David Lynch

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 30

Top Topics

Continuous Space

Heterogeneous Networks

Evolutionary Learning

Wireless Communication

Top Venues

GECCO (Companion)

EvoApplications (1)

Publications

Cengis Hasan, Alexandros Agapitos, David Lynch, Alberto Castagna, Giorgio Cruciata, Hao Wang, Aleksandar Milenovic
Continual Model-based Reinforcement Learning for Data Efficient Wireless Network Optimisation. CoRR (2024)
Yucheng Shi, Alexandros Agapitos, David Lynch, Giorgio Cruciata, Cengis Hasan, Hao Wang, Yayu Yao, Aleksandar Milenovic
UCB-driven Utility Function Search for Multi-objective Reinforcement Learning. CoRR (2024)
Cengis Hasan, Alexandros Agapitos, David Lynch, Alberto Castagna, Giorgio Cruciata, Hao Wang, Aleksandar Milenovic
Continual Model-Based Reinforcement Learning for Data Efficient Wireless Network Optimisation. ECML/PKDD (6) (2023)
Robert Trout, David Lynch
Sadram: A new Memory Addressing Paradigm. MEMSYS (2023)
Miguel Suau, Alexandros Agapitos, David Lynch, Derek Farrell, Mingqi Zhou, Aleksandar Milenovic
Offline Contextual Bandits for Wireless Network Optimization. CoRR (2021)
David Lynch, James McDermott, Michael O'Neill
Program Synthesis in a Continuous Space Using Grammars and Variational Autoencoders. PPSN (2) (2020)
David Lynch, Lester T. W. Ho, Michael MacDonald, Michael O'Neill
Localisation in Wireless Networks using Deep Bidirectional Recurrent Neural Networks. IJCNN (2020)
Tony Yeigh, David Lynch, David Turner, Paul Fradale, Royce L. Willis, Ken Sell, Ed Lawless
Using blended learning to support whole-of-school improvement: The need for contextualisation. Educ. Inf. Technol. 25 (4) (2020)
Takfarinas Saber, David Lynch, David Fagan, Stepán Kucera, Holger Claussen, Michael O'Neill
Hierarchical Grammar-Guided Genetic Programming Techniques for Scheduling in Heterogeneous Networks. CEC (2020)
Royce L. Willis, David Lynch, Paul Fradale, Tony Yeigh
Influences on purposeful implementation of ICT into the classroom: An exploratory study of K-12 teachers. Educ. Inf. Technol. 24 (1) (2019)
Michael Fenton, David Lynch, David Fagan, Stepán Kucera, Holger Claussen, Michael O'Neill
Towards Automation and Augmentation of the Design of Schedulers for Cellular Communications Networks. Evol. Comput. 27 (2) (2019)
David Lynch, Takfarinas Saber, Stepán Kucera, Holger Claussen, Michael O'Neill
Evolutionary learning of link allocation algorithms for 5G heterogeneous wireless communications networks. GECCO (2019)
David Lynch, Michael Fenton, David Fagan, Stepán Kucera, Holger Claussen, Michael O'Neill
Automated Self-Optimization in Heterogeneous Wireless Communications Networks. IEEE/ACM Trans. Netw. 27 (1) (2019)
Takfarinas Saber, David Fagan, David Lynch, Stepán Kucera, Holger Claussen, Michael O'Neill
A multi-level grammar approach to grammar-guided genetic programming: the case of scheduling in heterogeneous networks. Genet. Program. Evolvable Mach. 20 (2) (2019)
Gagan L. Choudhury, David Lynch, Gaurav Thakur, Simon Tse
Two Use Cases of Machine Learning for SDN-Enabled IP/Optical Networks: Traffic Matrix Prediction and Optical Path Performance Prediction [Invited]. JOCN 10 (10) (2018)
Takfarinas Saber, David Fagan, David Lynch, Stepán Kucera, Holger Claussen, Michael O'Neill
A Hierarchical Approach to Grammar-Guided Genetic Programming: The Case of Scheduling in Heterogeneous Networks. TPNC (2018)
Michael Fenton, David Lynch, David Fagan, Stepán Kucera, Holger Claussen, Michael O'Neill
Towards automation & augmentation of the design of schedulers for cellular communications networks. GECCO (Companion) (2018)
Charles Hatt, Craig J. Galbán, Wassim Labaki, Ella A. Kazerooni, David Lynch, Meilan Han
Convolutional Neural Network Based COPD and Emphysema Classifications Are Predictive of Lung Cancer Diagnosis. RAMBO+BIA+TIA@MICCAI (2018)
Takfarinas Saber, David Fagan, David Lynch, Stepán Kucera, Holger Claussen, Michael O'Neill
Multi-level Grammar Genetic Programming for Scheduling in Heterogeneous Networks. EuroGP (2018)
Gagan L. Choudhury, David Lynch, Gaurav Thakur, Simon Tse
Two Use Cases of Machine Learning for SDN-Enabled IP/Optical Networks: Traffic Matrix Prediction and Optical Path Performance Prediction. CoRR (2018)
David Lynch, David Fagan, Stepán Kucera, Holger Claussen, Michael O'Neill
Managing Quality of Service Through Intelligent Scheduling in Heterogeneous Wireless Communications Networks. CEC (2018)
Michael Fenton, David Lynch, Stepán Kucera, Holger Claussen, Michael O'Neill
Multilayer optimization of heterogeneous networks using grammatical genetic programming. GECCO (Companion) (2017)
David Lynch, Michael Fenton, Stepán Kucera, Holger Claussen, Michael O'Neill
Configuring Dynamic Heterogeneous Wireless Communications Networks Using a Customised Genetic Algorithm. EvoApplications (1) (2017)
Michael Fenton, David Lynch, Stepán Kucera, Holger Claussen, Michael O'Neill
Multilayer Optimization of Heterogeneous Networks Using Grammatical Genetic Programming. IEEE Trans. Cybern. 47 (9) (2017)
David Fagan, Michael Fenton, David Lynch, Stepán Kucera, Holger Claussen, Michael O'Neill
Deep learning through evolution: A hybrid approach to scheduling in a dynamic environment. IJCNN (2017)
David Lynch, Michael Fenton, Stepán Kucera, Holger Claussen, Michael O'Neill
Scheduling in Heterogeneous Networks Using Grammar-Based Genetic Programming. EuroGP (2016)
David Lynch, Michael Fenton, Stepán Kucera, Holger Claussen, Michael O'Neill
Ensemble Techniques for Scheduling in Heterogeneous Wireless Communications Networks. OR (2016)
Michael Fenton, David Lynch, Stepán Kucera, Holger Claussen, Michael O'Neill
Evolving Coverage Optimisation Functions for Heterogeneous Networks Using Grammatical Genetic Programming. EvoApplications (1) (2016)
David Lynch, Michael Fenton, Stepán Kucera, Holger Claussen, Michael O'Neill
Evolutionary Learning of Scheduling Heuristics for Heterogeneous Wireless Communications Networks. GECCO (2016)
Michael Fenton, David Lynch, Stepán Kucera, Holger Claussen, Michael O'Neill
Load balancing in heterogeneous networks using an evolutionary algorithm. CEC (2015)