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- Bing Xue, Mengjie Zhang, Will N. Browne
- IEEE Transactions on Cybernetics
- 2013
Classification problems often have a large number of features in the data sets, but not all of them are useful for classification. Irrelevant and redundant features may even reduce the performance.… (More)
- Rohitash Chandra, Mengjie Zhang
- Neurocomputing
- 2012
Cooperative coevolution decomposes a problem into subcomponents and employs evolutionary algorithms for solving them. Cooperative coevolution has been effective for evolving neural networks.… (More)
- Muhammad Ghifary, W. Bastiaan Kleijn, Mengjie Zhang, David Balduzzi
- IEEE International Conference on Computer Vision…
- 2015
The problem of domain generalization is to take knowledge acquired from a number of related domains, where training data is available, and to then successfully apply it to previously unseen domains.… (More)
- Bing Xue, Mengjie Zhang, Will N. Browne, Xin Yao
- IEEE Transactions on Evolutionary Computation
- 2016
Feature selection is an important task in data mining and machine learning to reduce the dimensionality of the data and increase the performance of an algorithm, such as a classification algorithm.… (More)
- Bing Xue, Mengjie Zhang, Will N. Browne
- Appl. Soft Comput.
- 2014
In classification, feature selection is an important data pre-processing technique, but it is a difficult problem due mainly to the large search space. Particle swarm optimisation (PSO) is an… (More)
In this paper, we propose a novel unsupervised domain adaptation algorithm based on deep learning for visual object recognition. Specifically, we design a new model called Deep… (More)
- Juergen Branke, Su Nguyen, Christoph W. Pickardt, Mengjie Zhang
- IEEE Transactions on Evolutionary Computation
- 2016
Hyper-heuristics have recently emerged as a powerful approach to automate the design of heuristics for a number of different problems. Production scheduling is a particularly popular application area… (More)
- Su Nguyen, Mengjie Zhang, Mark E. Johnston, Kathryn C B Tan
- IEEE Transactions on Evolutionary Computation
- 2013
Designing effective dispatching rules is an important factor for many manufacturing systems. However, this time-consuming process has been performed manually for a very long time. Recently, some… (More)
- Mengjie Zhang, Victor Ciesielski, Peter Andreae
- EURASIP J. Adv. Sig. Proc.
- 2003
This paper describes a domain-independent approach to the use of genetic programming for object detection problems in which the locations of small objects of multiple classes in large images must be… (More)
- Muhammad Waqas Iqbal, Will N. Browne, Mengjie Zhang
- IEEE Transactions on Evolutionary Computation
- 2014
Evolutionary computation techniques have had limited capabilities in solving large-scale problems due to the large search space demanding large memory and much longer training times. In the work… (More)