空間資訊探勘與應用實驗室

Congratulations! Our research paper "A Pool-based Recursive Construction Approach for Logistics Route Planning with Time Window" has been accepted by The IEEE International Conference on Advanced Logistics and Transport (ICALT 2017)

Prof. Eric Hsueh-Chan Lu, the director of our lab, advised the master student: Ya-Wen Yang of Dept. Geomatics, paper entitled: "A Pool-based Recursive Construction Approach for Logistics Route Planning with Time Window," accepted by The IEEE International Conference on Advanced Logistics and Transport (ICALT 2017), a academic research conference, which is a flag international conference for advanced logistics, holding in Bali, Indonesia.

http://icalt.org/2017/


Congratulations! Our research paper "Ant Colony Optimization Solutions for Logistic Route Planning with Pick-up and Delivery" has been accepted by The IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016)

Prof. Eric Hsueh-Chan Lu, the director of our lab, advised the master student: Ya-Wen Yang of Dept. Geomatics, to cooperate with Zeal Li-Tse Su, paper entitled: "Ant Colony Optimization Solutions for Logistic Route Planning with Pick-up and Delivery," accepted by The IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016), a academic research conference, which is a flag international conference for data mining technologies, holding in Budapest, Hungary.

http://www.smc2016.org/


Congratulations! Our research paper "PRI-Navigator: An Efficient Approach for Logistic Route Planning with Pick-up and Delivery" has been accepted by The 17th IEEE International Conference on Mobile Data Management (MDM 2016)

Prof. Eric Hsueh-Chan Lu, the director of our lab, advised the master student: Ya-Wen Yang of Dept. Geomatics, to cooperate with Zeal Li-Tse Su, paper entitled: "PRI-Navigator: An Efficient Approach for Logistic Route Planning with Pick-up and Delivery," accepted by The 17th IEEE International Conference on Mobile Data Management (MDM 2016), a academic research conference, which is a flag international conference for data mining technologies, holding in Porto, Portugal.

http://mdmconferences.org/mdm2016/

Vitae

Eric Hsueh-Chan Lu

  • Assistant Professor, Department of Geomatics, 
  • National Cheng Kung University, Tainan, Taiwan.
  • Tel: +886-6-2757575-63830
  • Fax: +886-6-2375764, 
  • Address: No.1, University Road, Tainan 701, Taiwan, R.O.C.
  • e-mail: luhc@mail.ncku.edu.tw / eric.luhc@gmail.com
  • https://sites.google.com/site/magiclabncku/luhc

呂學展

  • 國立成功大學 測量及空間資訊學系 助理教授
  • 電話: 06-2370876-830
  • 傳真: 06-2375764
  • 地址: 701 台南市東區大學路1號

Honors

  • 國立成功大學 測量及空間資訊學系,優良導師,2016年。
  • 物件導向程式設計課程:經國立臺東大學評量為教學優良課程,2013年。
  • 資料探勘課程:榮獲教育部資訊及科技教育司,網路通訊人才培育先導型計畫,網通技術與文創觀光應用服務跨領域學程,優良學程學校獎,2013年。
  • 指導國立臺東大學資工系楊雅雯、李冠霖、劉邦俊同學參加參加「103年度全國大專電腦軟體設計競賽」,經評定為 程式設計組 佳作,並參加「2014 ACM ICPC Asia Regional Taichung Site程式競賽」,2014年11月22日。
  • 指導國立臺東大學資工系陳冠任、陳晃誼、李冠霖同學參加「102年度全國大專電腦軟體設計競賽」,經評定為 程式設計組 佳作,2013年11月30日。
  • The 12th International Conference on Mobile Data Management, Best Student Paper Award, 2011
  • The 2nd ACM SIGSPATIAL International Workshop on Location Based Social Networks, Best Student Paper Award, 2010
  • 全國大專軟體設計競賽, 全國第一名, 2000

Education

  • Ph.D., Dept. of Computer Science and Information Engineering, National Cheng-Kung University (NCKU), Taiwan. (Aug. 2004-Jul. 2010)
  • M.S., Dept. of Computer Science and Information Engineering, National Cheng-Kung University (NCKU), Taiwan. (Aug. 2003-Jul. 2004)
  • B.S., Dept. of Computer Science and Information Engineering, National Taiwan University of Science and Technology (NTUST), Taiwan (Sep. 2001- Jun. 2003)
  • 國立成功大學 資訊工程系 博士 2004/08–2010/07
  • 國立成功大學 資訊工程學系 碩士 2003/08–2004/07
  • 國立台灣科技大學 資訊工程學系 學士 2001/09–2003/06

Experiences

  • Assistant Professor, Department of Geomatics, National Cheng Kung University (NCKU), Aug. 2014- now.
  • Academic Committee, Department of Geomatics, National Cheng Kung University (NCKU), Aug. 2016-Jul.2017.
  • Team Leader, System Development of Computer Center, National Taitung University (NTTU), Feb. 2013-Jan. 2014.
  • Assistant Professor, Department of Computer Science and Information Engineering, National Taitung University (NTTU), Aug. 2012- Jul. 2014.
  • Postdoc Researcher, Department of Computer Science and Information Engineering, National Cheng Kung University (NCKU), Feb. 2012-Jul. 2012.
  • Postdoc Researcher, Research Center for Information Technology Innovation, Academia Sinica, Oct. 2011-Dec. 2011.
  • 國立成功大學 測量及空間資訊學系 助理教授 2014/08 迄今
  • 國立成功大學 測量及空間資訊學系 學術委員 2016/08-2017/07
  • 國立臺東大學 電子計算機中心 系統發展組組長 2013/02–2014/01
  • 國立臺東大學 資訊工程學系 助理教授 2012/08-2014/07 
  • 國立成功大學 資訊工程學系 博士後研究 2012/02-2012/07
  • 中央研究院 資創中心 博士後研究 2011/10-2011/12
  • 海軍陸戰隊七七旅 警三營 營後勤官 2011/04–2011/09

Courses

  • 105下 資料探勘 國立成功大學 測量及空間資訊學系
  • 105下 計算機程式設計 國立成功大學 測量及空間資訊學系
  • 105上 計算機概論 國立成功大學 測量及空間資訊學系
  • 104下 資料探勘 國立成功大學 測量及空間資訊學系
  • 104下 計算機程式設計 國立成功大學 測量及空間資訊學系
  • 104上 計算機概論 國立成功大學 測量及空間資訊學系
  • 103下 資料探勘 國立成功大學 測量及空間資訊學系
  • 103下 計算機程式設計 國立成功大學 測量及空間資訊學系
  • 103上 計算機概論 國立成功大學 測量及空間資訊學系
  • 103上 物件導向程式設計 國立臺東大學 資訊工程學系 (國立臺東大學優良課程獎)
  • 102下 程式設計 國立臺東大學 數學系
  • 102下 資訊專題(一) 國立臺東大學 資訊工程學系
  • 102下 程式解題 國立臺東大學 資訊工程學系
  • 102上 資料探勘 國立臺東大學 資訊工程學系 (教育部優良學程獎)
  • 102上 物件導向程式設計 國立臺東大學 資訊工程學系 (國立臺東大學優良課程獎)
  • 101下 程式設計 國立臺東大學 數學系
  • 101下 資訊專題(一) 國立臺東大學 資訊工程學系
  • 101下 資料庫系統 國立臺東大學 資訊工程學系
  • 101上 物件導向程式設計 國立臺東大學 資訊工程學系
  • 101上 普通物理學 國立臺東大學 資訊工程學系

Journal Reviewer

  • IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans 
  • Advances in Knowledge Discovery and Data Mining 
  • Information Systems Frontiers (ISF) 
  • International Journal of Web Information Systems 
  • Data & Knowledge Engineering (DKE) 
  • Journal of Information Science and Engineering (JISE) 
  • The Computer Journal

Program Committee

  • Program Committee of International Conference on Advanced Information Networking and Applications (AINA-2017) (Taipei, Taiwan, March 27-29, 2017)
  • Program Committee of 台灣網際網路研討會 (TANET 2014, Kaohsiung, Taiwan, October 22-24, 2014)

Invited Talks

  • 呂學展,「A Pool-based Recursive Construction Approach for Logistics Route Planning with Time Window」,The IEEE International Conference on Advanced Logistics and Transport (ICALT),印尼峇里島,2017年07月24-27日。 
  • 呂學展,「都市環境中之多需求路徑規劃、Multi-Requests Route Planning in Urban Environments」,逢甲大學專題演講,逢甲大學資電館Gprint實驗室,2017年04月07日。 
  • 呂學展,「都市環境中之多需求路徑規劃、Multi-Requests Route Planning in Urban Environments」,國立中央大學太遙中心專題演講,太遙中心R2-116,2017年03月31日。 
  • 呂學展,「Ant Colony Optimization Solutions for Logistic Route Planning with Pick-up and Delivery」,The IEEE International Conference on Systems, Man, and Cybernetics (SMC),匈牙利布達佩斯,2016年10月09-12日。 
  • 呂學展,「PRI-Navigator: An Efficient Approach for Logistic Route Planning with Pick-up and Delivery」,The IEEE International Conference on Mobile Data Management (MDM),葡萄牙波多,2016年07月13-16日。 
  • 呂學展,「基於社群資料探勘之旅遊推薦技術、Social Data Mining Techniques for Travel Recommendation」,逢甲大學資訊工程學系專題演講,逢甲大學第三國際會議廳,2015年11月3日。 
  • 呂學展,「一種基於遺傳演算法的隸屬函數與概念演變樣式探勘方法、A GA-based Approach for Mining Membership Functions and Concept-Drift Patterns」,The IEEE Congress on Evolutionary Computation (CEC),日本仙台,2015年5月28日。 
  • 呂學展,「資料探勘旅遊推薦之應用、Data Mining Approaches for Travel Recommendation」,國立臺東大學資訊工程學系專題演講,國立臺東大學資訊工程學系SEC311演講廳,2014年12月8日。 
  • 呂學展,「Mining Mobile Application Sequential Patterns for Usage Prediction」,The IEEE International Conference on Granular Computing (GrC),日本北海道登別,2014年10月22-24日。 
  • 呂學展,「Trip Recommendation with Multiple User Constraints by Integrating Point-of-Interests and Travel Packages」,The 15th IEEE International Conference on Mobile Data Management (MDM),澳洲布里斯本,2014年7月14-18日。 
  • 呂學展,「適地性社群網路下之旅遊資料探勘與推薦應用、Data Mining Approaches for Travel Recommendation in Location-Based Social Network」,國立成功大學測量及空間資訊學系專題演講,國立成功大學測量館2樓55250教室,2014年3月4日。 
  • 呂學展,「A Fuzzy Data Mining Approach for Remote Sensing Image Recommendation」,The IEEE International Conference on Granular Computing (GrC),中國北京,2013年12月13-15日。 
  • 呂學展,「Efficient Approaches for Multi-Requests Route Planning in Urban Areas」,The 14th IEEE International Conference on Mobile Data Management (MDM),義大利米蘭,2013年6月3-6日。 
  • 呂學展,「行動資料探勘技術簡述、Research Overview on Mobility Data Mining Techniques」,國立臺東大學資訊工程學系專題演講,國立臺東大學資訊工程學系T701會議室,2012年6月25日。 
  • 呂學展,「行動資料探勘技術簡述、Research Overview on Mobility Data Mining Techniques」,國立中央大學資訊工程學系專題演講,國立中央大學工程五館E6-A301會議室,2012年5月18日。 
  • 呂學展,「行動資料探勘技術簡述、Research Overview on Mobility Data Mining Techniques」,長榮大學資訊管理學系專題演講,長榮大學第三教學大樓六樓,2012年4月27日。 
  • 呂學展,「行動資料探勘技術簡述、Research Overview on Mobility Data Mining Techniques」,淡江大學資訊工程學系專題演講,淡江大學資訊工程學系館,2012年4月12日。 
  • 呂學展,「行動資料探勘技術、Mobility Data Mining Techniques」,國立高雄應用科技大學資訊工程學系專題演講,國立高雄應用科技大學南棟教室,2012年3月21日。 
  • 呂學展,「行動資料探勘技術、Mobility Data Mining Techniques」,中原大學資訊工程學系專題演講,中原大學資訊工程學系館,2011年11月21日。 
  • 呂學展,「行動資料探勘技術、Mobility Data Mining Techniques」,國立臺北大學資訊工程學系專題演講,國立臺北大學三峽校區社科大樓社1F06教室,2011年9月28日。 
  • 呂學展,「Continuous Fastest Path Planning in Road Networks by Mining Real-Time Traffic Event Information」,The 2nd International Symposium on Intelligent Informatics (ISII),中國秦皇島,2009年9月13-15日。 
  • 呂學展,「Mining Cluster-based Mobile Sequential Patterns in Location-Based Service Environments」,The 10th IEEE International Conference on Mobile Data Management (MDM),台灣台北,2009年5月18-20日。 
  • 呂學展,「Mining the Shortest Path within a Travel Time Constraint in Road Network Environments」,The 11th IEEE International Conference on Intelligent Transportation Systems (ITSC),中國北京,2008年10月12-15日。 
  • 呂學展,「休閒環境中之生理監測及治療事件之研究」,The 3rd International Symposium on Healthcare Information Management (UHIMA),台灣台南,2008年3月7日。 
  • 呂學展,「A Hybrid Data Mining Approach for Analysis of Patient Behaviors in RFID Environments」,National Computer Symposium (NCS),台灣台中,2007年12月20-21日。 
  • 呂學展,「Mining Temporal Mobile Sequential Patterns in Location-Based Service Environments」,The 13th IEEE International Conference on Parallel and Distributed Systems (ICPADS),台灣新竹2007年12月5-7日。 
  • 呂學展,「An Energy-Efficient Approach for Real-Time Tracking of Moving Object in Multi-Level Sensor Networks」,The 11th IEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA),中國香港,2005年8月17-19日。 
  • 呂學展,「行動網絡系統中多階層位置與服務樣式探勘法則」,Symposium on Digital Life and Internet Technologies,台灣台南,2004年6月24-26日。

Thesis Committee

  • 楊曉娟,正修科技大學資訊管理學系碩士,「整合音樂類別、使用者特徵與使用者評分之高效能音樂推薦、Effective Music Recommendation Using Music Genre, User Personality and User Rating」,指導教授:蘇家輝 博士,正修科技大學圖科大樓資訊管理系15-0808,2017年5月12日。
  • 陳姵華,國立高雄應用科技大學資訊工程學系碩士,「運用醫藥資料庫探勘失智症與各種疾病的共病關聯、Data Mining The Co-Morbid Associations between Dementia and Various Kinds of Illnesses using A Medicine Database」,指導教授:楊孟翰 博士,國立高雄應用科技大學南棟103教室,2016年7月14日。 
  • 張皓,國立中央大學土木工程學系碩士,「地理網路爬蟲:具擴充及擴展性之地理網路資源爬行架構、GeoWeb Crawler: An Extensible and Scalable Web Crawling Framework for Discovering Geospatial Web Resources」,指導教授:黃智遠 博士,國立中央大學太空及遙測研究中心R3-111會議室,2016年6月28日。 
  • 鍾傳雄,國立高雄應用科技大學資訊工程學系碩士,「基於稀疏表示法與字典更新機制之即時多目標追蹤研究、On-line Multi-target Tracking Using Sparse Representation with Dictionary Learning」,指導教授:陳洳瑾 博士,國立高雄應用科技大學南棟103教室,2015年7月30日。 
  • 劉兆峰,國立高雄應用科技大學資訊工程學系碩士,「深度學習模型於時尚風格視覺元、Deep Learning for Discovering Visual Elements of Fashion Styles」,指導教授:陳洳瑾 博士,國立高雄應用科技大學南棟103教室,2015年7月30日。 
  • 林書仲,國立高雄應用科技大學資訊工程學系碩士,「如何在網路極為壅塞之下分散式平行處理雲端環境中的巨量資料、How Distributed Parallel Processing of Massive Data Cloud Environments under Extremely Congested Network」,指導教授:林威成 博士,國立高雄應用科技大學南棟103教室,2014年7月22日。 
  • 葉珀伸,國立高雄應用科技大學資訊工程學系碩士,「以一新穎資料庫切割演算法在記憶體有限的環境下探勘頻繁樣式、Mining Frequent Patterns under Limited Memory: A Novel Database Splitting Algorithm Approach」,指導教授:林威成 博士,國立高雄應用科技大學南棟103教室,2014年7月22日。 
  • 吳宗樺,國立高雄應用科技大學資訊工程學系碩士,「自動人臉修補系統、An Automatic Face Inpainting System」,指導教授:陳洳瑾 博士,國立高雄應用科技大學南棟103教室,2013年7月22日。

Conference Reviewer

  • The 21th ACM SIGKDD Knowledge Discovery and Data Mining (KDD), Sydney, Australia, August 10-13, 2015.
  • The 16th IEEE International Conference on Mobile Data Management (MDM), Pittsburgh, Pennsylvania, USA, June 15-18, 2015. 
  • IEEE International Conference on Data Mining (ICDM), Shenzhen, China, December 14 - 17, 2014. 
  • The annual IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Limassol, Cyprus, November 10-12, 2014. 
  • The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), Nancy, France, September 15-19, 2014. 
  • The 20th ACM SIGKDD Knowledge Discovery and Data Mining (KDD), New York City, USA, August 24-27, 2014. 
  • The 15th IEEE International Conference on Mobile Data Management (MDM), Brisbane, Australia, July 15-18, 2014. 
  • The 19th International Conference on Database Systems for Advanced Applications (DASFAA), Bali, Indonesia, April 21-24, 2014. 
  • The 18th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Tainan, Taiwan, May 13-16, 2014. 
  • The 9th International Conference on Advanced Data Mining and Applications (ADMA), Hangzhou, China, December 14-16, 2013. 
  • ACM International Conference on Information and Knowledge Management (CIKM), San Francisco Airport Marriott Waterfront, Burlingame, CA, USA, October 27 - November 1, 2013. 
  • The 19th ACM SIGKDD Knowledge Discovery and Data Mining (KDD), Chicago, USA, August 11-14, 2013. 
  • IEEE International Conference on Data Engineering (ICDE), Brisbane, Australia, April 8-12, 2013. 
  • IEEE International Conference on Data Mining (ICDM), Brussels, Belgium, December 10 - 13, 2012 
  • The 4th International Workshop on Location-Based Social Networks (LBSN), Pittsburgh, Pennsylvania, USA, September 8, 2012. 
  • The 38th International Conference on Very Large Databases (VLDB), Istanbul, Turkey, August 27-31, 2012. 
  • The 18th ACM SIGKDD Knowledge Discovery and Data Mining (KDD), Beijing, China, Aug 12-16, 2012. 
  • The IEEE 19th International Conference on Web Services (ICWS) Honolulu, Hawaii, USA, June 24-29 2012. 
  • The 11th International Conference on Web Information System Engineering (WISE), Hong Kong, China, December, 2010. 
  • The SICE Annual Conference (SICE), Taipei, Taiwan, August, 2010. 
  • The IEEE International Conference on Granular Computing (GrC), Lushan Mountain/Nanchang, China, August, 2009. 
  • International Fuzzy Systems Association World Congress (IFSA), Lisbon, Portugal, July, 2009. 
  • European Society of Fuzzy Logic and Technology Conference (EUSFLAT), Lisbon, Portugal, July, 2009. 
  • The 2nd International Conference on Scalable Information Systems (InfoScale), Suzhou, China, June, 2007. The 19th IEEE Symposium on Computer-Based Medical Systems (CBMS), Salt Lake City, UT, June, 2006.

MOST (NSC) Projects

  • 呂學展,主持人,「基於物聯網環境與資料探勘技術之智慧停車研究與導引規劃應用」(MOST 105-2119-M-006-030-),科技部,2016/08/01 至 2017/07/31。
  • 呂學展,共同主持人,「先進駕駛輔助系統之雲端輔助設計優化--子計畫四:輔助ADAS設計優化之基於知識本體發展之協同過濾推薦系統的研究與實現」(MOST 105-2221-E-127-003-),科技部,2016/08/01 至 2017/07/31。
  • 呂學展,主持人,「情境感知環境下之載運資料探勘技術與規劃應用」(MOST 104-2221-E-006-205-),科技部,2015/08/01 至 2016/07/31。
  • 呂學展,主持人,「基於情境感知與社群資料探勘之旅遊推薦技術」(MOST 103-2221-E-006-271-),科技部,2014/08/01 至 2015/07/31。
  • 呂學展,共同主持人,「整合社群行動雲端運算之主動式健康安全旅遊推介系統-子計畫六:基於文本探勘技術之社群協同過濾推薦系統的研究與實現」(MOST 103-2221-E-127-002-),科技部,2014/08/01 至 2015/07/31。
  • 呂學展,主持人,「情境感知環境下之行動資料探勘技術與應用」(NSC 101-2218-E-143-002-),國科會,2012/10/01 至 2013/09/30。

Participated Projects

  • 「106年度跨領域地形圖徵服務架構建置工作案」,內政部,2017/03至2017/11。
  • 「106年度移動載台測量製圖技術發展工作案」,內政部,2017/03至2017/11。
  • 「105年度跨領域地形圖徵服務架構建置工作案」,內政部,2016/03至2016/11。
  • 「105年度移動載台測量製圖技術發展工作案」,內政部,2016/03至2016/11。
  • 「104年度辦理國土資訊系統資料標準制度委外服務案」,內政部,2015/03至2015/12。
  • 「基於行動交易序列探勘及多維樣式探勘之系統驗證模擬設計及開發」,工研院,2012/02至2012/07。
  • 「基於行動資訊調適處理及其系統之模擬驗證設計及開發」,工研院,2012/02至2012/07。
  • 「雲端社群服務推薦技術」,工研院,2012/02至2012/07。
  • 「Trajectory-based Green Navigation Services」,歐盟,2012/02至2012/07。
  • 「適地性服務預測之雲端行動樣式探勘研究」,國科會,2012/02至2012/07。
  • 「達奇地圖(TOUCH Map)」,台南市政府,2010/02至2010/09。
  • 「Traffic REtrieval and Navigation Discovery (TREND)」,成功大學,2009/02至2010/07。
  • 「晶圓損壞分析(Defect Pattern Recognition)」,茂德、華邦,2007/06至2010/02。
  • 「休閒行為分析」,資策會,2007/03至2007/12。
  • 「科學工藝博物館RFID覽導建置計畫」,高雄科工館,2006/06至2007/01。
  • 「南瀛氣喘照護計畫」,成大醫院,2006/06至2006/09。
  • 「成大健康中心RFID監控系統」,成大醫院,2005/09至2006/06。
  • 「高效率GDS-II格式之存取模組」,台積電,2005/09至2006/06。
  • 「藥劑處方查詢系統」,成大醫院,2004/08至2004/10。
  • 「路燈管理系統」,桃園市政府,2003/09至2004/09。
  • 「海生館行動瀏覽日誌分析系統」,海生館,2003/09至2004/06。

Master Students

廖振豪:智慧停車系統(Smart Parking Systems)

[簡介]

 

楊雅雯:物流路徑規劃(Logistic Route Planning)

 

email: v47244724@gmail.com

 

 

劉珈攸:參與式都市感測(Participated Urban Sensing)

[簡介]

 

許心獻:智慧型公共運輸系統(Intelligent Public Transportation Systems)

[簡介]

 

Undergraduate Students

林展慶:流浪犬追蹤與管理

[簡介]

 

莊宗易:AR擴增實境 - 應用於校園導覽

[簡介]

 

林昌翰:AR擴增實境 - 應用於數位內容

[簡介]

 

羅子翔:AR擴增實境

[簡介]

 

青光恆:城市計算

[簡介]

 

Research Interest

  • Data Mining (資料探勘)
  • Database Systems (資料庫系統)
  • Location-Based Services (適地性服務)
  • Geographic Information Systems (地理資訊系統)
  • Mobile Computing (行動計算)
  • Intelligent Transportation Systems (智慧型運輸系統)
  • Social Networking (社群網路)
  • Cloud Computing (雲端運算)

雲端環境中結合社群網路之高效率情境感知空間資料探勘技術與應用

本研究橫跨空間資料、情境感知、社群網路與雲端運算四大資料探勘技術,緣起於本人原本之研究主題為資料探勘領域,但隨著智慧型行動裝置的情境感知能力提升與社群媒體的興起,本研究探勘過程中所面對的資料量、即時性與多樣性不斷提升,故敝人結合雲端運算與平行化概念設計高效率資料探勘演算法以期改善效能,於下依序簡述本研究之相關方法與成果。

1. 興趣點探勘與推薦技術(POI Mining and Recommendation Techniques)

當人們來到一個陌生的地方時,周遭景點的快速了解是一個重要的議題,我們針對興趣點(Point-Of-Interest,POI)推薦問題發展數種新的資料探勘技術,包含參考使用者的位置、時間、喜好與過去的打卡資料分析使用者會感興趣的POI,並推薦給使用者,使用者除了可以得到個人化的推薦外,更可以快速了解周遭的POI分布狀況,具有極高之應用價值。相關研究已投稿或發表於國際知名期刊(含1篇ACM TIST頂級期刊論文)及重要國際會議。
 

2. 智慧型運輸系統(Intelligent Transportation Systems)

在全球衛星定位系統蓬勃發展之後,導航路徑規劃已經成為日常生活中一種不可或缺的需求。本研究發展多種創新的導航路徑規劃技術:(1)最快路徑規劃技術,透過分析使用者的移動軌跡,挖掘與預測交通狀況的趨勢,使規劃出來的路徑能更為順暢;(2)多個目的地的路徑規劃,允許使用者輸入多個目的地,高效率地進行最佳排列與最快路徑之計算;(3)多需求路徑規劃,允許使用者輸入多個需求,自動搜尋附近能夠處理這些需求的目的地,進行路徑規劃。本研究已發表數篇論文於知名期刊與國際會議。
 

3. 移動行為探勘方法(Mobile Behavior Mining Techniques)

本研究提出一種創新的技術應用於行動商務之探索與預測,透過行動商務資料分析使用族群與時間區段,有效地挖掘使用者的行動樣式與商務行為並且準確地預測使用者接下來所需要的行動商務。然而當沒有足夠的知識時,此機制將無從預測,在實際應用上,產生嚴重的缺陷。為了解決這個問題,本技術持續延伸且改進,透過行動商務的相似度推論,使本技術能夠無時無刻執行預測的功能。此議題在國內外,我們的研究結果為該領域的代表。本研究已發表數篇論文於知名期刊(含2篇IEEE TKDE頂級期刊論文)與國際會議。
 

4. 適地性社群網路探勘技術(Location-Based Social Network Mining Techniques)

當虛擬的社群媒體與現實生活中的位置橋接在一起時,透過適地性社群網路進行資料探勘之研究越來越受到重視。我們已發展數種新式適地性社群網路探勘技術,包含利用使用者移動軌跡與行為分析使用者間相似度之新穎方法及可探勘出行動社群網路關係等方法,除可找出目前其他既有方法無法發現之樣式,並應用於朋友推薦上。相關研究已投稿或發表於多個重要國際會議。
 

5. 雲端旅遊規劃(Cloud-based Trip Planning)

旅遊已經是現代人紓解壓力的方法之一,在旅程的出發之前,我們可能會請旅行業者協助規劃行程,但行程不見得適合每一個人,我們當然也可以利用網路搜尋到的資料進行修改或重新規劃,但需要大量的時間進行資料的收集。有鑒於此,我們提出了多種混合式資料探勘方法來規劃旅遊行程,並且參考國人旅遊習慣,發展旅遊資料模擬器,以提升旅遊相關研究的便利性。然而,當目的地的旅遊景點很多的時候,規劃所需的執行時間是成指數成長,我們除了發展高效率規劃演算法之外,也藉由雲端運算的平行化技術,有效地減少規劃時所需的時間。相關研究已發表於數個重要國際會議。

物流規劃 2016/04/27
智慧停車 2016/04/27
城市計算 2016/04/27
擴增實境 2016/04/27

Journal Papers

  1. Eric Hsueh-Chan Lu, Huan-Sheng Chen and Vincent S. Tseng, "An Efficient Framework for Multi-Request Route Planning in Urban Environments," IEEE Transactions on Intelligent Transportation Systems (TITS), Volume 18, Issue 4, Pages 869-879, April 2017. (SCI, 5-Year Impact Factor: 3.155, ISSN 1524-9050)
  2. Eric Hsueh-Chan Lu, Shih-Hsin Fang and Vincent S. Tseng, "Integrating Tourist Packages and Tourist Attractions for Personalized Trip Planning based on Travel Constraints," GeoInformatica, Volume 20, Issue 4, Pages 741-763, October 2016. (SCI, 5-Year Impact Factor: 1.132, ISSN 1384-6175)
  3. Eric Hsueh-Chan Lu and Ya-Wen Yang, "Ant Colony Optimization Solutions for Logistic Route Planning with Pick-up and Delivery," Taiwan Journal of Geoinformatics, Volume 4, Issue 2, Pages 139-157, July 2016.
  4. Josh Jia-Ching Ying, Eric Hsueh-Chan Lu, Wen-Ning Kuo and Vincent S. Tseng, "Mining User Check-in Behavior with a Random Walk for Urban Point-of-interest Recommendations," ACM Transactions on Intelligent Systems and Technology (TIST), Volume 5, Issue 3, Article No. 40, September 2014. (SCI, 5-Year Impact Factor: 8.504, ISSN: 2157-6904)
  5. Jia-Ching Ying, Huan-Sheng Chen, Kawuu W. Lin, Eric Hsueh-Chan Lu, Vincent S. Tseng, Huan-Wen Tsai, Kuang Hung Cheng and Shun-Chieh Lin, "Semantic Trajectory-based High Utility Item Recommendation System," Expert Systems with Applications (ESWA), Volume 41, Issue 10, Pages 4762-4776, August 2014. (SCI, 5-Year Impact Factor: 2.254, ISSN: 0957-4174)
  6. Jung-Hong Hong, Zeal Li-Tse Su and Eric Hsueh-Chan Lu, "A Recommendation Framework for Remote Sensing Images by Spatial Relation Analysis," Journal of Systems and Software (JSS), Volume 90, Pages 151-166, April 2014. (SCI, 5-Year Impact Factor: 1.443, ISSN: 0164-1212)
  7. Jess Soo-Fong Tan, Eric Hsueh-Chan Lu and Vincent S. Tseng, "Preference-Oriented Mining Techniques for Location-Based Store Search," Knowledge and Information Systems (KAIS), Volume 34, Issue 1, Pages 147-169, January 2013. (SCI, 5-Year Impact Factor: 2.490, ISSN 0219-1377)
  8. Eric Hsueh-Chan Lu, Wang-Chien Lee and Vincent S. Tseng, "A Framework for Personal Mobile Commerce Pattern Mining and Prediction," IEEE Transactions on Knowledge and Data Engineering (TKDE), Volume 24, Issue 5, Pages 769-782, May 2012. (SCI, 5-Year Impact Factor: 2.573, ISSN 1041-4347)
  9. Eric Hsueh-Chan Lu, Wang-Chien Lee and Vincent S. Tseng, "Mining Fastest Path from Trajectories with Multiple Destinations in Road Networks," Knowledge and Information Systems (KAIS), Volume 29, Issue 1, Pages 25-53, October 2011. (SCI, 5-Year Impact Factor: 2.490, ISSN 0219-1377)
  10. Eric Hsueh-Chan Lu, Vincent S. Tseng and Philip S. Yu, "Mining Cluster-Based Temporal Mobile Sequential Patterns in Location-Based Service Environments," IEEE Transactions on Knowledge and Data Engineering (TKDE), Volume 23, Issue 6, Pages 914-927, June 2011. (SCI, 5-Year Impact Factor: 2.573, ISSN 1041-4347)
  11. Vincent S. Tseng and Eric Hsueh-Chan Lu, "Energy-Efficient Real-Time Object Tracking in Multi-Level Sensor Networks by Mining and Predicting Movement Patterns," Journal of Systems and Software (JSS), Volume 82, Issue 4, Pages 697-706, April 2009. (SCI, 5-Year Impact Factor: 1.443, ISSN: 0164-1212)

Conference Papers

  1. Ya-Wen Yang and Eric Hsueh-Chan Lu, "A Pool-based Recursive Construction Approach for Logistics Route Planning with Time Window," The 6th IEEE International Conference on Advanced Logistics and Transport (ICALT), Bali, Indonesia, Pages xx-xx, July 24-27, 2017.
  2. Eric Hsueh-Chan Lu, Ya-Wen Yang and Zeal Li-Tse Su, "Ant Colony Optimization Solutions for Logistic Route Planning with Pick-up and Delivery," The IEEE International Conference on Systems, Man, and Cybernetics (SMC), Budapest, Hungary, Pages 808-813, October 9-12, 2016.
  3. Eric Hsueh-Chan Lu, Ya-Wen Yang and Zeal Li-Tse Su, "PRI-Navigator: An Efficient Approach for Logistic Route Planning with Pick-up and Delivery," The 17th IEEE International Conference on Mobile Data Management (MDM), Porto, Portugal, Pages 192-197, June 13-16, 2016.
  4. Hsun-Hui Huang, Horng-Chang Yang and Eric Hsueh-Chan Lu, "A Fuzzy-Rough Set based Ontology for Hybrid Recommendation," The IEEE International Conference on Consumer Electronics (ICCE), Taipei, Taiwan, Pages 358-359, June 6-8, 2015.
  5. Chun-Hao Chen, Yu Li, Tzung-Pei Hong, Yan-Kang Li and Eric Hsueh-Chan Lu, "A GA-based Approach for Mining Membership Functions and Concept-Drift Patterns," The IEEE Congress on Evolutionary Computation (CEC), Sendai, Japan, Pages 2961 - 2965, May 25-28, 2015.
  6. Eric Hsueh-Chan Lu, Yi-Wei Lin and Jing-Bin Ciou, "Mining Mobile Application Sequential Patterns for Usage Prediction," The IEEE International Conference on Granular Computing (GrC), Noboribetsu, Hokkaido, Japan, Pages 185-190, October 22-24, 2014.
  7. Shih-Hsin Fang, Eric Hsueh-Chan Lu and Vincent S. Tseng, "Trip Recommendation with Multiple User Constraints by Integrating Point-of-Interests and Travel Packages," The 15th IEEE International Conference on Mobile Data Management (MDM), Brisbane, Australia, Pages 33-42, July 14-18, 2014.
  8. Eric Hsueh-Chan Lu and Hui-Ju Hung, "Information Diffusion Pattern Mining over Online Social Media," The IEEE International Workshop on Mobile Data Management, Mining, and Computing on Social Networks (MobiSocial), Tainan, Taiwan, Pages 137-148, May 13, 2014.
  9. Eric Hsueh-Chan Lu, Jung-Hong Hong, Zeal Li-Tse Su and Chun-Hao Chen, "A Fuzzy Data Mining Approach for Remote Sensing Image Recommendation," The IEEE International Conference on Granular Computing (GrC), Beijing, China, Pages 213-218, December 13-15, 2013.
  10. Josh Jia-Ching Ying, Eric Hsueh-Chan Lu, Bo-Nian Shi and Vincent S. Tseng, "TripCloud: An Intelligent Cloud-based Trip Recommendation System," The 13th International Symposium on Spatial and Temporal Databases (SSTD), Munich, Germany, Pages 472-477, August 21-23, 2013.
  11. Eric Hsueh-Chan Lu, Huan-Sheng Chen and Vincent S. Tseng, "Efficient Approaches for Multi-Requests Route Planning in Urban Areas," The 14th IEEE International Conference on Mobile Data Management (MDM), Milan, Italy, Pages 36-45, June 3-6, 2013.
  12. Josh Jia-Ching Ying, Eric Hsueh-Chan Lu, Chi-Min Huang, Kuan-Cheng Kuo, Yu-Hsien Hsiao and Vincent S. Tseng, "A Framework for Cloud-based POI Search and Trip Planning Systems," The IEEE International Conference on Orange Technologies (ICOT), Tainan, Taiwan, Pages 274-277, March 12-16, 2013.
  13. Eric Hsueh-Chan Lu, Ching-Yu Chen and Vincent S. Tseng, "Personalized Trip Recommendation with Multiple Constraints by Mining User Check-in Behaviors," The 20th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (GIS), Redondo Beach, California, USA, Pages 209-218, November 6-9, 2012.
  14. Josh Jia-Ching Ying, Eric Hsueh-Chan Lu and Vincent S. Tseng, "Followee Recommendation in Asymmetrical Location-Based Social Networks," The 4th ACM SIGSPATIAL International Workshop on Location-Based Social Networks (LBSN), Pittsburgh, USA, Pages 988-995, September 8, 2012.
  15. Eric Hsueh-Chan Lu, Josh Jia-Ching Ying, Huan-Sheng Chen, Vincent S. Tseng, Huan-Wen Tsai, Kuang Hung Cheng, Shun-Chieh Lin and Kawuu W. Lin, "Simulation Framework for Travel Trajectory Generation and Mobile Transaction Modeling," The International Conference on Information Security and Intelligent Control (ISIC), Yunlin, Taiwan, Pages 115-118, August 14-16, 2012.
  16. Josh Jia-Ching Ying, Eric Hsueh-Chan Lu, Wen-Ning Kuo and Vincent S. Tseng, "Urban Point-of-Interest Recommendation by Mining User Check-in Behaviors," The 18th ACM SIGKDD International Workshop on Urban Computing (UrbComp), Beijing, China, Pages 63-70, August 14-16, 2012.
  17. Eric Hsueh-Chan Lu, Chih-Yuan Lin and Vincent S. Tseng, "Trip-Mine: An Efficient Trip Planning Approach with a Travel Time Constraint," The 12th IEEE International Conference on Mobile Data Management (MDM), Lulea, Sweden, Pages 152-161, June 6-9, 2011. (Best Student Paper Award)
  18. Josh Jia-Ching Ying, Eric Hsueh-Chan Lu, Wang-Chien Lee, Tz-Chiao Weng and Vincent S. Tseng, "Mining User Similarity from Semantic Trajectories," The 2nd ACM SIGSPATIAL International Workshop on Location-Based Social Networks (LBSN), San Jose, California, USA, Pages 19-26, November 2, 2010. (Best Student Paper Award)
  19. Eric Hsueh-Chan Lu, Chi-Wei Huang and Vincent S. Tseng, "Continuous Fastest Path Planning in Road Networks by Mining Real-Time Traffic Event Information," The 2nd International Symposium on Intelligent Informatics (ISII), QinHuangDao, China, Pages 969-974, September 13-15, 2009.
  20. Eric Hsueh-Chan Lu and Vincent S. Tseng, "Mining Cluster-based Mobile Sequential Patterns in Location-Based Service Environments," The 10th IEEE International Conference on Mobile Data Management (MDM), Taipei, Taiwan, Pages 273-278, May 18-20, 2009.
  21. Eric Hsueh-Chan Lu, Chia-Ching Lin and Vincent S. Tseng, "Mining the Shortest Path within a Travel Time Constraint in Road Network Environments," The 11th IEEE International Conference on Intelligent Transportation Systems (ITSC), Beijing, China, Pages 593-598, October 12-15, 2008.
  22. 曾新穆, 游一龍, 呂學展, 謝百恩 和 王俊弘, "休閒環境中之生理監測及治療事件之研究," The 3rd International Symposium on Healthcare Information Management (UHIMA), Tainan, Taiwan, March 7, 2008.
  23. Vincent S Tseng, Eric Hsueh-Chan Lu and Chia-Ming Tsai, "A Hybrid Data Mining Approach for Analysis of Patient Behaviors in RFID Environments," National Computer Symposium (NCS), Taichung, Taiwan, Pages 1-6, December 20-21, 2007.
  24. Vincent S. Tseng, Eric Hsueh-Chan Lu and Cheng-Hsien Huang, "Mining Temporal Mobile Sequential Patterns in Location-Based Service Environments," The 13th IEEE International Conference on Parallel and Distributed Systems (ICPADS), Hsinchu, Taiwan, Pages 1-8, December 5-7, 2007.
  25. Vincent S. Tseng, Eric Hsueh-Chan Lu and Kawuu W. Lin, "An Energy-Efficient Approach for Real-Time Tracking of Moving Object in Multi-Level Sensor Networks," The 11th IEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), Hong Kong, China, Pages 305- 310, August 17-19, 2005.
  26. Vincent S. M. Tseng (曾新穆), 呂學展 和 林威成, "行動網絡系統中多階層位置與服務樣式探勘法則," Symposium on Digital Life and Internet Technologies, Tainan, Taiwan, June 24-26, 2004.