Institute of Information Management

Research Output 1994 2020

2020

An envelopment learning procedure for improving prediction accuracies of grey models

Chen, C. C., Chang, C. J., Zhuang, Z. Y. & Li, D. C., 2020 Jan, In : Computers and Industrial Engineering. 139, 106185.

Research output: Contribution to journalArticle

Time series
Integrated circuits
Industry
Uncertainty

NoteSum: An integrated note summarization system by using text mining algorithms

Wang, H. C., Chen, W. F. & Lin, C. Y., 2020 Mar, In : Information sciences. 513, p. 536-552 17 p.

Research output: Contribution to journalArticle

Text Mining
Summarization
Students
Module
Textbooks

Robust data collection for energy-harvesting wireless sensor networks

Liu, R. S. & Chen, Y. C., 2020 Feb 11, In : Computer Networks. 167, 107025.

Research output: Contribution to journalArticle

Energy harvesting
Sensor nodes
Wireless sensor networks
Sampling
Planning
2019
virtual community
employee
knowledge
convergence theory
interpersonal communication

Extrapolation-based grey model for small-data-set forecasting

Chang, C. J., Li, D. C., Chen, C. C. & Chen, W. C., 2019 Jan 1, In : Economic Computation and Economic Cybernetics Studies and Research. 53, 1, p. 171-182 12 p.

Research output: Contribution to journalArticle

Open Access
GM(1,1)
GM(1,1) Model
Grey Model
Extrapolation
Forecasting
13 Citations (Scopus)
communication
Communication
determinants
interaction

Using virtual samples to improve learning performance for small datasets with multimodal distributions

Li, D. C., Lin, L. S., Chen, C. C. & Yu, W. H., 2019 Nov 1, In : Soft Computing. 23, 22, p. 11883-11900 18 p.

Research output: Contribution to journalArticle

Normal distribution
Learning algorithms
Statistics
Polynomials
Processing
2018
2 Citations (Scopus)

Aggregating predictions of multi-models for the small dataset learning tasks in the TFT-LCD process

Li, D. C. & Chen, H. Y., 2018 Feb 1, In : International Journal of Advanced Manufacturing Technology. 94, 5-8, p. 2281-2291 11 p.

Research output: Contribution to journalArticle

Liquid crystal displays
Thin film transistors
Membership functions
Product development
Agglomeration
1 Citation (Scopus)

A new grey prediction model for the return material authorization process in the TFT-LCD industry

Li, D. C., Yeh, C. W., Chen, C. C. & Wang, Y. T., 2018 May 1, In : International Journal of Advanced Manufacturing Technology. 96, 5-8, p. 2149-2160 12 p.

Research output: Contribution to journalArticle

Thin film transistors
Liquid crystal displays
Industry
Life cycle
Customer satisfaction
3 Citations (Scopus)

Constructing patent maps using text mining to sustainably detect potential technological opportunities

Wang, H. C., Chi, Y. C. & Hsin, P. L., 2018 Oct 17, In : Sustainability (Switzerland). 10, 10, 3729.

Research output: Contribution to journalArticle

patent
Visualization
Word processing
Intellectual property
Glossaries

Latent-Function-Based Residual Discrete Grey Model for Short-Term Demand Forecasting

Chang, C. J., Dai, W. L., Li, D. C. & Chen, C. C., 2018 Apr 3, In : Cybernetics and Systems. 49, 3, p. 170-180 11 p.

Research output: Contribution to journalArticle

Thin film transistors
Liquid crystal displays
Backpropagation
Managers
Topology
3 Citations (Scopus)

Rebuilding sample distributions for small dataset learning

Li, D. C., Lin, W. K., Chen, C. C., Chen, H. Y. & Lin, L. S., 2018 Jan, In : Decision Support Systems. 105, p. 66-76 11 p.

Research output: Contribution to journalArticle

Learning
Sampling
Thin film transistors
Liquid crystal displays
Backpropagation
4 Citations (Scopus)

Time effect of disconfirmation on online shopping

Lin, C., Wei, Y. H. & Lekhawipat, W., 2018 Jan 2, In : Behaviour and Information Technology. 37, 1, p. 87-101 15 p.

Research output: Contribution to journalArticle

purchase
customer
Cognition
electronic business
cognition
1 Citation (Scopus)
High-Volume Hospitals
Percutaneous Coronary Intervention
Low-Volume Hospitals
Mortality
Quality of Health Care
2017
19 Citations (Scopus)

Dependency Analysis of Accuracy Estimates in k-Fold Cross Validation

Wong, T. T. & Yang, N. Y., 2017 Nov 1, In : IEEE Transactions on Knowledge and Data Engineering. 29, 11, p. 2417-2427 11 p., 8012491.

Research output: Contribution to journalArticle

Statistical methods
8 Citations (Scopus)

Detecting representative data and generating synthetic samples to improve learning accuracy with imbalanced data sets

Li, D. C., Hu, S. C., Lin, L. S. & Yeh, C. W., 2017 Aug, In : PloS one. 12, 8, e0181853.

Research output: Contribution to journalArticle

learning
Learning
processing technology
Processing
artificial intelligence

Explaining online customer repurchase intentions from a relationship-marketing perspective: An integration of the 4Rs marketing strategy and customer trust

Lin, M. J. & Wang, W. T., 2017 Jun 19, Mobile Commerce: Concepts, Methodologies, Tools, and Applications. IGI Global, Vol. 3. p. 1230-1259 30 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Marketing
Customer trust
Repurchase intention
Marketing strategy
Customer satisfaction
10 Citations (Scopus)
Sampling
Statistics
5 Citations (Scopus)

The attribute-trend-similarity method to improve learning performance for small datasets

Li, D. C., Lin, W. K., Lin, L. S., Chen, C. C. & Huang, W. T., 2017 Apr 3, In : International Journal of Production Research. 55, 7, p. 1898-1913 16 p.

Research output: Contribution to journalArticle

Learning algorithms
Membership functions
Backpropagation
Linear regression
Learning systems
2016
6 Citations (Scopus)

Achieving a firm’s competitive advantage through dynamic capability

Lin, C. & Tsai, H. L., 2016 Jul 4, In : Baltic Journal of Management. 11, 3, p. 260-285 26 p.

Research output: Contribution to journalArticle

Resource allocation
Managers
Dynamic capabilities
Competitive advantage
Top management
4 Citations (Scopus)

A learning approach with under-and over-sampling for imbalanced data sets

Yeh, C. W., Li, D. C., Lin, L. S. & Tsai, T. I., 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. 725-729 5 p. 7557706. (Proceedings - 2016 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016).

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

Sampling
7 Citations (Scopus)
Smart Grid
Electricity
Power generation
Game
Battery
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, 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
3 Citations (Scopus)
Parameter estimation
Classifiers
Covariance matrix
Computational efficiency
Statistics
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
2 Citations (Scopus)

Extending sample information for small data set prediction

Chen, H. Y., Li, D. C. & Lin, L. S., 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. 710-714 5 p. 7557703. (Proceedings - 2016 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016).

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

Fuzzy rules
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. Hiramatsu, A., Matsuo, T., Kanzaki, A. & Komoda, N. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 609-614 6 p. 7557684. (Proceedings - 2016 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016).

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

Consumer electronics
Smartphones
Managers
Decision making
Specifications
3 Citations (Scopus)

Improving Recommendation Accuracy by Considering Electronic Word-of-Mouth and the Effects of Its Propagation Using Collective Matrix Factorization

Liu, R. S. & Yang, T. C., 2016 Oct 11, Proceedings - 2016 IEEE 14th International Conference on Dependable, Autonomic and Secure Computing, DASC 2016, 2016 IEEE 14th International Conference on Pervasive Intelligence and Computing, PICom 2016, 2016 IEEE 2nd International Conference on Big Data Intelligence and Computing, DataCom 2016 and 2016 IEEE Cyber Science and Technology Congress, CyberSciTech 2016, DASC-PICom-DataCom-CyberSciTech 2016. Wang, K. I-K., Jin, Q., Bhuiyan, M. Z. A., Zhang, Q. & Hsu, C-H. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 696-703 8 p. 7588922. (Proceedings - 2016 IEEE 14th International Conference on Dependable, Autonomic and Secure Computing, DASC 2016, 2016 IEEE 14th International Conference on Pervasive Intelligence and Computing, PICom 2016, 2016 IEEE 2nd International Conference on Big Data Intelligence and Computing, DataCom 2016 and 2016 IEEE Cyber Science and Technology Congress, CyberSciTech 2016, DASC-PICom-DataCom-CyberSciTech 2016).

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

Factorization
Recommender systems
Sales
History
Experiments
1 Citation (Scopus)

Improving virtual sample generation for small sample learning with dependent attributes

Lin, L. S., Li, D. C. & Pan, C. W., 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. 715-718 4 p. 7557704. (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
Life cycle
Industry
Experiments

The adoption of cloud computing services: The moderating effect of organizational culture

Wang, W. T. & Chang, C. F., 2016 Jan 1, Pacific Asia Conference on Information Systems, PACIS 2016 - Proceedings. Pacific Asia Conference on Information Systems, (Pacific Asia Conference on Information Systems, PACIS 2016 - Proceedings).

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

Cloud computing
Data privacy
Security of data
Quality of service
Information systems
2 Citations (Scopus)

The effect of online peer assessment in engineering education: A quasi-experimental study

Wang, H. C., Hsieh, Y. J. & Chen, W. F., 2016 Jan 1, In : International Journal of Engineering Education. 32, 1, p. 199-208 10 p.

Research output: Contribution to journalArticle

Engineering education
Systems analysis
engineering
Students
education
1 Citation (Scopus)

Using a diffusion wavelet neural network for short-term time series learning in the wafer level chip scale package process

Li, D. C., Yeh, C. W., Chen, C. C. & Shih, H. T., 2016 Dec 1, In : Journal of Intelligent Manufacturing. 27, 6, p. 1261-1272 12 p.

Research output: Contribution to journalArticle

Chip scale packages
Time series
Neural networks
Metallic films
Statistical process control
2015
1 Citation (Scopus)

A feature selection approach for automatic e-book classification based on discourse segmentation

Guo, J. L., Wang, H. C. & Lai, M. W., 2015 Feb 2, In : Program. 49, 1, p. 2-22 21 p.

Research output: Contribution to journalArticle

Feature extraction
discourse
Support vector machines
text analysis
role play
33 Citations (Scopus)

A novel gray forecasting model based on the box plot for small manufacturing data sets

Chang, C. J., Li, D. C., Huang, Y. H. & Chen, C. C., 2015 Jun 4, In : Applied Mathematics and Computation. 265, p. 400-408 9 p.

Research output: Contribution to journalArticle

Box plot
Forecasting
Manufacturing
Model-based
Grey Model
2 Citations (Scopus)
Marketing
Customer trust
Repurchase intention
Marketing strategy
Customer satisfaction
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
10 Citations (Scopus)

Practical information diffusion techniques to accelerate new product pilot runs

Li, D. C., Chen, W. C., Chang, C. J., Chen, C. C. & Wen, I. H., 2015 Sep 2, In : International Journal of Production Research. 53, 17, p. 5310-5319 10 p.

Research output: Contribution to journalArticle

Liquid crystal displays
Linear regression
Learning algorithms
Data mining
Learning systems
2014
22 Citations (Scopus)

A forecasting model for small non-equigap data sets considering data weights and occurrence possibilities

Chang, C. J., Li, D. C., Chen, C. C. & Chen, C. S., 2014 Jan 1, In : Computers and Industrial Engineering. 67, 1, p. 139-145 7 p.

Research output: Contribution to journalArticle

System theory
4 Citations (Scopus)

A genetic algorithm-based approach for single-machine scheduling with learning effect and release time

Li, D. C., Hsu, P. H. & Chang, C. C., 2014, In : Mathematical Problems in Engineering. 2014, 249493.

Research output: Contribution to journalArticle

Learning Effect
Release Time
Single Machine Scheduling
Genetic algorithms
Scheduling
15 Citations (Scopus)

A latent information function to extend domain attributes to improve the accuracy of small-data-set forecasting

Chang, C. J., Li, D. C., Dai, W. L. & Chen, C. C., 2014 Apr 10, In : Neurocomputing. 129, p. 343-349 7 p.

Research output: Contribution to journalArticle

Time series
Aluminum
Sample Size
Research
Datasets
Literature
technical literature
Gene expression
Learning
regulation
2 Citations (Scopus)

Employing box plots to build high-dimensional manufacturing models for new products in TFT-LCD plants

Li, D. C., Huang, W. T., Chen, C. C. & Chang, C. J., 2014 Oct 22, In : Neurocomputing. 142, p. 73-85 13 p.

Research output: Contribution to journalArticle

Liquid crystal displays
Learning
Backpropagation
Sample Size
Neural networks
2013
6 Citations (Scopus)

A Grey-based rolling procedure for short-term forecasting using limited time series data

Chang, C. J., Li, D. C., Chen, C. C. & Dai, W. L., 2013 Sep 16, In : Economic Computation and Economic Cybernetics Studies and Research. 47, 3, p. 75-90 16 p.

Research output: Contribution to journalArticle

Time Series Data
Forecasting
Time series
GM(1,1)
Grey Theory
6 Citations (Scopus)

Competitive two-agent scheduling with learning effect and release times on a single machine

Li, D. C. & Hsu, P. H., 2013 Sep 3, In : Mathematical Problems in Engineering. 2013, 754826.

Research output: Contribution to journalArticle

Learning Effect
Release Time
Single Machine
Scheduling
Optimal Solution
19 Citations (Scopus)
Communication
Testing
learning
Availability
Detectors
10 Citations (Scopus)

Employing virtual samples to build early high-dimensional manufacturing models

Li, D. C., Huang, W. T., Chen, C. C. & Chang, C. J., 2013 Jun 1, In : International Journal of Production Research. 51, 11, p. 3206-3224 19 p.

Research output: Contribution to journalArticle

Thin film transistors
Liquid crystal displays
Backpropagation
Learning algorithms
Sensitivity analysis
5 Citations (Scopus)

Impact of cultural differences on foreign customers' perceived local services

Lin, C., Nguyen, C. & Lin, B., 2013 Sep 20, In : Journal of Services Marketing. 27, 6, p. 500-510 11 p.

Research output: Contribution to journalArticle

Cultural differences
Customer perception
Service provider
Design methodology
Functionality
2 Citations (Scopus)
Transcription factors
Transcription Factors
Genes
Gene expression
Pattern recognition
11 Citations (Scopus)

Utilizing an adaptive grey model for short-term time series forecasting: A case study of wafer-level packaging

Chang, C. J., Li, D. C., Dai, W. L. & Chen, C. C., 2013 Aug 19, In : Mathematical Problems in Engineering. 2013, 526806.

Research output: Contribution to journalArticle

Grey Model
Time Series Forecasting
Packaging
Wafer
Time series