Journal Papers

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ORCID: orcid.org/0000-0002-7911-2253

*Corresponding author

1. Che-Cheng Chang, Tzu-Chi Liu, Chi-Jie Lu, Hou-Chang Chiu,Wei-Ning Lin* (2024/12), Explainable machine learning model for identifying key gut microbes and metabolites biomarkers associated with myasthenia gravis, Computational and Structural Biotechnology Journal, 23:1572-1583(SCI) https://doi.org/10.1016/j.csbj.2024.04.025  

2. Ming-Shu Chen, Tzu-Chi Liu, Mao-Jhen Jhou, Chih-Te Yang, and Chi-Jie Lu* (2024/4), Analyzing Longitudinal Health Screening Data with Feature Ensemble and Machine Learning Techniques: Investigating Diagnostic Risk Factors of Metabolic Syndrome for Chronic Kidney Disease Stages 3a to 3b, Diagnostics, 14(8): 825 (SCI) https://doi.org/10.3390/diagnostics14080825  

3. Ting-Jen Chang, Tian-Shyug Lee, Chih-Te Yang, Chi-Jie Lu* (2023/12), A ternary-frequency cryptocurrency price prediction scheme by ensemble of clustering and reconstructing intrinsic mode functions based on CEEMDAN, Expert Systems with Applications, 233:121008 (SCI) https://doi.org/10.1016/j.eswa.2023.121008 

4. Ming-Hsien Tsai, Mao-Jhen Jhou, Tzu-Chi Liu, Yu-Wei Fang, Chi-Jie Lu* (2023/10), An Integrated Machine Learning Predictive Scheme for Longitudinal Laboratory Data to Evaluate the Factors Determining Renal Function Changes in Patients with Different Chronic Kidney Disease Stages, Frontiers in Medicine, 10:1155426. (SCI) https://doi.org/10.3389/fmed.2023.1155426

5. Tian-Shyug Lee, Chi-Jie Lu*. (2023/3). Health Informatics: The Foundations of Public Health, Healthcare, 11(6): 798. (SCI) https://doi.org/10.3390/healthcare11060798

6.  Hung-Hsiang Huang, Shang-Ju Hsieh, Ming-Shu Chen, Mao-Jhen Jhou, Tzu-Chi Liu, Hsiang-Li Shen, Chih-Te Yang, Chung-Chih Hung, Ya-Yen Yu, and Chi-Jie Lu*. (2023/2). "Machine Learning Predictive Models for Evaluating Risk Factors Affecting Sperm Count: Predictions Based on Health Screening Indicators" Journal of Clinical Medicine 12(3): 1220.(SCI)  

7. Mao-Jhen Jhou, Ming-Shu Chen, Tian-Shyug Lee, Chih-Te Yang, Yen-Ling Chiu, and Chi-Jie Lu* (2022/12). A Hybrid Risk Factor Evaluation Scheme for Metabolic Syndrome and Stage 3 Chronic Kidney Disease Based on Multiple Machine Learning Techniques. Healthcare, 10(12):  2496 (SCI) 

8. Chi-Jie Lu, Ming Gu, Tian-Shyug Lee, Chih-Te Yang* (2022/11). Integrated multistage supply chain inventory model of multiple retailers with imperfect production and inspection systems. Soft Computing, 26: 12057-12075 (SCI). 

9. Chi-Jie Lu、 Ming Gu、 Tian-Shyug Lee、 Chih-Te Yang*，(2022/09)「Impact of carbon emission policy combinations on the optimal production-inventory decisions for deteriorating items」 ，Expert Systems with Applications，201：117234 (SCI)

10. Chi-Chang Chang、 Chi-Jie Lu、 Chih-Te Yang，(2022/08)「Multistage supply chain production–inventory model with collaborative preservation technology investment」 ，Scientia Iranica，29(4): 2099-2114  (SCI)

11. Pen-Chih Liao、 Ming-Shu Chen、 Mao-Jhen Jhou、 Tsan-Chi Chen、 Chih-Te Yang、 Chi-Jie Lu*， (2022/08)「Integrating Health Data-Driven Machine Learning Algorithms to Evaluate Risk Factors of Early Stage Hypertension at Different Levels of HDL and LDL Cholesterol」 ，Diagnostics，12(8)：1965  (SCI) 

12. Cheuk-Kay Sun、 Yun-Xuan Tang、 Tzu-Chi Liu、 Chi-Jie Lu*，(2022/08)「An Integrated Machine Learning Scheme for Predicting Mammographic Anomalies in High-Risk Individuals Using Questionnaire-Based Predictors」 ，International Journal of Environmental Research and Public Health，19(15)：9756 (SSCI) 

13. Li-Ying Huang、 Fang-Yu Chen、 Mao-Jhen Jhou、 Chun-Heng Kuo、 Chung-Ze Wu、 Chieh-Hua Lu、 Yen-Lin Chen、 Dee Pei、 Yu-Fang Cheng、 Chi-Jie Lu*，(2022/06)「Comparing Multiple Linear Regression and Machine Learning in Predicting Diabetic Urine Albumin–Creatinine Ratio in a 4-Year Follow-Up Study」 ，Journal of Clinical Medicine，11(13)：3661 (SCI) 

14. Yung-Chuan Huang、 Yu-Chen Cheng、 Mao-Jhen Jhou、 Mingchih Chen、 Chi-Jie Lu*，(2022/05)「Important Risk Factors in Patients with Nonvalvular Atrial Fibrillation Taking Dabigatran Using Integrated Machine Learning Scheme—A Post Hoc Analysis」 ，Journal of Personalized Medicine，12(5)：756 (SCI) 

15. Hsiu-Chang Tsao、 Chi-Jie Lu*，(2022/02) 「Assessing the Impact of Aviation Noise on Housing Prices Using New Estimated Noise Value: The Case of Taiwan Taoyuan International Airport」 ，Sustainability，14(3)：1713 (SCI) 

16. Ting-Jen Chang、 Samantha Lee、 Jonathan Lee、 Chi-Jie Lu*，(2022/01)「An Interval-Valued Time Series Forecasting Scheme With Probability Distribution Features for Electric Power Generation Prediction」 ，IEEE Access，10：6417-6429 (SCI) 

17. Che-Cheng Chang、 Jiann-Horng Yeh、 Hou-Chang Chiu、 Mao-Jhen Jhou、 Tzu-Chi Liu、 Chi-Jie Lu*，(2022/01)「Utilization of Decision Tree Algorithms for Supporting the Prediction of Intensive Care Unit Admission of Myasthenia Gravis: A Machine Learning-Based Approach」 ，Journal of Personalized Medicine，12(1)：32 (SCI) 

18. Chi-Chang Chang、 Tse-Hung Huang、 Pei-Wei Shueng、 Ssu-Han Chen、 Chun-Chia Chen、 Chi-Jie Lu、 Yi-Ju Tseng，(2021/11)「Developing a Stacked Ensemble-Based Classification Scheme to Predict Second Primary Cancers in Head and Neck Cancer Survivors」 ，International Journal of Environmental Research and Public Health，18(23)：12499 (SSCI)

19. Yen-Ling Chiu、 Mao-Jhen Jhou、 Tian-Shyug Lee、 Chi-Jie Lu*、 Ming-Shu Chen*，(2021/10)「Health Data-Driven Machine Learning Algorithms Applied to Risk Indicators Assessment for Chronic Kidney Disease」 ，Risk Management and Healthcare Policy，2021(14)：4401—4412 (SCI) 

20. Che-Cheng Chang、 Jiann-Horng Yeh、 Yen-Ming Chen、 Mao-Jhen Jhou、 Chi-Jie Lu*，(2021-09-26)「Clinical Predictors of Prolonged Hospital Stay in Patients with Myasthenia Gravis: A Study Using Machine Learning Algorithms」 ，Journal of Clinical Medicine，10(19)：4393 (SCI) 

21. Chao-Wei Wu、 Hsiang-Li Shen、 Chi-Jie Lu、 Ssu-Han Chen、 Hsin-Yi Chen，(2021-09-19)「Comparison of Different Machine Learning Classifiers for Glaucoma Diagnosis based on Spectralis OCT」 ，Diagnostics，11(9)：1718(SCI) 

22. I-Fei Chen、 Chi-Jie Lu*，(2021-09-03)「Demand Forecasting for Multichannel Fashion Retailers by Integrating Clustering and Machine Learning Algorithms」 ，Processes，9(9)：1578 (SCI) 

23. Chi-Jie Lu、 Tian-Shyug Lee、 Chien-Chih Wang、 Wei-Jen Chen，(2021-09-01)「Improving Sports Outcome Prediction Process Using Integrating Adaptive Weighted Features and Machine Learning Techniques」 ，Processes，9(9)：1563 (SCI)

24. Wei-Jen Chen、 Mao-Jhen Jhou、 Tian-Shyug Lee、 Chi-Jie Lu*，(2021-04-17)「Hybrid Basketball Game Outcome Prediction Model by Integrating Data Mining Methods for the National Basketball Association」 ，Entropy，23(4)：477 (SCI)

25. Ming Gu、 Chia-Chen Liu、 Chi-Chieh Hsu、 Chi-Jie Lu、 Tian-Shyug Lee、 Mingchih Chen、 Chien-Chang Ho，(2021-03-25)「Associations of sleep duration with physical fitness performance and self-perception of health: a cross-sectional study of Taiwanese adults aged 23-45」 ，BMC Public Health，21：594 (SCI)

26. Ming Gu、 Chi-Jie Lu、 Tian-Shyug Lee、 Mingchih Chen、 Chih-Kuang Liu、 Ching-Lin Chen，(2021-02-10)「Prevalence and Risk Factors of Metabolic Syndrome among the Homeless in Taipei City: A Cross-Sectional Study」 ，International Journal of Environmental Research and Public Health，18(4)：1716 (SSCI)

27. 曹修章、 呂奇傑*、 周茂振，(2020-12-30)「應用特徵價格法探討航空噪音對於房地產價格之影響-以桃園國際機場為例」 ，運輸學刊，32(4)：401-426 (TSSCI) 

28. Tzu-En Wu、 Hsin-An Chen、 Mao-Jhen Jhou、 Yen-Ning Chen、 Ting-Jen Chang、 Chi-Jie Lu*，(2020-12-30)「Evaluating the Effect of Topical Atropine Use for Myopia Control on Intraocular Pressure by Using Machine Learning」 ，Journal of Clinical Medicine，10(1)：111 (SCI) 

29. Chi-Jie Lu、 Chih-Te Yang、 Hsiu-Feng Yen，(2020-10-10)「Stackelberg game approach for sustainable production-inventory model with collaborative investment in technology for reducing carbon emissions」 ，Journal of Cleaner Production，270：121963 (SCI)

30. Chi-Jie Lu、 Tian-Shyug Lee、 Ming Gu、 Chih-Te Yang，(2020-07-16)「A Multistage Sustainable Production–Inventory Model with Carbon Emission Reduction and Price-Dependent Demand under Stackelberg Game」 ，Applied Sciences，10(14)：4878 (SCI)

31. Chin-Chuan Shih、 Chi-Jie Lu、 Gin-Den Chen、 Chi-Chang Chang，(2020-07-10)「Risk Prediction for Early Chronic Kidney Disease: Results from an Adult Health Examination Program of 19,270 Individuals」 ，International Journal of Environmental Research and Public Health，17(14)：4973 (SSCI)

32. Tian-Shyug Lee、 I-Fei Chen、 Ting-Jen Chang、 Chi-Jie Lu*，(2020-07-01)「Forecasting Weekly Influenza Outpatient Visits Using a Two-Dimensional Hierarchical Decision Tree Scheme」 ，International Journal of Environmental Research and Public Health，17(13)：4743 (SSCI) 

33. Chi-Chieh Hsu、 Ming Gu、 Tian-Shyug Lee、 Chi-Jie Lu*，(2020-03-15)「The Effects of Daily Sleep Condition on Performances of Physical Fitness among Taiwanese Adults: A Cross-Sectional Study」 ，International Journal of Environmental Research and Public Health，17(6)：1907 (SSCI) 

34. Wen-Chien Ting、 Horng-Rong Chang、 Chi-Chang Chang、 Chi-Jie Lu*，(2020-02-17)「Developing a Novel Machine Learning-Based Classification Scheme for Predicting SPCs in Colorectal Cancer Survivors」 ，Applied Sciences，10(4)：1355 (SCI) 

35. Chi-Chang Chang、 Chi-Jie Lu、 Chalong Cheewakriangkrai、 Su-Hsin Chang，(2018-06-18)「Computational Intelligence Technologies Meet Medical Informatics-From Prediction to Prognosis」 ，Journal of Universal Computer Science，24(6)：662-664 (SCI) 

36. Yuehjen E. Shao、 Po-Yu Chang、 Chi-Jie Lu，(2017-10-22)「Applying Two-Stage Neural Network Based Classifiers to the Identification of Mixture Control Chart Patterns for an SPC-EPC Process」 ，Complexity，2017：2323082 (SCI)

37. I-Fei Chen、 Chi-Jie Lu*， (2017-09-01)「Sales forecasting by combining clustering and machine-learning techniques for computer retailing」 ，Neural Computing and Applications，28：2633-2647  (SCI) 

38. Chih-Jen Tseng、 Chi-Jie Lu、 Chi-Chang Chang、 Gin-Den Chen、 Chalong Cheewakriangkrai，(2017-05-01)「Integration of data mining classification techniques and ensemble learning to identify risk factors and diagnosis ovarian cancer recurrence」 ，Artificial Intelligence in Medicine，78 ：47-54  (SCI)

39. Chi-Jie Lu、 Ling-Jing Kao，(2016-10-01)「A clustering-based sales forecasting scheme by using extreme learning machine and ensembling linkage methods with applications to computer server」 ，Engineering Applications of Artificial Intelligence，55 ：231-238  (SCI)

40. Ling-Jing Kao、 Tian-Shyug Lee、 Chi-Jie Lu*，(2016-06-01)「A multi-stage control chart pattern recognition scheme based on independent component analysis and support vector machine」 ，Journal of Intelligent Manufacturing，27：653-66 (SCI) 

41. Chih-Jen Tseng、 Chi-Jie Lu、 Chi-Chang Chang、 Gin-Den Chen， (2014-05-01)「Application of machine learning to predict the recurrence-proneness for cervical cancer」 ，Neural Computing and Applications，24：1311-131 (SCI)

42. Yuehjen E. Shao、 Chi-Jie Lu、 Chia-Ding Hou，(2014-04-01)「Hybrid Soft Computing Schemes for the Prediction of Import Demand of Crude Oil in Taiwan」 ，Mathematical Problems in Engineering， 2014: 257947 (SCI)

43. Chi-Jie Lu，(2014-03-01)「Sales Forecasting of Computer Products Based on Variable Selection Scheme and Support Vector Regression」 ，Neurocomputing，128：491-499 (SCI) 

44. Chi-Jie Lu、 Yuehjen E. Shao、 Chin-Chan Li，(2014-03-01)「Recognition of concurrent control chart patterns by integrating ICA and SVM」 ，Applied Mathematics & Information Sciences，8：681-689 (SCI)

45. Chi-Jie Lu*，(2013-12-1)「Hybridizing nonlinear independent component analysis and support vector regression with particle swarm optimization for stock index forecasting」 ，Neural Computing and Applications，23：2417-2427(SCI)  

46. Wensheng Dai、 Yuehjen E. Shao、 Chi-Jie Lu*，(2013-11-1)「Incorporating feature selection method into support vector regression for stock index forecasting」 ，Neural Computing and Applications，23：1551-1561 (SCI)  

47. Ling-Jing Kao、 Chih-Chou Chiu、 Chi-Jie Lu*、 Chih-Hsiang Chang，(2013-02-01)「A hybrid approach by integrating wavelet-based feature extraction with MARS and SVR for stock index forecasting」 ，Decision Support Systems，54：1228-1244 (SCI)  

48. Ling-Jing Kao、 Chih-Chou Chiu、 Chi-Jie Lu*、 Jung-Li Yang，(2013-01-01)「Integration of nonlinear independent component analysis and support vector regression for stock price forecasting」 ，Neurocomputing，99：534-542 (SCI) 

49. Chi-Jie Lu、 Yuehjen E. Shao，(2012-12-1)「Forecasting computer products sales by integrating ensemble empirical mode decomposition and extreme learning machine」 ，Mathematical Problems in Engineering， 2012：831201 (SCI)

50. Chi-Jie Lu、 Tian-Shyug Lee、 Chia-Mei Lian，(2012-12-01)「Sales forecasting for computer wholesalers: A comparison of multivariate adaptive regression splines and artificial neural networks」 ，Decision Support Systems，54：584-596 (SCI)  

51. Yuehjen E. Shao、 Chi-Jie Lu*、 Yu-Chiun Wang，(2012-09-01)「A hybrid ICA-SVM approach for determining the quality variables at fault in a multivariate process」 ，Mathematical Problems in Engineering，2012：284910(SCI) 

52. Chi-Jie Lu*，(2012-06-01)「An independent component analysis-based disturbance separation scheme for statistical process monitoring」 ，Journal of Intelligent Manufacturing，23：561-573 (SCI)  (Corresponding author)

53. Wensheng Dai、 Jui-Yu Wu、 Chi-Jie Lu*，(2012-03-01)「Combining nonlinear independent component analysis and neural network for the prediction of Asian stock market indexes」 ，Expert Systems with Applications，39 ：4444-4452 (SCI) 

54. Chi-Jie Lu、 Jui-Yu Wu，(2011-12-01)「An efficient CMAC neural network for stock index forecasting」 ，Expert Systems with Applications，38：15194-15 (SCI) 

55. Chi-Jie Lu、 Yuehjen E Shao、 Bo-Shun Li，(2011-05-01)「Mixture control chart patterns recognition using independent component analysis and support vector machine」 ，Neurocomputing，74(11)：1908-1914 (SCI)

56. Ling-Jing Kao、 Chi-Jie Lu、 Chih-Chou Chiu，(2011-04-01)「Efficiency measurement using independent component analysis and data envelopment analysis」 ，European Journal of Operational Research，210：310-317 (SCI)

57. Chi-Jie Lu、 Yen-Wen Wang ，(2010-12-01)「Combining independent component analysis and growing hierarchical self-organizing maps with support vector regression in product demand forecasting」 ，International Journal of Production Economics，128(2)：603-613 (SCI)

58. Chi-Jie Lu*，(2010-10-01)「Integrating independent component analysis-based denoising scheme with neural network for stock price prediction」 ，Expert Systems with Applications，37(10)：7056-7064 (SCI)  (Corresponding author)

59. Chi-Jie Lu、 Tian-Shyug Lee、 Chih-Chou Chiu，(2009-05-01)「Financial time series forecasting using independent component analysis and support vector regression」 ，Decision Support Systems，47：115-125 (SCI)

60. 呂奇傑、 邱志洲、 李天行、 阮志勳，(2009-03-01)「應用獨立成分分析與蕭華特管制圖於統計製程監控」 ，中山管理評論，17：81-114 (TSSCI)

61. 呂奇傑、 李天行、 高人龍、 陳學群，(2008-12-01)「結合獨立成份分析與類神經網路於財務時間序列預測模式之建構」 ，交大管理學報，28：187-216 (TSSCI)

62. Chi-Jie Lu、 Du-Ming Tsai，(2008-07-01)「Independent component analysis-based defect detection in patterned liquid crystal display surfaces」 ，Image and Vision Computing，28：955-970 (SCI)

63. Chi-Jie Lu、 Chung-Min Wu、 Ching-Jui Keng、 Chih-Chou Chiu，(2008-02-01)「Integrating application of SPC/EPC/ICA and neural networks」 ，International Journal of Production Research，46(4)：873-893 (SCI)

64. 呂奇傑、 李天行、 陳學群，(2007-10-01)「應用獨立成份分析與支援向量迴歸於財務時間序列預測」 ，資訊管理學報，14(4)：161-183 (TSSCI)

65. Du-Ming Tsai、 Ping-Chieh Lin、 Chi-Jie Lu，(2006-09-01)「An independent component analysis based filter design for defect detection in low-contrast surface images」 ，Pattern Recognition，39：1679-1694 (SCI)

66. Tian-Shyug Lee、 Chih-Chou Chiu、 Y. C. Chou、 Chi-Jie Lu，(2006-02-24)「Mining the customer credit using classification and regression tree and multivariate adaptive regression splines」 ，Computational Statistics & Data Analysis，50：1113-1130 (SCI)

67. Chi-Jie Lu、 Du-Ming Tsai，(2005-01-01)「Automatic defect inspection for LCDs using singular value decomposition」 ，International Journal of Advanced Manufacturing Technology，25 ：53-61 (SCI)

68. Chi-Jie Lu、 Du-Ming Tsai，(2004-10-15)「Defect inspection of patterned TFT-LCDs using a fast sub-image based SVD」 ，International Journal of Production Research，42：4331-435 (SCI)

69. Tian-Shyug Lee、 Chih-Chou Chiu、 Chi-Jie Lu、 I- Fei Chen，(2002-10-01)「Credit scoring using hybrid neural discriminant technique」 ，Expert Systems with Applications，23：245-254 (SCI)