R. Muhammad Atif Azad, Conor Ryan
2018	J	`jnl`	DICE: exploiting all bivariate dependencies in binary and multary search spaces. Memetic Comput. Fergal Lane, R. Muhammad Atif Azad, Conor Ryan
2018	—	`ch.`	Synthesis of Parallel Programs on Multi-Cores. Handbook of Grammatical Evolution Gopinath Chennupati, R. Muhammad Atif Azad, Conor Ryan, Stephan J. Eidenbenz, Nandakishore Santhi
2018	B	`conf`	k-NN Embedding Stability for word2vec Hyper-Parametrisation in Scientific Text. DS Amna Dridi, Mohamed Medhat Gaber, R. Muhammad Atif Azad, Jagdev Bhogal
2017	—	`conf`	DICE: A New Family of Bivariate Estimation of Distribution Algorithms Based on Dichotomised Multivariate Gaussian Distributions. EvoApplications (1) Fergal Lane, R. Muhammad Atif Azad, Conor Ryan
2016	A	`conf`	A New Wave: A Dynamic Approach to Genetic Programming. GECCO David Medernach, Jeannie Fitzgerald, R. Muhammad Atif Azad, Conor Ryan
2016	B	`conf`	Automatic lock-free parallel programming on multi-core processors. CEC Gopinath Chennupati, R. Muhammad Atif Azad, Conor Ryan
2016	—	`conf`	Principled Evolutionary Algorithm Design and the Kernel Trick. GECCO (Companion) Fergal Lane, R. Muhammad Atif Azad, Conor Ryan
2016	—	`conf`	Principled Evolutionary Algorithm search operator design and the kernel trick. SSCI Fergal Lane, R. Muhammad Atif Azad, Conor Ryan
2015	B	`conf`	Automatic Evolution of Parallel Recursive Programs. EuroGP Gopinath Chennupati, R. Muhammad Atif Azad, Conor Ryan
2015	B	`conf`	Automatic Evolution of Parallel Sorting Programs on Multi-cores. EvoApplications Gopinath Chennupati, R. Muhammad Atif Azad, Conor Ryan
2015	—	`conf`	GEML: A Grammatical Evolution, Machine Learning Approach to Multi-class Classification. IJCCI (Selected Papers) Jeannie M. Fitzgerald, R. Muhammad Atif Azad, Conor Ryan
2015	—	`conf`	GEML: Evolutionary Unsupervised and Semi-Supervised Learning of Multi-class Classification with Grammatical Evolution. IJCCI (ECTA) Jeannie M. Fitzgerald, R. Muhammad Atif Azad, Conor Ryan
2015	—	`conf`	On the Automatic Generation of Efficient Parallel Iterative Sorting Algorithms. GECCO (Companion) Gopinath Chennupati, R. Muhammad Atif Azad, Conor Ryan
2015	A	`conf`	Performance Optimization of Multi-Core Grammatical Evolution Generated Parallel Recursive Programs. GECCO Gopinath Chennupati, R. Muhammad Atif Azad, Conor Ryan
2015	—	`conf`	Synthesis of Parallel Iterative Sorts with Multi-Core Grammatical Evolution. GECCO (Companion) Gopinath Chennupati, R. Muhammad Atif Azad, Conor Ryan
2015	—	`conf`	Wave: A Genetic Programming Approach to Divide and Conquer. GECCO (Companion) David Medernach, Jeannie Fitzgerald, R. Muhammad Atif Azad, Conor Ryan
2015	—	`conf`	Wave: Incremental Erosion of Residual Error. GECCO (Companion) David Medernach, Jeannie Fitzgerald, R. Muhammad Atif Azad, Conor Ryan
2014	—	`conf`	Efficient approaches to interleaved sampling of training data for symbolic regression. NaBIC R. Muhammad Atif Azad, David Medernach, Conor Ryan
2014	—	`conf`	Efficient interleaved sampling of training data in genetic programming. GECCO (Companion) R. Muhammad Atif Azad, David Medernach, Conor Ryan
2014	—	`conf`	Multi-core GE: automatic evolution of CPU based multi-core parallel programs. GECCO (Companion) Gopinath Chennupati, R. Muhammad Atif Azad, Conor Ryan
2014	A	`conf`	On Effective and Inexpensive Local Search Techniques in Genetic Programming Regression. PPSN Fergal Lane, R. Muhammad Atif Azad, Conor Ryan
2014	—	`conf`	Predict the performance of GE with an ACO based machine learning algorithm. GECCO (Companion) Gopinath Chennupati, R. Muhammad Atif Azad, Conor Ryan
2014	—	`conf`	Predict the success or failure of an evolutionary algorithm run. GECCO (Companion) Gopinath Chennupati, Conor Ryan, R. Muhammad Atif Azad
2014	B	`conf`	The Best Things Don't Always Come in Small Packages: Constant Creation in Grammatical Evolution. EuroGP R. Muhammad Atif Azad, Conor Ryan
2013	—	`conf`	A bootstrapping approach to reduce over-fitting in genetic programming. GECCO (Companion) Jeannie Fitzgerald, R. Muhammad Atif Azad, Conor Ryan
2013	—	`conf`	Bootstrapping to reduce bloat and improve generalisation in genetic programming. GECCO (Companion) Jeannie Fitzgerald, R. Muhammad Atif Azad, Conor Ryan
2011	—	`conf`	Candidate oversampling prefers two to tango: estimation of distribution algorithms. GECCO (Companion) David Wallin, Conor Ryan, R. Muhammad Atif Azad
2011	J	`jnl`	Evolutionary speech quality estimation in VoIP. Soft Comput. Adil Raja, R. Muhammad Atif Azad, Colin Flanagan, Conor Ryan
2011	A	`conf`	Variance based selection to improve test set performance in genetic programming. GECCO R. Muhammad Atif Azad, Conor Ryan
2010	A	`conf`	Abstract functions and lifetime learning in genetic programming for symbolic regression. GECCO R. Muhammad Atif Azad, Conor Ryan
2008	J	`jnl`	A Methodology for Deriving VoIP Equipment Impairment Factors for a Mixed NB/WB Context. IEEE Trans. Multim. Adil Raja, R. Muhammad Atif Azad, Colin Flanagan, Conor Ryan
2008	—	`conf`	Gecco 2008 grammatical evolution tutorial. GECCO (Companion) R. Muhammad Atif Azad, Conor Ryan
2008	A	`conf`	VoIP speech quality estimation in a mixed context with genetic programming. GECCO Adil Raja, R. Muhammad Atif Azad, Colin Flanagan, Conor Ryan
2007	—	`conf`	An Evolutionary Approach to Speech Quality Estimation. FBIT Adil Raja, R. Muhammad Atif Azad, Colin Flanagan, Conor Ryan
2007	B	`conf`	Real-Time, Non-intrusive Evaluation of VoIP. EuroGP Adil Raja, R. Muhammad Atif Azad, Colin Flanagan, Conor Ryan
2006	—	`conf`	Non-intrusive quality evaluation of VoIP using genetic programming. BIONETICS Adil Raja, R. Muhammad Atif Azad, Colin Flanagan, Dorel Picovici, Conor Ryan
2005	A	`conf`	Evaluating GP schema in context. GECCO Hammad Majeed, Conor Ryan, R. Muhammad Atif Azad
2005	B	`conf`	Promoting diversity using migration strategies in distributed genetic algorithms. Congress on Evolutionary Computation David Power, Conor Ryan, R. Muhammad Atif Azad
2005	B	`conf`	Symbiogenetic coevolution. Congress on Evolutionary Computation David Wallin, Conor Ryan, R. Muhammad Atif Azad
2004	—	`conf`	A Competitive Building Block Hypothesis. GECCO (2) Conor Ryan, Hammad Majeed, R. Muhammad Atif Azad
2004	J	`jnl`	An evolutionary approach to Wall Shear Stress prediction in a grafted artery. Appl. Soft Comput. R. Muhammad Atif Azad, Ali R. Ansari, Conor Ryan, Michael T. Walsh, Tim McGloughlin
2004	B	`conf`	On the Performance of Genetic Operators and the Random Key Representation. EuroGP Eoin Ryan, R. Muhammad Atif Azad, Conor Ryan
2003	B	`conf`	Sensible Initialisation in Chorus. EuroGP Conor Ryan, R. Muhammad Atif Azad
2003	A	`conf`	Structural Emergence with Order Independent Representations. GECCO R. Muhammad Atif Azad, Conor Ryan
2002	A	`conf`	A Re-examination Of The Cart Centering Problem Using The Chorus System. GECCO R. Muhammad Atif Azad, Conor Ryan, Mark E. Burke, Ali R. Ansari
2002	B	`conf`	No Coercion and No Prohibition, a Position Independent Encoding Scheme for Evolutionary Algorithms - The Chorus System. EuroGP Conor Ryan, R. Muhammad Atif Azad, Alan Sheahan, Michael O'Neill