**Dr. YUEN
Shiu Yin, Kelvin**

AP, MPhil, *HKP*, D.Phil. *Sus.*, SMIEEE

* *

Associate Professor

Department of Electronic Engineering, City University of Hong Kong

** **

Room: G6359 Tel: (852) 3442-7717 Fax
(EE Dept.): (852)
3442-0562

Email: kelviny.ee@cityu.edu.hk

Research Interests**: **Evolutionary Computation
Machine Learning Computer Vision

Research

Selected Recent Publications Source Code Research Students Research Student
Recruitment

Sharing
Teaching

Personal Web Page Courses Useful Links

Shiu Yin Yuen, Kelvin was born in Hong Kong. He was awarded the Associateship (AP) in Electronic Engineering by the Hong Kong Polytechnic in 1985, and became the first person to be awarded the MPhil Degree by the Polytechnic in 1988. He was awarded the Doctorial degree (DPhil) from the School of Cognitive and Computing Sciences, University of Sussex, UK in 1992. Dr. Yuen joined City University in 1992 as a Lecturer, and is now an Associate Professor.

He has published more than 30 international journal papers, including IEEE Transactions on Evolutionary Computation, Journal of Machine Learning Research, and International Journal of Computer Vision, and more than 60 international conference papers.

He was Program Co-chair of International Conference on Natural Computation 2013 and has served as Program Committee Member in 18 international conferences. He is Coordinator of Community of Practice for Social Responsibility and Ethics. Most of his final year projects are socially related. He is particulary interested in developing aids for the visually impaired. He is also interested in ways to reduce myopia and cultivate good phone using habits in young children. He serves as an Adjudicator and Supervisor of the Joint School Science Exhibitions.

He was the recipient of the Hong Kong Government Scholarship for Outstanding Performance in the Secondary School Entrance Examination, the Sir Edward Youde Memorial Fellowship and the Croucher Foundation Scholarship.

His personal sharing may be found in Personal Web Page.

**RESEARCH
**

__Evolutionary Computation__

Algorithm Selection

- Y. He, S.Y. Yuen, Y. Lou and X. Zhang, ¡§A Sequential algorithm
portfolio approach for black box optimization,¡¨
*Swarm and Evolutionary Computation**,*vol. 44, pp. 559-570, 2019. - S.Y. Yuen, Y. Lou, and X. Zhang, "Selecting
evolutionary algorithms for black box design optimization problems,"
*Soft Computing**,*doi:10.1007/s00500-018-3302-y, 2018. - Y.
Lou and S.Y. Yuen, "On constructing alternative benchmark suite for
evolutionary algorithms,"
*Swarm and Evolutionary Computation**,*vol. 44, pp. 287-292, 2019. - Y. He, S.Y. Yuen, and Y. Lou, ¡§Exploratory landscape
analysis using algorithm based sampling,¡¨
*Proc.**Genetic and Evolutionary Computation Conference*(GECCO), July 2018, pp. 211-212. - Y. Lou, S.Y. Yuen, and G. Chen, ¡§Evolving benchmark
functions using Kruskal-Wallis test,¡¨
*Proc.**Genetic and Evolutionary Computation Conference*(GECCO), July 2018, pp. 1337-1341. - Y. He, S.Y. Yuen, and Y. Lou, ¡§A Bayesian restarting
approach to algorithm selection,¡¨
*Lecture Notes in Computer Science*, vol. 10593, pp. 397-408, 2017. - Y. Lou and S.Y. Yuen, ¡§A Sequential learnable
evolutionary algorithm with a novel knowledge base generation method,¡¨
*Lecture Notes in Computer Science*, vol. 10593, pp. 51-61, 2017. - S.Y.
Yuen, C.K. Chow, X. Zhang, and Y. Lou, ¡§Which algorithm should I choose:
an evolutionary algorithm portfolio approach,¡¨
*Applied Soft Computing*, vol. 40, pp. 654-673, 2016. - S.Y.
Yuen, X. Zhang, and Y. Lou, ¡§Sequential learnable evolutionary algorithm:
a research program,¡¨
*Proc. IEEE International Conference on Systems, Man, and Cybernetics*, pp. 2841-2848, Oct., 2015. - S.Y.
Yuen and X. Zhang, ¡§On composing an algorithm portfolio,¡¨
*Memetic Computing*, vol. 7, no. 3, pp. 203-214, 2015. - S.Y.
Yuen and X. Zhang, ¡§Multiobjective
evolutionary algorithm portfolio: choosing suitable algorithm for
multiobjective optimization problem,¡¨
*Proc. IEEE Congress on Evolutionary Computation*(CEC), pp. 1967-1973, July 2014.

Novel Algorithms

- Y. Lou and S.Y. Yuen, ¡§Non-revisiting genetic
algorithm with adaptive mutation using constant memory,¡¨
*Memetic Computing*, vol. 8, no. 3, pp. 189-210, 2016. - X.
Zhang and S.Y. Yuen, ¡§A Directional mutation operator for differential
evolution algorithms,¡¨
*Applied Soft Computing*, vol. 30, pp. 529-548, 2015. - C.K.
Chow and S.Y. Yuen, ¡§A Dynamic
history-driven evolutionary algorithm,¡¨
*Proc. IEEE Congress on Evolutionary Computation*(CEC), pp. 1558-1564, July 2014. - X.
Zhang, X. Zhang, S.Y. Yuen, S.L. Ho, and W.N. Fu, ¡§An improved artificial
bee colony algorithm for optimal design of electromagnetic devices,¡¨
*IEEE Transactions on Magnetics*, vol. 49, no. 8, pp. 4811-4816, 2013. - X.
Zhang and S.Y. Yuen, ¡§Improving artificial
bee colony with one-position inheritance mechanism,¡¨
*Memetic Computing*, vol. 5, no. 3, pp. 187-211, 2013. - S.W.
Leung, S.Y. Yuen, and C.K. Chow, ¡§Parameter control system of evolutionary
algorithm that is aided by the entire search history,¡¨
*Applied Soft Computing*, vol. 12, no. 9, pp. 3063-3078, 2012. - C.K.
Chow and S.Y. Yuen, ¡§A Multi-objective evolutionary algorithm that
diversifies population by its density,¡¨
*IEEE Transactions on Evolutionary Computation*, vol. 16, no. 2, pp. 149-172, 2012. - C.K.
Chow and S.Y. Yuen, ¡§An Evolutionary algorithm that makes decision based
on the entire previous search history,¡¨
*IEEE Transactions on Evolutionary Computation*, vol. 15, no. 6, pp. 741-769, 2011. - S.Y. Yuen and C.K. Chow, ¡§A Genetic algorithm
that adaptively mutates and never revisits,¡¨
*IEEE Transactions on Evolutionary Computation*, vol. 13, no. 2, pp. 454-472, Apr. 2009.

Energy Planning Applications

- X.
Zhang, K.F. Fong, and S.Y. Yuen, ¡§A Novel
artificial bee colony algorithm for HVAC optimization problems,¡¨
(formerly*Science and Technology for the Built Environment**HVAC&R Research*), vol. 19, no. 6, pp. 715-731, 2013. - K.F.
Fong, C.K. Lee, C.K. Chow, and S.Y. Yuen, ¡§Simulation-optimization of
solar-thermal refrigeration systems for office use in subtropical Hong
Kong,¡¨
*Energy*, vol. 36, pp. 6298-6307, 2011. - K.F.
Fong, S.Y. Yuen, C.K. Chow, and S.W. Leung, ¡§Energy management and design
of centralized air-conditioning systems through the non-revisiting
strategy for heuristic optimization methods,¡¨
*Applied Energy*, vol. 87, no. 11, pp. 3494-3506, Nov. 2010.

Theory

- C.W.
Sung and S.Y. Yuen, ¡§Analysis of (1+1)
evolutionary algorithm and randomized local search with memory,¡¨
*Evolutionary Computation*, vol. 19, no. 2, pp. 287-323, summer 2011.

__Machine Learning__

Inductive Logic Programming

- J. Ahlgren and S.Y. Yuen, ¡§Efficient program
synthesis using constraint satisfaction in inductive logic programming,¡¨
*Journal of Machine Learning Research*, vol. 14, pp. 3649-3681, 2013.

Neural Network Design

- C.K. Chow and S.Y. Yuen, ¡§Illumination direction
estimation for augmented reality using a surface input real valued output
regression network,¡¨
*Pattern Recognition*, vol. 43, pp. 1700-1716, Apr. 2010.

__Computer Vision__

Visual Attention Model

- J. Liang and S.Y. Yuen, "A Novel saliency
prediction method based on fast radial symmetry transform and its
generalization,"
*Cognitive Computation*, vol. 8, no. 4, pp. 693-702, 2016. - J. Liang and S.Y. Yuen, ¡§An Edge detection with
automatic scale selection approach to improve coherent visual attention
model,¡¨
*Pattern Recognition Letters*, vol. 34, pp. 1519-1524, 2013.

3D Shape from 2D Shape Cues (Explanatory Computer Vision)

- C.K. Chow and S.Y. Yuen, ¡§A Solution to illumination direction
estimation of a shaded image: genetic algorithm,¡¨
*Image and Vision Computing*, vol. 28, pp. 1717-1730, 2010. - C.K.
Chow and S.Y. Yuen, ¡§Recovering shape by shading and stereo under
Lambertian shading model,¡¨
*International Journal of Computer Vision*, vol. 85, no. 1, pp. 58-100, Oct. 2009.

Self-motivated students genuinely interested in original research are encouraged to apply for our PhD program. Applicants should have a good analytical mindset and good programming ability. Applicants from relevant fields such as computer science, engineering, and mathematics are preferred. Application information and deadlines can be found in EE Admission Information Page. You may also apply through the Hong Kong PhD Fellowship Scheme.

Welcome to email me
your updated CV and a statement of purpose.

**Current Research Students**

- Y.D. He
- W. Liu

**Graduated Research Students**

PhD Graduates

- Y. Lou, ¡§Techniques for improving online and
offline history-assisted evolutionary algorithms,¡¨ 2017.
- J.Y. Liang, ¡§A Novel saliency prediction
method based on fast radial symmetry transform and its extensions,¡¨ 2015.
- J.
Ahlgren, ¡§Automated programming using constrained inductive logic
programming¡¨, 2014.
- X. Zhang, ¡§Techniques for
improving differential evolution and artificial bee colony algorithms,¡¨
2013.
- S.W. Leung, ¡§Applying entire search
history for parameter control of evolutionary algorithms,¡¨ 2013.
- C.Y.
Lam, ¡§Methodologies of 2D object recognition: a robust
hypothesis/verification approach,¡¨ 1997.
- T.S. Lam, ¡§2-D object recognition by
computer: a robust Hough-like prediction/correction approach,¡¨ 1995.

MPhil Graduates

- S.F. Chen, ¡§Graph-based stereo correspondence algorithms and occlusion detection,¡¨ 2005.
- Y.Y. Tsui, ¡§A Study of fast marching method for shape from shading under orthographic and perspective projection,¡¨ 2003.
- C.K.
Fong, ¡§A Study of statistical design for genetic algorithm and its
application on object localization,¡¨ 2001.
- C.H.
Tse, ¡§Object boundary estimation using successive approximating genetic
algorithm,¡¨ 2000.
- C.H.
Ma, ¡§An Investigation of Hough transform and genetic algorithm for
multi-modal pattern recognition,¡¨ 1998.

**TEACHING**

Core Courses

EE3001 Foundations of Data Engineering (BEngCE /CDE
Undergraduate)

Electives

EE4208 Computer Graphics for Engineers (Undergraduate)

EE5808 Topics in Computer Graphics (Postgraduate)

**Study**

Final Year Project and Research Project Guidelines

Useful Database
and Web Resources for Searching Information

How to Write Good Programs: Structured Programming

Comparison of
Eastern and Western Students

**Research **

Quotes

¡§We all know that there
are regions of the human spirit untrammeled by the world of physics. In the
mystic sense of the creation around us, in the expression of art, in a yearning
towards God, the soul grows upward and finds the fulfillment of something
implanted in its nature. The sanction for this development is within us, a
striving born with our consciousness or an Inner Light proceeding from a
greater power than ours. Science can scarcely question this sanction, for the
pursuit of science springs from a striving which the mind is impelled to
follow, a questioning that will not be suppressed. Whether in the intellectual
pursuits of science or in the mystical pursuits of the spirit, the light
beckons ahead and the purpose surging in our nature responds.¡¨ ¡V A. Eddington.

General articles

Four
stages of a scientific discipline; four types of scientist

How
to choose a good scientific problem

Research skills

A Thoughtful article about
doing research

10
pieces of advice I wish my PhD advisor had given me