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Research Output 1994 2019

2019
4 Citations (Scopus)

Chain based sampling for monotonic imbalanced classification

González, S., García, S., Li, S-T. & Herrera, F., 2019 Feb 1, In : Information sciences. 474, p. 187-204 18 p.

Research output: Contribution to journalArticle

Monotonic
Sampling
Monotonicity
Oversampling
Classifiers

Deep Learning for Monotonic Support Vector Machines

Lo, M. C., Tsai, B. H. & Li, S-T., 2019 Apr 16, Proceedings - 2018 7th International Congress on Advanced Applied Informatics, IIAI-AAI 2018. Institute of Electrical and Electronics Engineers Inc., p. 530-535 6 p. 8693415. (Proceedings - 2018 7th International Congress on Advanced Applied Informatics, IIAI-AAI 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Support vector machines
neural network
learning
ability
knowledge
3 Citations (Scopus)

Do reviewers’ words affect predicting their helpfulness ratings? Locating helpful reviewers by linguistics styles

Li, S-T., Pham, T. T. & Chuang, H. C., 2019 Jan 1, In : Information and Management. 56, 1, p. 28-38 11 p.

Research output: Contribution to journalArticle

Linguistics
Rating
Social relations
Prediction model
Prediction
2018
1 Citation (Scopus)

When high-volume PCI operators in high-volume hospitals move to lower volume hospitals—Do they still maintain high volume and quality of outcomes?

Lu, T-H., Li, S-T., Liang, F. W., Lee, J. C. & Yin, W. H., 2018 Oct 1, In : Catheterization and Cardiovascular Interventions. 92, 4, p. 644-650 7 p.

Research output: Contribution to journalReview article

High-Volume Hospitals
Percutaneous Coronary Intervention
Low-Volume Hospitals
Mortality
Quality of Health Care
2017

Graphical Representations of Mortality Data with Confidence Intervals

Lu, T-H., Li, S-T. & Yin, W. H., 2017 Mar 1, In : Circulation: Cardiovascular Quality and Outcomes. 10, 3, e002763.

Research output: Contribution to journalArticle

Benchmarking
Coronary Disease
Software
Confidence Intervals
Mortality

Text-Mining Application on CSR Report Analytics: A Study of Petrochemical Industry

Liu, S. H., Chen, S. Y. & Li, S-T., 2017 Nov 15, Proceedings - 2017 6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017. Hashimoto, K., Fukuta, N., Matsuo, T., Hirokawa, S., Mori, M. & Mori, M. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 76-81 6 p. 8113215. (Proceedings - 2017 6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Petrochemicals
Food safety
Explosions
Industry
Pipelines
2016
2 Citations (Scopus)

An analysis of the current status and utilization of government health and welfare open data in Taiwan

Han, P. H., Li, S-T., Hsu, M. H. & Lu, T-H., 2016 Aug 1, In : Taiwan Journal of Public Health. 35, 4, p. 395-405 11 p.

Research output: Contribution to journalArticle

Taiwan
Health
National Health Programs
Pharmaceutical Preparations
Disaster Victims
1 Citation (Scopus)

An efficient algorithm to maintain the discovered frequent sequences with record deletion

Lin, J. C. W., Gan, W., Hong, T. P., Chen, H. Y. & Li, S-T., 2016 Apr 20, In : Intelligent Data Analysis. 20, 3, p. 655-677 23 p.

Research output: Contribution to journalArticle

Deletion
Efficient Algorithms
Sequential Patterns
Mining
Customers
4 Citations (Scopus)

A steady-state probabilities model for fuzzy time series forecasting

Kuo, S. C., Chen, C. C., Chen, H. Y., Li, S-T. & Wang, H. J., 2016 Aug 31, Proceedings - 2016 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016. Hiramatsu, A., Matsuo, T., Kanzaki, A. & Komoda, N. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 615-619 5 p. 7557685. (Proceedings - 2016 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Time series
Linguistics
Regression analysis
Logistics
Mathematical models

Constraint selection on monotonic support vector classifiers

Chen, C. C., Chuang, H. C., Cheng, Y. C. & Li, S-T., 2016 Aug 31, Proceedings - 2016 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016. Hiramatsu, A., Matsuo, T., Kanzaki, A. & Komoda, N. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 641-646 6 p. 7557691. (Proceedings - 2016 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Support vector machines
Classifiers
Data mining
3 Citations (Scopus)

Does reliable information matter? Towards a trustworthy co-created recommendation model by mining unboxing reviews

Li, S. T., Pham, T. T., Chuang, H. C. & Wang, Z. W., 2016 Feb 1, In : Information Systems and e-Business Management. 14, 1, p. 71-99 29 p.

Research output: Contribution to journalArticle

Decision making
Mobile phones
Industry
Experiments
2 Citations (Scopus)

Hedonic analysis for consumer electronics using online product reviews

Li, C. W., Chuang, H. C. & Li, S-T., 2016 Aug 31, Proceedings - 2016 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016. Institute of Electrical and Electronics Engineers Inc., p. 609-614 6 p. 7557684

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Consumer electronics
Smartphones
Managers
Decision making
Specifications
2015
21 Citations (Scopus)

A Regularized Monotonic Fuzzy Support Vector Machine Model for Data Mining With Prior Knowledge

Li, S-T. & Chen, C. C., 2015 Oct 1, In : IEEE Transactions on Fuzzy Systems. 23, 5, p. 1713-1727 15 p., 6965607.

Research output: Contribution to journalArticle

Prior Knowledge
Monotonic
Support vector machines
Data mining
Monotonicity
5 Citations (Scopus)

Evolutionary Fuzzy Relational Modeling for Fuzzy Time Series Forecasting

Kuo, S. C., Chen, C. C. & Li, S-T., 2015 Sep 1, In : International Journal of Fuzzy Systems. 17, 3, p. 444-456 13 p., 43.

Research output: Contribution to journalArticle

Fuzzy Time Series
Time Series Forecasting
Time series
Modeling
Historical Data
6 Citations (Scopus)

Incrementally updating the discovered sequential patterns based on pre-large concept

Lin, J. C. W., Hong, T. P., Gan, W., Chen, H. Y. & Li, S-T., 2015 Sep 8, In : Intelligent Data Analysis. 19, 5, p. 1071-1089 19 p.

Research output: Contribution to journalArticle

Sequential Patterns
Updating
Mining
Customers
Tree Algorithms
3 Citations (Scopus)

Using mutually validated memories of experts for case-based knowledge systems

Ho, H. F. & Li, S-T., 2015 Sep 1, In : Knowledge-Based Systems. 86, p. 102-115 14 p.

Research output: Contribution to journalArticle

Case based reasoning
Knowledge based systems
Linguistics
Decision making
Membership functions
2014
29 Citations (Scopus)

Credit rating with a monotonicity-constrained support vector machine model

Chen, C. C. & Li, S. T., 2014 Nov 15, In : Expert Systems With Applications. 41, 16, p. 7235-7247 13 p.

Research output: Contribution to journalArticle

Support vector machines
Experiments
8 Citations (Scopus)

Power planning in ICT infrastructure: A multi-criteria operational performance evaluation approach

Li, S-T. & Chou, W. C., 2014 Jan 1, In : Omega (United Kingdom). 49, p. 134-148 15 p.

Research output: Contribution to journalArticle

Multi-criteria
Technology infrastructure
Information and communication technology
Planning
Staff
2013

A Best-Match Forecasting Model for High-Order Fuzzy Time Series

Cheng, Y. C. & Li, S-T., 2013 Oct 18, Time Series Analysis, Modeling and Applications: A Computational Intelligence Perspective. Pedrycz, W. & Chen, S-M. (eds.). p. 331-345 15 p. (Intelligent Systems Reference Library; vol. 47).

Research output: Chapter in Book/Report/Conference proceedingChapter

time series
Time series
song
Taiwan
uncertainty
37 Citations (Scopus)

A fuzzy conceptualization model for text mining with application in opinion polarity classification

Li, S. T. & Tsai, F. C., 2013 Feb 1, In : Knowledge-Based Systems. 39, p. 23-33 11 p.

Research output: Contribution to journalArticle

Formal concept analysis
Testbeds
Classifiers
Conceptualization
Text mining
2012
2 Citations (Scopus)

An examination of knowledge asset dynamics for competitive advantage in a manufacturing R&D department

Tsai, M. H., Li, S. T. & Lin, C., 2012 Dec 1, In : Asia Pacific Management Review. 17, 4, p. 343-360 18 p.

Research output: Contribution to journalArticle

Knowledge assets
Competitive advantage
Manufacturing
Profitability
Durability
31 Citations (Scopus)

Fuzzy time series forecasting with a probabilistic smoothing hidden Markov model

Cheng, Y. C. & Li, S-T., 2012 Apr 1, In : IEEE Transactions on Fuzzy Systems. 20, 2, p. 291-304 14 p., 6060907.

Research output: Contribution to journalArticle

Fuzzy Time Series
Time Series Forecasting
Hidden Markov models
Markov Model
Forecasting
6 Citations (Scopus)

Harmonizing firms' knowledge and strategies with organizational capabilities

Tsai, W. H., Tsai, M. H., Li, S-T. & Lin, C., 2012 Sep 1, In : Journal of Computer Information Systems. 53, 1, p. 23-32 10 p.

Research output: Contribution to journalArticle

Knowledge management
firm
knowledge gap
knowledge management
knowledge
2011
1 Citation (Scopus)

Applying MDL in PSO for learning Bayesian networks

Kuo, S. C., Wang, H. J., Wei, H. Y., Chen, C. C. & Li, S-T., 2011 Sep 27, FUZZ 2011 - 2011 IEEE International Conference on Fuzzy Systems - Proceedings. p. 1587-1592 6 p. 6007570. (IEEE International Conference on Fuzzy Systems).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Bayesian networks
Bayesian Networks
Particle swarm optimization (PSO)
Particle Swarm Optimization
Structure Learning

A strategic bargaining decision support model for project-based alliance

Yan, M. R. & Li, S. T., 2011 Aug 10, IEEE SSCI 2011 - Symposium Series on Computational Intelligence - MCDM 2011: 2011 IEEE Symposium on Computational Intelligence in Multicriteria Decision-Making. p. 121-128 8 p. 5949262. (IEEE SSCI 2011 - Symposium Series on Computational Intelligence - MCDM 2011: 2011 IEEE Symposium on Computational Intelligence in Multicriteria Decision-Making).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Industry
Game theory
Fuzzy sets
Decision support model
Alliances
26 Citations (Scopus)

A vector forecasting model for fuzzy time series

Li, S-T., Kuo, S. C., Cheng, Y. C. & Chen, C. C., 2011 Apr 1, In : Applied Soft Computing Journal. 11, 3, p. 3125-3134 10 p.

Research output: Contribution to journalArticle

Time series
4 Citations (Scopus)

Conceptual-driven classification for coding advise in health insurance reimbursement

Li, S-T., Chen, C. C. & Huang, F., 2011 Jan 1, In : Artificial Intelligence in Medicine. 51, 1, p. 27-41 15 p.

Research output: Contribution to journalArticle

Health insurance
Health Insurance Reimbursement
International Classification of Diseases
Cerebrovascular Disorders
Patient Discharge Summaries
8 Citations (Scopus)

Noise control in document classification based on fuzzy formal concept analysis

Li, S-T. & Tsai, F. C., 2011 Sep 27, FUZZ 2011 - 2011 IEEE International Conference on Fuzzy Systems - Proceedings. p. 2583-2588 6 p. 6007449. (IEEE International Conference on Fuzzy Systems).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Formal concept analysis
Noise Control
Document Classification
Formal Concept Analysis
Acoustic variables control
3 Citations (Scopus)

Realizing the strategic plan of a top-tier university in Taiwan - A multi-criteria evaluation and alignment

Chou, W. C. & Li, S-T., 2011 Sep 12, ICE-B 2011 - Proceedings of the International Conference on e-Business. p. 31-36 6 p. (ICE-B 2011 - Proceedings of the International Conference on e-Business).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Education
Decision theory
Multi-criteria evaluation
Strategic plan
Alignment
2010
28 Citations (Scopus)

An intelligent decision-support model using FSOM and rule extraction for crime prevention

Li, S-T., Kuo, S. C. & Tsai, F. C., 2010 Jan 1, In : Expert Systems With Applications. 37, 10, p. 7108-7119 12 p.

Research output: Contribution to journalArticle

Crime
Self organizing maps
Law enforcement
Linguistics
Data mining
31 Citations (Scopus)

A stochastic HMM-based forecasting model for fuzzy time series

Li, S-T. & Cheng, Y. C., 2010 Oct 1, In : IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics. 40, 5, p. 1255-1266 12 p., 5356151.

Research output: Contribution to journalArticle

Time series
Taiwan
Monte Carlo Method
Experiments
Stochastic models
15 Citations (Scopus)

Building a taxonomy of a firms knowledge assets: A perspective of durability and profitability

Li, S-T., Tsai, M. H. & Lin, C., 2010 Feb 1, In : Journal of Information Science. 36, 1, p. 36-56 21 p.

Research output: Contribution to journalArticle

Taxonomies
profitability
taxonomy
Profitability
assets
76 Citations (Scopus)
wavelet
transform
periodicity
disaster
principal component analysis
10 Citations (Scopus)

Constructing tree-based knowledge structures from text corpus

Li, S. T. & Tsai, F. C., 2010 Aug 1, In : Applied Intelligence. 33, 1, p. 67-78 12 p.

Research output: Contribution to journalArticle

Macros
Navigation
5 Citations (Scopus)

Deploying knowledge management in R&D workspaces

Chang, W. C. & Li, S-T., 2010 Dec 1, Innovative Knowledge Management: Concepts for Organizational Creativity and Collaborative Design. IGI Global, p. 56-76 21 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

knowledge management
metal industry
research and development
private sector
public sector
36 Citations (Scopus)

Deterministic vector long-term forecasting for fuzzy time series

Li, S. T., Kuo, S. C., Cheng, Y. C. & Chen, C. C., 2010 Jul 1, In : Fuzzy Sets and Systems. 161, 13, p. 1852-1870 19 p.

Research output: Contribution to journalArticle

Fuzzy Time Series
Forecasting
Time series
Higher Order
Time Series Forecasting
2009
20 Citations (Scopus)

A dynamic taxonomy for managing knowledge assets

Li, S. T. & Tsai, M. H., 2009 Apr 1, In : Technovation. 29, 4, p. 284-298 15 p.

Research output: Contribution to journalArticle

Taxonomies
Asset management
Knowledge management
Taxonomy
Knowledge assets
15 Citations (Scopus)

An enhanced deterministic fuzzy time series forecasting model

Li, S-T. & Cheng, Y. C., 2009 Apr 1, In : Cybernetics and Systems. 40, 3, p. 211-235 25 p.

Research output: Contribution to journalArticle

Time series
Redundancy
Fuzzy logic
Costs

Comprehensible knowledge discovery using particle swarm optimization with monotonicity constraints

Chen, C. C., Hsu, C. C., Cheng, Y. C., Li, S. T. & Chan, Y. F., 2009 Dec 1, Opportunities and Challenges for Next-Generation Applied Intelligence. Chien, B-C. (ed.). p. 323-328 6 p. (Studies in Computational Intelligence; vol. 214).

Research output: Chapter in Book/Report/Conference proceedingChapter

Particle swarm optimization (PSO)
Data mining
Classifiers
8 Citations (Scopus)

Concept-guided query expansion for knowledge management with semi-automatic knowledge capturing

Li, S-T. & Tsai, F. C., 2009 Jun 1, In : Journal of Computer Information Systems. 49, 4, p. 53-65 13 p.

Research output: Contribution to journalArticle

Knowledge management
knowledge management
assets
expert knowledge
visualization
19 Citations (Scopus)

Exploiting and transferring presentational knowledge assets in R&D organizations

Li, S-T. & Chang, W. C., 2009 Jan 1, In : Expert Systems With Applications. 36, 1, p. 766-777 12 p.

Research output: Contribution to journalArticle

Content based retrieval
Search engines
Ontology
Navigation

Heuristic-based approach for constructing hierarchical knowledge structures

Tsai, F. C., Cheng, Y. C., Li, S-T. & Chen, C. Y., 2009 Nov 9, Next-Generation Applied Intelligence - 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2009, Proceedings. p. 439-448 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5579 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Interoperability
Macros
Navigation
Visualization
Heuristics
3 Citations (Scopus)

Knowledge discovery on in vitro fertilization clinical data using particle swarm optimization

Chen, C. C., Cheng, Y. C., Hsu, C. C. & Li, S-T., 2009 Nov 18, Proceedings of the 2009 9th IEEE International Conference on Bioinformatics and BioEngineering, BIBE 2009. p. 278-283 6 p. 5211262. (Proceedings of the 2009 9th IEEE International Conference on Bioinformatics and BioEngineering, BIBE 2009).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Fertilization in Vitro
Particle swarm optimization (PSO)
Data mining
Hormones
Physiology
1 Citation (Scopus)

Maintaining pre-large FUSP trees for record deletion

Hong, T. P., Chen, H. Y., Lin, C. W. & Li, S-T., 2009 Nov 20, Proceedings - 2009 International Conference on New Trends in Information and Service Science, NISS 2009. p. 948-953 6 p. 5260742. (Proceedings - 2009 International Conference on New Trends in Information and Service Science, NISS 2009).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data mining
62 Citations (Scopus)

Predicting financial activity with evolutionary fuzzy case-based reasoning

Li, S. T. & Ho, H. F., 2009 Jan 1, In : Expert Systems With Applications. 36, 1, p. 411-422 12 p.

Research output: Contribution to journalArticle

Case based reasoning
Genetic algorithms
Linguistics
Deterioration
Feedback
2008
81 Citations (Scopus)

A FCM-based deterministic forecasting model for fuzzy time series

Li, S. T., Cheng, Y. C. & Lin, S. Y., 2008 Dec 1, In : Computers and Mathematics with Applications. 56, 12, p. 3052-3063 12 p.

Research output: Contribution to journalArticle

Fuzzy Time Series
Fuzzy C-means
Forecasting
Time series
Fuzzy C-means Clustering
28 Citations (Scopus)

A frame knowledge system for managing financial decision knowledge

Shiue, W., Li, S-T. & Chen, K. J., 2008 Oct 1, In : Expert Systems With Applications. 35, 3, p. 1068-1079 12 p.

Research output: Contribution to journalArticle

Knowledge based systems
Decision making
Reusability
Knowledge representation
Knowledge management
2 Citations (Scopus)

A generalized heuristic learning approach to project scheduling problems with resource constraints

Shue, L. Y. & Li, S-T., 2008 Jan 1, In : Journal of the Chinese Institute of Industrial Engineers. 25, 3, p. 204-214 11 p.

Research output: Contribution to journalArticle

Scheduling
Heuristic algorithms
Learning algorithms
Availability
Costs
49 Citations (Scopus)

Business intelligence approach to supporting strategy-making of ISP service management

Li, S. T., Shue, L. Y. & Lee, S. F., 2008 Oct 1, In : Expert Systems With Applications. 35, 3, p. 739-754 16 p.

Research output: Contribution to journalArticle

Internet service providers
Competitive intelligence
Telecommunication industry
Deregulation
Self organizing maps
7 Citations (Scopus)

Design and evaluation of a layered thematic knowledge map system

Li, S. T. & Chang, W. C., 2008 Dec 1, In : Journal of Computer Information Systems. 49, 2, p. 92-103 12 p.

Research output: Contribution to journalArticle

evaluation
Navigation
patent
performance
Self organizing maps