Shih-Hsi Liu

1. LIU, Shih-Hsi, MERNIK, Marjan, BARRETT, R. Bryant. Parameter control in evolutionary algorithms by domain-specific scripting language PPCea. In: FILIPIČ, Bogdan (ed.), ŠILC, Jurij (ed.). Bioinspired optimization methods and their applications : proceedings of the International Conference on Bioinspired Optimization Methods and their Applications - BIOMA 2004, 11-12 October 2004, Ljubljana, Slovenia. Ljubljana: Jožef Stefan Institute, 2004. 41-50. ISBN 961-6303-61-9. [COBISS.SI-ID 9110038]

2. LIU, Shih-Hsi, MERNIK, Marjan, BRYANT, Barrett Richard. Entropy-driven exploration and exploitation in evolutionary algorithms. In: FILIPIČ, Bogdan (ed.), ŠILC, Jurij (ed.). Bioinspired optimization methods and their applications : proceedings of the Second International Conference on Bioinspired Optimization Methods and their Applications - BIOMA 2006, 9-10 October 2006, Ljubljana, Slovenia. Ljubljana: Jožef Stefan Institute, 2006. Str. 15-24. ISBN 961-6303-81-3, ISBN 978-961-6303-81-1. [COBISS.SI-ID 10785558]

3. LIU, Shih-Hsi, MERNIK, Marjan, BRYANT, Barrett Richard. A clustering entropy-driven approach for exploring and exploiting noisy functions. In: Applied computing 2007 : proceedings of the 2007 ACM Symposium on Applied Computing, Seoul, Korea, March 11-15, 2007. ACM Symposium on Applied Computing, Seoul, Korea, March 11-15, 2007. New York, N.Y.: Association for Computing Machinery, Inc., cop. 2007. Zv. 1, str. 738-742. ISBN 1-59593-480-4. [COBISS.SI-ID 11158806]

4. LIU, Shih-Hsi, MERNIK, Marjan, BRYANT, Barrett Richard. Entropy-driven parameter control for evolutionary algorithms. Informatica : an international journal of computing and informatics. [Tiskana izd.]. 2007, vol. 31, no. 1, str. 41-50. ISSN 0350-5596. Digitalna knjižnica Slovenije - dLib.si. [COBISS.SI-ID 11273494]

5. LIU, Shih-Hsi, MERNIK, Marjan, BRYANT, Barrett Richard. To explore or to exploit : an entropy-driven approach for evolutionary algorithms. International journal of Knowledge-based intelligent Engineering Systems. vol. 13, no. 3-4, str. 185-206. ISSN 1327-2314. [COBISS.SI-ID 13847574]

6. LIU, Shih-Hsi, CARDENAS, Adam, XIONG, Xang, MERNIK, Marjan, BRYANT, Barrett Richard, GRAY, Jeffrey G. A SOA Approach for Domain-Specific Language Implementation. In: Services 2010 : proceedings. Los Alamitos (California); Washington; Tokyo: Conference Publishing Services: IEEE Computer Society, cop. 2010. Str. 535-542. ISBN 978-0-7695-4129-7. [COBISS.SI-ID 14261014]

7. ČREPINŠEK, Matej, MERNIK, Marjan, ZADOBOVŠEK, Barbara, LIU, Shih-Hsi. Ancestry tree as base for analysis of exploration and exploitation in evolutionary algorithms. In: FILIPIČ, Bogdan (ed.), ŠILC, Jurij (ed.). Bioinspired optimization methods and their applications : proceedings of the Fourth International Conference on Bioinspired Optimization Methods and their Applications, BIOMA 2010, 20-21 May 2010, Ljubljana, Slovenia. Ljubljana: Jožef Stefan Institute, 2010. Str. 31-42. ISBN 978-961-264-017-0. [COBISS.SI-ID 14125590]

8. LIU, Shih-Hsi, CARDENAS, Adam, XIONG, Xang, MERNIK, Marjan, BRYANT, Barrett Richard, GRAY, Jeffrey G. Can domain-specific languages be implemented by service-oriented architecture?. In: Proceedings of the 25th Annual ACM Symposium on Applied Computing 2010, Sierre, Switzerland, March 22-26, 2010. [S. l.]: ACM, cop. 2010. Str. 2491-2492. [COBISS.SI-ID 14026774]

9. ČREPINŠEK, Matej, MERNIK, Marjan, LIU, Shih-Hsi. Analysis of exploration and exploitation in evolutionary algorithms by ancestry trees. International journal of innovative computing and applications. [Print ed.]. 2011, vol. 3, no. 1, str. 11-19. ISSN 1751-648X. [COBISS.SI-ID 14719254]

10. LIU, Shih-Hsi, MERNIK, Marjan, ZUBAIR, Mohammed, ČREPINŠEK, Matej, BRYANT, Barrett Richard. PPCea : a domain-specific language for programmable parameter control in evolutionary algorithms. In: KITA, Eisuke (ed.). Evolutionary algorithms. Rijeka: InTech, cop. 2011. Str. 177-200. ISBN 978-953-307-171-8. http://www.intechopen.com/source/pdfs/15622/InTech-Ppcea_a_domain_specific_language_for_programmable_parameter_control_in_evolutionary_algorithms.pdf, Digitalna knjižnica Univerze v Mariboru – DKUM. [COBISS.SI-ID 14985750]

11. LIU, Shih-Hsi, ČREPINŠEK, Matej, MERNIK, Marjan. Analysis of VEGA and SPEA2 using exploration and explitation measures. In: FILIPIČ, Bogdan (ed.), ŠILC, Jurij (ed.). Bioinspired optimization methods and their applications : proceedings of the Fifth International Conference on Bioinspired Optimization Methods and their Applications - BIOMA 2012, 24-25 May 2012, Bohinj, Slovenia. Ljubljana: Jožef Stefan Institute, 2012. Str. 97-108. ISBN 978-961-264-043-9. [COBISS.SI-ID 16030742]

12. LIU, Shih-Hsi, MERNIK, Marjan, SUZUKI, Junichi. Guest editors' introduction. International journal of software engineering and knowledge engineering. 2012, vol. 22, no. 2, str. 1-3. ISSN 0218-1940. [COBISS.SI-ID 16264214]

13. RAKA, Deepa, LIU, Shih-Hsi, MERNIK, Marjan. Interoperable EMR message generation : a model-driven software product line approach. In: SEKE 2012 : the 24th International Conference on Software Engineering & Knowledge Engineering, technical program, July 1-3, 2012, Hotel Sofitel, Redwood City, San Francisco Bay, USA, proceedings. Skokie, IL: Knowledge Systems Institute Graduate School, cop. 2012. Str. 537-540, ilustr. ISBN 978-1-891706-31-8, ISBN 1-891706-31-4. [COBISS.SI-ID 16262422]

14. LIU, Shih-Hsi, CARDENAS, Adam, MERNIK, Marjan, BRYANT, Barrett Richard, GRAY, Jeffrey G., XIONG, Xang. Introducing domain-specific language implementation using web service-oriented technologies. Multiagent and grid systems. 2012, vol. 8, no. 1, str. 19-44. ISSN 1574-1702. DOI: 10.3233/MGS-2012-0183. [COBISS.SI-ID 15600406]

15. ČREPINŠEK, Matej, LIU, Shih-Hsi, MERNIK, Luka. A note on teaching-learning-based optimization algorithm. Information sciences. [Print ed.]. Dec. 2012, vol. 212, str. 79-93. ISSN 0020-0255. DOI: 10.1016/j.ins.2012.05.009. [COBISS.SI-ID 16111638]

16. LIU, Shih-Hsi, ČREPINŠEK, Matej, MERNIK, Marjan, CARDENAS, Adam. Parameter control of EAs using exploration and exploitation measures : preliminary results. In: FILIPIČ, Bogdan (ed.), ŠILC, Jurij (ed.). Bioinspired optimization methods and their applications : proceedings of the Fifth International Conference on Bioinspired Optimization Methods and their Applications - BIOMA 2012, 24-25 May 2012, Bohinj, Slovenia. Ljubljana: Jožef Stefan Institute, 2012. Str. 141-150. ISBN 978-961-264-043-9. [COBISS.SI-ID 16030998]

17. HARRISON, Rachel, PEREIRA, Maria João Varanda, MERNIK, Marjan, DA CRUZ, Daniela, LIU, Shih-Hsi, RODRIGUEZ, Daniel, HENRIQUES, Pedro Rangel, MENZIES, Tim. Report from the first international workshop on realizing artificial intelligence synergies in software engineering (RAISE 2012). Software engineering notes. Sep. 2012, vol. 37, no. 5, str. 34-35. ISSN 0163-5948. DOI: 10.1145/2347696.2347697. [COBISS.SI-ID 16417046]

18. ČREPINŠEK, Matej, LIU, Shih-Hsi, MERNIK, Marjan. Exploration and exploitation in evolutionary algorithms : a survey. ACM computing surveys. [Print ed.]. 2013, vol. 45, no. 3, str. 1-33. ISSN 0360-0300. DOI: 10.1145/2480741.2480752. [COBISS.SI-ID 17009430]

19. LIU, Shih-Hsi, MERNIK, Marjan, HRNČIČ, Dejan, ČREPINŠEK, Matej. A parameter control method of evolutionary algorithms using exploration and exploitation measures with a practical application for fitting Sovova's mass transfer model. Applied soft computing. [Print ed.]. Sep. 2013, vol. 13, iss. 9, str. 3792-3805. ISSN 1568-4946. DOI: 10.1016/j.asoc.2013.05.010. [COBISS.SI-ID 16929046]

20. ČREPINŠEK, Matej, LIU, Shih-Hsi, MERNIK, Marjan. Replication and comparison of computational experiments in applied evolutionary computing : common pitfalls and guidelines to avoid them. Applied soft computing. [Print ed.]. June 2014, vol. 19, str. 161-170. ISSN 1568-4946. DOI: 10.1016/j.asoc.2014.02.009. [COBISS.SI-ID 17638934]

21. MERNIK, Marjan, LIU, Shih-Hsi, KARABOGA, Dervis, ČREPINŠEK, Matej. On clarifying misconceptions when comparing variants of the Artificial Bee Colony Algorithm by offering a new implementation. Information sciences. [Print ed.]. 10 Jan. 2015, vol. 291, str. 115-127. ISSN 0020-0255. DOI: 10.1016/j.ins.2014.08.040. [COBISS.SI-ID 18044438]

22. LIU, Shih-Hsi, SUZUKI, Junichi, LEGER, Paul, FUKUDA, Hiroaki, MERNIK, Marjan. Guest editors' introduction. International journal of software engineering and knowledge engineering. 2015, vol. 25, no. 5, str. 803-805. ISSN 0218-1940. [COBISS.SI-ID 19008022]

23. ČREPINŠEK, Matej, LIU, Shih-Hsi, MERNIK, Luka, MERNIK, Marjan. Is a comparison of results meaningful from the inexact replications of computational experiments?. Soft computing. [Print ed.]. Jan. 2016, vol. 20, no. 1, str. 223-235. ISSN 1432-7643. DOI: 10.1007/s00500-014-1493-4. [COBISS.SI-ID 18211094]

24. VEČEK, Niki, LIU, Shih-Hsi, ČREPINŠEK, Matej, MERNIK, Marjan. On the importance of the artificial bee colony control parameter 'limit'. Informacinąes technologijos ir valdymas. 2017, vol. 46, no. 4, str. 566-604. ISSN 1392-124X. DOI: 10.5755/j01.itc.46.4.18215. [COBISS.SI-ID 21056278]

25. ČREPINŠEK, Matej, LIU, Shih-Hsi, MERNIK, Marjan, RAVBER, Miha. Long term memory assistance for evolutionary algorithms. Mathematics. 2019, vol. 7, no. 11, str. 1-25. ISSN 2227-7390. DOI: 10.3390/math7111129. [COBISS.SI-ID 22757398]

26. MERNIK, Marjan, BAKETARIĆ, Mihael, JEREBIC, Jernej, LIU, Shih-Hsi, RAVBER, Miha, MERNIK, Luka, ČREPINŠEK, Matej. Challenges in computing attraction basins for continuous functions : invited lecture at CEC 2021, 28. 6. 2021 (videoconference). [COBISS.SI-ID 69005315]

27. JEREBIC, Jernej, MERNIK, Marjan, LIU, Shih-Hsi, RAVBER, Miha, BAKETARIĆ, Mihael, MERNIK, Luka, ČREPINŠEK, Matej. A novel direct measure of exploration and exploitation based on attraction basins. Expert systems with applications. [Print ed.]. 1 April 2021, vol. 167, str. 1-22. ISSN 0957-4174. DOI: 10.1016/j.eswa.2020.114353. [COBISS.SI-ID 41233155]

28. KOVAČEVIĆ, Željko, RAVBER, Miha, LIU, Shih-Hsi, ČREPINŠEK, Matej. Automatic compiler/interpreter generation from programs for Domain-Specific Languages: Code bloat problem and performance improvement. Journal of computer languages. [Online ed.]. June 2022, vol. 70, 12 str. ISSN 2590-1184. DOI: 10.1016/j.cola.2022.101105. [COBISS.SI-ID 104893699]
project: P2-0041; funder: ARRS

29. RAVBER, Miha, LIU, Shih-Hsi, MERNIK, Marjan, ČREPINŠEK, Matej. Maximum number of generations as a stopping criterion considered harmful. Applied soft computing. [Print ed.]. Oct. 2022, vol. 128, 20 str. ISSN 1568-4946. DOI: 10.1016/j.asoc.2022.109478. [COBISS.SI-ID 118318595]
project: P2-0114; funder: ARRS

30. ČREPINŠEK, Matej, LIU, Shih-Hsi, MERNIK, Marjan, RAVBER, Miha. The trap of sisyphean work in differential evolution and how to avoid it. In: VINOTH KUMAR, B. (ed.), OLIVA, Diego (ed.), SUGANTHAN, Ponnuthurai Nagaratnam (ed.). Differential evolution: from theory to practice. Singapore: Springer Nature, cop. 2022. Str. 137-174, ilustr. Studies in computational intelligence, Vol. 1009. ISBN 978-981-16-8081-6, ISBN 978-981-16-8082-3. ISSN 1860-949X. DOI: 10.1007/978-981-16-8082-3_5. [COBISS.SI-ID 96716291]

31. PERERA, Jeewaka, LIU, Shih-Hsi, MERNIK, Marjan, ČREPINŠEK, Matej, RAVBER, Miha. A graph pointer network-based multi-objective deep reinforcement learning algorithm for solving the traveling salesman problem. Mathematics. 2023, vol. 11, no. 2, 21 str. ISSN 2227-7390. Digitalna knjižnica Univerze v Mariboru – DKUM, DOI: 10.3390/math11020437. [COBISS.SI-ID 137782019]
project: P2-0041; funder: ARRS
project: P2-0114; funder: ARRS

32. RAVBER, Miha, MERNIK, Marjan, LIU, Shih-Hsi, ŠMID, Marko, ČREPINŠEK, Matej. Confidence bands based on rating demonstrated on the CEC 2021 competition results. In: 2024 IEEE Congress on Evolutionary Computation (CEC) : [June 30th to July 5th, 2024, Yokohama, Japan]. [Piscataway: The Institute of Electrical and Electronics Engineers, 2024]. 8 str. ISBN 979-8-3503-0836-5. DOI: 10.1109/CEC60901.2024.10611955. [COBISS.SI-ID 204218371]
project: This work is funded by the Slovenian Research Agency (Research Core Funding No. P2-0041 and P2-0114) and California State University, Fresno, USA

Shih-Hsi Liu

Personal bibliography for the period 2004-2024

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