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Department: Any ÅAU / Department of Information Technologies UTU / Department of Information Technology UTU / Department of Mathematics and Statistics UTU / Turku School of Economics, Institute of Information Systems Sciences

Research Unit: Any Algorithmics and Computational Intelligence Group (ACI) Biomathematics Research Unit (BIOMATH) Communication Systems (ComSys) Computational Biomodeling Laboratory (Combio Lab) Data Mining and Knowledge Management Laboratory Distributed Systems Laboratory (DS Lab) Embedded Computer and Electronic Systems (ECES) Embedded Systems Laboratory (ESLAB) FUNDIM, Fundamentals of Computing and Discrete Mathematics Institute for Advanced Management Systems Research (IAMSR) Learning and Reasoning Lab Software Construction Laboratorium Software Development Laboratory (SwDev) Software Engineering Laboratory (SE Lab) Turku BioNLP Group Turku Optimization Group (TOpGroup) UTU Information Systems Science (ISS)

Publication type: Any Monographs Edited books Edited special issues of journals Edited proceedings Articles in journals Articles in proceedings Chapters in edited books Ph.D. thesis Lic. thesis Technical reports

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Articles in journals (9):

• Dorina Marghescu, Peter Sarlin, Shuhua Liu, Early Warning Analysis for Currency Crises in Emerging Markets: A Revisit with Fuzzy Clustering. Intelligent Systems in Accounting, Finance and Management 17(3-4), 143–165, 2010.
• Shuhua Liu, Experiences and Reflections on Text Summarization Tools. International Journal of Computational Intelligence Systems 2(3), 202–218, 2009.
• Shuhua Liu, Christer Lindholm, Assessing the Early Warning Signals of Financial Crises: A Fuzzy Clustering Approach. International Journal of Intelligent Systems in Accounting, Finance & Management 14(4), 179-202, 2007.
• Mikael Collan, Shuhua Liu, Fuzzy Logic and Intelligent Agents: Towards the Next Step of Capital Budgeting Decision Support. Industrial Management and Data Systems , 2002.
• Shuhua Liu, Efraim Turban, Software Agents for Environmental Scanning in Electronic Commerce. Information Systems Frontiers, A Journal of Research and Innovation 2(1), 85-98, 2000.
• Pirkko Walden, Christer Carlsson, Shuhua Liu, Industry Foresight with Intelligent Agents. Human Systems Management 19, 169–180, 2000.
• Shuhua Liu, Data Warehousing Agent: To Make the Creation and Maintenance of Data Warehouses Easier. Journal of Data Warehousing , 1998.
• Shuhua Liu, Business Environment Scanner for Senior Managers: Towards Active Executive Support with Intelligent Agents. Expert Systems With Applications , 1998.
• Shuhua Liu, Strategic Scanning and Interpretation Revisiting: Foundations for an Intelligent Software Agent Support System. Industrial Management and Data Systems , 1998.

Articles in proceedings (6):

• Shuhua Liu, Making Sense of the Business Environment with the Help of Intelligent Agents. In: Proceedings of ITBM2000- International Conference on Information Technology for Business Management, Worlds Computer Congress 2000, 2000.
• Shuhua Liu, Agent Based Scanning and Interpretation System: Impacts on Managers and their Strategic Scanning Activities. In: Proceedings of the 2000 Americas Conference on Information Systems (AMCIS 2000), 2000.
• Pirkko Walden, Christer Carlsson, Shuhua Liu, Industry Foresight with Intelligent Agents. In: Proceedings of the Fifth International Conference of the International Society for Decision Support Systems, 1999.
• Shuhua Liu, Data Warehousing Agent: In Seeking of Improved Support for Environmental Scanning and Strategic Management. In: Proceedings of the 6th European Conference on Information Systems, June 4-6, 1998.
• Shuhua Liu, Scanning the Business Environment with Intelligent Software Agents. In: Proceedings of the 4th Conference of the International Society for Decision Support Systems, 239--256, 1997.
• Shuhua Liu, Business Environment Scanner for Senior Managers: Towards Active Executive Support with Intelligent Agents. In: Proceedings of the Thirty-First Hawaii International Conference on System Sciences, January 1998, 10 pages, IEEE Computer Society Press, 1997.

Chapters in edited books (3):

• Shuhua Liu, Tomas Eklund, Mikael Collan, Peter Sarlin, A Visualization and Clustering Approach to Analyzing the Early Warning Signals of Currency Crises. In: Jue Wang, Shouyang Wang (Eds.), Business Intelligence in Economic Forecasting: Technologies and Techniques, 65–81, IGI Global, 2010.
• Hanna Suominen, Sampo Pyysalo, Marketta Hiissa, Filip Ginter, Shuhua Liu, Dorina Marghescu, Tapio Pahikkala, Barbro Back, Helena Karsten, Tapio Salakoski, Performance Evaluation Measures for Text Mining. In: Min Song, Yi-Fang Wu (Eds.), Handbook of Research on Text and Web Mining Technologies, 2, 724–747, IGI Global, 2008.
• Shuhua Liu, Exploring the Web for Strategic Management Information. In: Exploring the Limits of Support Systems, TUCS General Publication 3, Turku Centre for Computer Science, 1996.

Ph.D. thesis (1):

• Shuhua Liu, Improving Executive Support in Strategic Scanning with Software Agent Systems. TUCS Dissertations 25. Turku Centre for Computer Science, 2000.

Technical reports (6):

• Dorina Marghescu, Shuhua Liu, Peter Sarlin, Evaluation of a Fuzzy C-Means Model in Currency Crisis Prediction. TUCS Technical Reports 970, Turku Centre for Computer Science, 2010.
• Mikael Collan, Shuhua Liu, Fuzzy Logic and Intelligent Agents: Towards the Next Step of Capital Budgeting Decision Support. 3, 2002.
• Shuhua Liu, Perspectives On And Prospects For Software Agent Systems. TUCS Technical Reports 269, Turku Centre for Computer Science, 1999.
• Shuhua Liu, Making Sense of the Business Environment with the Help of Intelligent Agents. TUCS Technical Reports 300, Turku Centre for Computer Science, 1999.
• Shuhua Liu, Strategic Scanning and Interpretation: the Organization, Strategic Management and Information Processing Context. TUCS Technical Reports 84, Turku Centre for Computer Science, 1996.
• Shuhua Liu, Applying Intelligent Agents in the Scanning and Interpretation of Strategic Data. TUCS Technical Reports 85, Turku Centre for Computer Science, 1996.