沈俊宏 老師

作者 : 許琳翔 發佈日期 : 2022-07-21
1
學歷： 國立中山大學 資訊工程博士
專長： 資料探勘、適地性服務、空間資料庫、無線資訊系統
辦公室： 立德樓 C1-705
電話： 037-381505
Email： shenjh@nuu.edu.tw
 教師經歷
 
  • 國立聯合大學資訊管理系 助理教授 (111.8  ~ 迄今)
  • 亞洲大學資訊傳播學系 副教授 (104.2 ~ 111.7)
  • 亞洲大學資訊傳播學系 助理教授 (98.8 ~ 104.1)
  • 中國醫藥大學附設醫院 醫學研究部顧問 (105.6 ~ 111.7)
 開設課程
  計算機概論、機器學習
 論文著作
    期刊論文
     
  1. Ye-In Chang, Stephen Shei-Dei Yang, Yao-Chi Chuang, Jun-Hong Shen*, Chi-Chih Lin, and Chia-En Li, “Automatic Classification of Uroflow Patterns via the Grading-based Approach,” Journal of Information Science and Engineering, Vol. 38, No. 2, pp. 463–477, March 2022. (SCI)
  2. Jun-Hong Shen, Mu-Yen Chen*, Ching-Ta Lu, and Rou-Hua Wang, "Monitoring Spatial Keyword Queries Based on Resident Domains of Mobile Objects in IoT Environments," Mobile Networks and Applications, Vol. 27, pp. 208–218, Feb. 2022. (SCI)
  3. SoonHyeong Jeong, Jun-Hong Shen, and Byeongtae Ahn*, “A Study on Smart Healthcare Monitoring Using IoT Based on Blockchain,” Wireless Communications and Mobile Computing, Vol. 2021, Article ID 9932091, May 2021. (SCI)
  4. Ching-Ta Lu*, Ling-Ling Wang, Jun-Hong Shen, and Jia-An Lin, "Image Enhancement Using Deep-Learning Fully-Connected-Neural-Network Mean Filter," The Journal of Supercomputing, Vol. 77, No. 3, pp. 3144–3164, March 2021. (SCI)
  5. Ye-In Chang, Jun-Hong Shen*, Chia-En Li, Zih-Siang Chen, Ming-Hsuan Tu, "Mining Image Frequent Patterns based on a Frequent Pattern List in Image Databases," The Journal of Supercomputing, Vol. 76, No. 4, pp. 2597–2621 April 2020. (SCI)
  6. Jun-Hong Shen*, Ching-Ta Lu, Mu-Yen Chen, and Neil Yen, "Grid-based Indexing with Expansion of Resident Domains for Monitoring Moving Objects," The Journal of Supercomputing, Vol. 76, pp. 1482–1501, Mar. 2020. (SCI)
  7. Jun-Hong Shen, Cheng-Jung Yu, Ching-Ta Lu, WenYen Lin, Neil Y. Yen*, Tien-Chi Huang, and Hong-Ray Chu, "Spatial Air Index with Neighbor Information for Processing k Nearest Neighbor Searches in IoT Mobile Computing," The Journal of Supercomputing, Vol. 76, pp. 6177–6194, Aug. 2020. (SCI)
  8. Ching-Ta Lu, Mu-Yen Chen, Jun-Hong Shen, Ling-Ling Wang, Neil Y. Yen, and Chia-Hua Liu, "X-ray bio-image denoising using directional-weighted-mean filtering and block matching approach," accepted by Journal of Ambient Intelligence & Humanized Computing, 2018. (SCI)
  9. Ching-Ta Lu, Mu-Yen Chen, Jun-Hong Shen, Ling-Ling Wang, and Chih-Chan Hsu, "Removal of salt-and-pepper noise for X-ray bio-images using pixel-variation gain factors," Computers and Electrical Engineering, Vol. 71, pp. 862-876, Oct. 2018. (SCI)
  10. Ching-Ta Lu, Jun-Hong Shen, Ling-Ling Wang, Chih-Chan Hsu, and Li-Ling Liu, "Impulse Noise Denoising Using Confidence Measure with Non-sequential Process Order for X-ray Bio-images," Journal of Medical and Biological Engineering, Vol. 38, No. 6, pp. 905-916, Dec. 2018. (SCI)
  11. Ching-Ta Lu, Chung-Lin Lei, Jun-Hong Shen, and Ling-Ling Wang, "Noise reduction using spectral-subtraction algorithm with over-subtraction and spectral-reservation factors adapted by harmonic," Noise Control Engineering Journal, Vol. 65, No. 6, pp. 509-521, Nov.-Dec. 2017. (SCI)
  12. Ching-Ta Lu, Chung-Lin Lei, Jun-Hong Shen, Ling-Ling Wang, and Kun-Fu Tseng, "Estimation of Noise Magnitude for Speech Denoising Using Minima-controlled-recursive-averaging Algorithm Adapted by Harmonic Properties," Applied Sciences, Vol. 7, No. 1, 2017. (SCI)
  13. Jun-Hong Shen* and Ming-Shen Jian, "Spatial query processing for skewed access patterns in nonuniform wireless data broadcast environments," International Journal of Ad Hoc and Ubiquitous Computing, Vol.25, Nos. 1/2, pp. 4-16, April 2017. (SCI)
  14. Jun-Hong Shen*, Ching-Ta Lu, Mu-Yen Chen, and Chien-Tang Mai, "Spatial Air Index based on Largest Empty Rectangles for Non-flat Wireless Broadcast in Pervasive Computing," ISPRS International Journal of Geo-Information, Vol. 5, No. 11, 211, Nov. 2016. (SCI)
  15. Ming-Shen Jian, Jun-Hong Shen*, Kuan-Wei Lee, Yi-Chen Jhou, and Chien-Tang Mai, "Cloud based Software Computing as a Service in Hybrid Evolution Algorithm with Feedback Assistance," Journal of Electronic Science and Technology, Vol. 14, No. 4, pp. 362-369, Dec. 2016.
  16. Jun-Hong Shen*, Ye-In Chang and Fang-Ming Chang, "Dual-Expansion Indexing for Moving Objects," IET Software, Vol. 8, No. 2, pp. 62-72, April 2014. (SCI)
  17. Ching-Ta Lu, Jun-Hong Shen, Kun-Fu Tseng and Chih-Tsung Chen, "Refinement of enhanced speech using hybrid-median filter and harmonic regeneration approach," Journal of Electronic Science and Technology, Vol. 12, No. 3, Sept. 2014.
  18. Jun-Hong Shen*, Ching-Ta Lu and Ming-Shen Jian, "Neighbor-Index Method for Continuous Window Queries over Wireless," Applied Mechanics and Materials, Vol. 284-287, pp. 3295-3299, Jan. 2013. (EI)
  19. Jun-Hong Shen*, Ye-In Chang, Chen-Chang Wu and Ta-Wei Liu, "A Forward Moving Method for Continuous Nearest Neighbor Queries," Applied Mechanics and Materials, Vol. 284-287, pp. 2965-2969, Jan. 2013. (EI)
  20. Ming-Shen Jian, Fu-Jie Jhan, Han-Chun Chang, Ta-Yuan Chou and Jun-Hong Shen, "Cloud Based Evolution Algorithm with Feedback Control for Emergency," Applied Mechanics and Materials, Vol. 284-287, pp. 3370-3374, Jan. 2013. (EI)
  21. Ching-Ta Lu and Jun-Hong Shen, "Speech enhancement using three-step-decision gain factor with optimal smoothing," International Journal of Electrical Engineering, Vol. 18, No. 5, pp. 209-221, Feb. 2012. (EI)
  22. Jun-Hong Shen* and Ye-In Chang, "A Hilbert Curve-Based Distributed Index for Window Queries in Wireless Data Broadcast Systems," Journal of Internet Technology, Vol. 10, No. 3, pp. 245-250, July 2009. (SCI)
  23. Ye-In Chang, Lee-Wen Huang*, Jun-Hong Shen and Yi-Siang Wang, "An Efficient Signature-based Strategy for Supporting Inexact Filtering in Information Filtering Systems," Expert Systems with Applications, Vol. 36, No. 4, pp. 8431-8442, May 2009. (SCI)
  24. Jun-Hong Shen* and Ye-In Chang, "An Efficient Nonuniform Index in the Wireless Broadcast Environments," The Journal of Systems and Software, Vol. 81, No. 11, pp. 2091-2103, Nov. 2008. (SCI)
  25. Ye-In Chang, Jun-Hong Shen* and Tsu-I Chen, "A Data Mining-Based Method for the Incremental Update of Supporting Personalized Information Filtering," Journal of Information Science and Engineering, pp. 129-142, Vol. 24, No. 1, Jan. 2008. (SCI)
  26. Jun-Hong Shen* and Ye-In Chang, "A Skewed Distributed Indexing for Skewed Access Patterns on the Wireless Broadcast," The Journal of Systems and Software, Vol. 80, No. 5, pp. 711-723, May 2007. (SCI)
  27. Jun-Hong Shen* and Ye-In Chang, "The TopK Scheme for the Energy-Saving Data Organization in Broadcast-Based Wireless Environments," IAENG International Journal of Computer Science, Vol. 33, No. 1, pp. 43-49, March 2007.
  28. Ye-In Chang, Tsu-I Chen and Jun-Hong Shen*, "A Large-Itemset-Based Index Structure for Supporting Personalized Information Filtering on the Internet," Journal of Systemics, Cybernetics and Informatics, Vol. 3, No. 1, pp. 12-17, 2006.
    會議論文
     
  1. 陸妍諭, 陸清達, 沈俊宏, "使用YOLO深度學習神經網路於智慧交通應用之實現", 2022人工智慧技術及應用研討會, May, 2022, Taichung, Taiwan.
  2. 劉俞均, 潘盈臻, 陸清達, 沈俊宏, "使用深度學習神經網路辨識肢體動作與臉部表情於多媒體播放控制之應用", 2022人工智慧技術及應用研討會, May, 2022, Taichung, Taiwan.
  3. 王亮瑜, 陸清達, 沈俊宏, "使用深度學習神經網路辨識語者及語音之快速會議記錄生成系統", 2022人工智慧技術及應用研討會, May, 2022, Taichung, Taiwan.
  4. Ye-In Chang, Jun-Hong Shen, Chia-En Li, Hsiu-Pei Tang, " The Efficient Tree-Based Algorithm for Mining High Utility Patterns," Proc. of 2021 7th International Conference on Applied System Innovation, Sept. 24-25, 2021, Taiwan.
  5. Jun-Hong Shen, Ching-Ta Lu, and Rou-Hua Wang, "A Resident-Domain-Based Approach for Continuously Monitoring Spatial Keyword Searches," Proc. of International Conference on Innovative Computing and Management Science, July 29-31, 2020, Taiwan.
  6. 葛亭均, 沈俊宏, 林寬裕, 陸清達, "以科技接受模式探討化妝品實體特賣會促銷資訊之傳播", 2019樹德科技大學經營管理與行銷創新學術研討會, Oct. 25, 2019, Kaohsiung, Taiwan.
  7. Ye-In Chang, Jun-Hong Shen, and Che-Min Chu, "An Adjustable-Tree Method for Processing Reverse Nearest Neighbor Moving Queries," Proc. of the 8th International Conference on Frontier Computing (FC 2019) - Theory, Technologies, and Application, July 9-12, 2019, KitaKyushu, Japan. (Lecture Notes in Electrical Engineering, Vol 551, pp. 362-371, 2020, EI)
  8. 歐峻任, 陸清達, 王玲玲, 林家安, 沈俊宏,"使用卷積類神經網路於照片中人臉截取之研究", Proceedings of 2019 Information Technology and Applications in Outlying Islands, pp. 558-564, May 24-26, 2019, Taichung, Taiwan.
  9. 黃予, 陸清達, 王玲玲, 林家安, 沈俊宏,"透過卷積神經網路判斷公路行車流量," Proceedings of 2019 Information Technology and Applications in Outlying Islands, pp. 565-571, May 24-26, 2019, Taichung, Taiwan.
  10. 許馨如, 陸清達, 王玲玲, 林家安, 沈俊宏,"使用深度學習辨認像素變動方向於受干擾影像中移除椒鹽雜訊," Proceedings of 2019 Information Technology and Applications in Outlying Islands, pp. 572-581, May 24-26, 2019, Taichung, Taiwan.
  11. 陳睿瀚, 陸清達, 王玲玲, 林家安, 沈俊宏,"使用卷積類神經網路移除數位影像中的椒鹽雜訊," Proceedings of 2019 Information Technology and Applications in Outlying Islands, pp. 590-597, May 24-26, 2019, Taichung, Taiwan.
  12. Jun-Hong Shen, Ching-Ta Lu, and Hong-Ray Chu, "Neighbor Link-based Spatial Index for k-Nearest-Neighbor Queries in Wireless Systems," Proc. of the 7th International Conference on Frontier Computing (FC 2018) - Theory, Technologies, and Application, July 3-6, 2018, KL, Malaysia. (Best Paper Award) (Lecture Notes in Electrical Engineering, Vol 542, 2019, EI)
  13. Ching-Ta Lu, Jun-Hong Shen, Ling-Ling Wang, Chia-Hua Liu, Chia-Yi Chang and Kun-Fu Tseng, "Film Classification Using HSV Distribution and Deep Learning Neural Networks," Proc. of the 7th International Conference on Frontier Computing (FC 2018) - Theory, Technologies, and Application, July 3-6, 2018, KL, Malaysia. (Lecture Notes in Electrical Engineering, Vol 542, 2019, EI)
  14. 劉佳樺, 陸清達, 沈俊宏, 王玲玲, "以影片之HSV色調分佈特性於影片分類之研究," 2018資訊教育與科技應用研討會(IETAC 2018), 2018.
  15. 劉佳樺, 陸清達, 沈俊宏, 王玲玲, "透過色調分析於影片分類之研究," 2017台灣網際網路研討會 (TANET 2017), pp. 1465-1470, 2017.
  16. Jun-Hong Shen, Ching-Ta Lu, and Mu-Yen Chen, "Expandable grid indexing for moving objects," Proc. of the 6th International Conference on Frontier Computing (FC 2017) - Theory, Technologies, and Application, pp. 475-479, July 12-14, 2017, Osaka, Japan.
  17. Ching-Ta Lu, Jun-Hong Shen, Mu-Yen Chen, Ling-Ling Wang, and Chih-Chan Hsu, "Removal of Impulse Noise Using Gain Factors Adapted by Noise-Free Pixel Number and Pixel Variation," Proc. of the 6th International Conference on Frontier Computing (FC 2017) - Theory, Technologies, and Application, pp. 425-434, July 12-14, 2017, Osaka, Japan. (Lecture Notes in Electrical Engineering, Vol 464, 2018, EI)
  18. 劉俐伶, 許志群, 陸清達, 沈俊宏, 王玲玲, "藉由影像信賴度改善椒鹽雜訊移除之效能," 2017 全國電信研討會議 (NST 2017), 2017.
  19. 沈俊宏, 麥健棠, 陸清達, "Maximum-Empty-Rectangle Spatial Index for Non-flat Broadcast," the 10th International Conference on Advanced Information Technologies, pp. 473-482, 2016.
  20. 鍾幸宜, 陸清達, 沈俊宏, "使用全域相似性之後處理方法改善除雜訊影像品質之研究," the 10th International Conference on Advanced Information Technologies, pp. 648-656, 2016.
  21. 吳威俐, 陸清達, 沈俊宏, "在零值音框嵌入法中使用諧波特性調適峰值頻譜鎖定長度於語音增強之研究," the 10th International Conference on Advanced Information Technologies, pp. 551-559, 2016.
  22. 黃子璇, 陸清達, 沈俊宏, "藉由多數權重與中值濾波法移除醫學影像中之椒鹽雜訊," the 10th International Conference on Advanced Information Technologies, pp. 405-413, 2016.
  23. 沈俊宏, 魏廷築, 陸清達, "線上商店展售方式對女性消費者的影響 -以購買服裝為例," 第八屆臺灣商管與資訊研討會, 2016.
  24. Ming-Shen Jian, Jun-Hong Shen, Tien-Chi Huang, Yu-Chih Chen, and Jun-Lin Chen, "Language learning in cloud: modular role player game distance-learning system based on voice recognition," Lecture Notes in Electrical Engineering, Vol. 329, pp. 129-135, Jan. 2015. (EI)
  25. Ming-Shen Jian, Jun-Hong Shen, Ming-Sian You, Yu-Siang Huang, and Yu-Syuan Liou, "RFID based modular clerk management system in cloud," Lecture Notes in Electrical Engineering, Vol. 329, pp. 155-161, Jan. 2015. (EI)
  26. Ching-Ta Lu, Jun-Hong Shen, Kun-Fu Tseng, Chih-Tsung Chen, and Yan-Jun Lee, "Removal of salt-and-pepper noise using gain masker adapted by switch pixel variance," Proc. of National Symposium on Telecommunications, 2013.
  27. Jun-Hong Shen, Ching-Ta Lu, Ming-Shen Jian and Tien-Chi Huang, "A skewed spatial index for continuous window queries in the wireless broadcast environments," Lecture Notes in Electrical Engineering, Vol. 253, pp. 702-715, 2013. (EI)
  28. Ming-Shen Jian, Fu-Jie Jhan, Kuan-Wei Lee and Jun-Hong Shen, "Cloud Feedback Assistance Based Hybrid Evolution Algorithm for Optimal Data Solution," Lecture Notes in Electrical Engineering, Vol. 253, pp. 733-742, 2013. (EI)
  29. Jun-Hong Shen, Ye-In Chang and Wei-Horng Yeh, "A Unique Key Method for Efficient Image Retrieval in Symbolic Image Databases," Proc. of Workshop on Consumer Electronics, pp. 518-521, 2011.
  30. Ye-In Chang, Jun-Hong Shen and Yi-Siang Wang, "An ID-tree Index Strategy for Supporting Similarity Searches in Information Filtering Systems," Proc. of the IET International Conference on Frontier Computing – Theory, Technologies and Applications, pp. 37-42, 2010.
  31. Ye-In Chang, Chen-Chang Wu, Jun-Hong Shen and Tzu-Lun Huang, "Range Queries Based on a Structured Segment Tree in P2P Systems," Proc. of the 17th IEEE International Conference on Engineering of Computer-Based Systems, pp. 91-99, 2010.
  32. Ye-In Chang, Jun-Hong Shen, Chen-Chang Wu and Han-Ping Chou, "An Efficient JMC Algorithm for the Rhythm Query in Music Databases," National Computer Symposium, Vol. 1, pp. 1-9, 2009.
  33. Ye-In Chang, Chen-Chang Wu, Jun-Hong Shen and Chien-Hung Chen, "Data Classification Based on the Class-rooted FP-tree," International Conference on Complex, Intelligent and Software Intensive Systems, pp. 506-511, 2009.
  34. Jun-Hong Shen and Ye-In Chang, "A Hilbert Curve-Based Distributed Index for Window Queries in Wireless Data Broadcast Systems," Proc. of the IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing, pp. 367-372, 2008.
  35. Ye-In Chang, Chen-Chang Wu, Jun-Hong Shen and Yun-Tai Lu, "An Efficient Hilbert Curve-based Clustering Strategy for Large Spatial Databases," Proc. of the 12th Conference on Artificial Intelligence and Applications, pp. 1-8, 2007.
  36. Ye-In Chang, Jun-Hong Shen and Tsu-I Chen, "A Large-Itemset-Based Method for the Incremental Update of Supporting Personalized Information Filtering on the Internet," International Computer Symposium, pp. 943-948, 2006.
  37. Jun-Hong Shen and Ye-In Chang, "The TopK Scheme for the Energy-Saving Data Organization in Broadcast-Based Wireless Environments," Int. MultiConference of Engineers and Computer Scientists 2006, pp. 881-886, 2006.
  38. Ye-In Chang, Shih-Ying Chiu and Jun-Hong Shen, "An Adaptive Approach to Data Broadcasting in Mobile Information Systems," National Computer Symposium, 2005.
  39. Ye-In Chang, Che-Nan Yang and Jun-Hong Shen, "A Binary-Number-Based Approach to Data Broadcasting in Wireless Information Systems," Proc. of the third IEEE International Workshop on Mobility Management and Wireless Access, Vol. 1, pp. 348-353, 2005. (EI)
  40. Ye-In Chang, Tsu-I Chen and Jun-Hong Shen, "A Large-Itemset-Based Index Structure for Supporting Personalized Information Filtering on the Internet," Proc. of the 8th World Multiconference on Systemics, Cybernetics and Informatics, pp. 194-199, 2004.
  41. Ye-In Chang, Shih-Ying Chiu and Jun-Hong Shen, "An Improvement of the Complementary Approach to Data Broadcasting in Mobile Information Systems," Proc. of Int. Conf. on Informatics, Cybernetics, and Systems, pp. 1384-1389, 2003.
 實驗室
       服務科學導向決策分析實驗室(S.O.D.A)