個人簡介

彭鼎鈞 (Mark Peng)

“Treat everyday as a learning day. Strive to IT."

Contact: markpeng.ntu at Gmail

瀏覽個人相關作品

LinkedIn Profile: http://tw.linkedin.com/in/markpeng

 

學歷:

  • 國立台灣大學資訊管理學研究所 碩士, 2006-2008.
  • 國立中正大學社會福利學系 學士 (輔修資訊管理學系), 2002-2006.
  • 臺北市立建國高級中學附設高級中學進修學校, 1999-2002.

工作經歷:

  • Exosite – 資深數據分析經理, Jan. 2016-present.
  • Uitox Corporation – 技術研發主管, Nov. 2013-Dec. 2015.
  • GCCA Inc. – 資深工程師, Sept. 2011-Oct. 2013.
  • 財團法人資訊工業策進會 創新應用服務研究所 – 研發工程師, Sept. 2008-2011.

實習經歷:

  • 中央研究院資訊科學所 智慧代理人實驗室 系統開發工讀生, 2006-2008.
  • 中央研究院台灣史研究所 施添福教授 國科會兼任研究助理, 2003-2005.

特殊得獎記錄:

  • 中華民國斐陶斐榮譽學會榮譽會員, 2006. [link]
  • 國立中正大學九十三學年度第二學期  優秀學生校長獎, 2004.
  • 國立中正大學九十二學年度第二學期  優秀學生校長獎, 2003.
  • 國立中正大學九十二學年度第一學期  優秀學生校長獎, 2003.
  • 國立中正大學九十一學年度第二學期  優秀學生校長獎, 2002.

曾參與活動:

  • Oral Presentation, The Fifth International Conference on Digital Information Management (ICDIM ’10), in Thunder Bay, Canada, 2010. [link]
  • Oral Presentation, International Conference on Information Engineering and Computer Science (ICIECS ’09), in Wuhan, China, 2009. [link]
  • 資策會創新應用服務研究所 – 第三屆部落客百傑評選活動, 2010. [link]
  • 資策會創新應用服務研究所 – 第二屆部落客百傑評選活動, 2009. [link]
  • 資策會創新應用服務研究所 – 部落客嚴選百店, 2009. [link]

研發興趣:

  • Social Influence Analytics on Plurk and Facebook
  • Opinion (Sentiment) Mining in Chinese User-Generated Content (UGC)
  • Chinese Named Entity Recognition, including cuisine names, person names
  • Blogger Expertise Analysis (部落客百傑 – Blogger Top 100 Campaign held by IDEAS, III)
  • Focused Web Crawling for News, Blogs, Forums, BBS, and Micro-blogs, such as Plurk, Facebook and Twitter (using C#, Java)
  • Web Template Extraction via Visualized Learning Tool (InfoViz)
  • Web Mining, Informal Retrieval, Social Network Analysis, etc.
  • Machine Learning Techniques

雜誌著作:

  • “利用文字探勘 分析大眾觀感," 創新發現誌, 2010年3月號. [link]
  • “貓也會玩?iPad成為行銷新利器," 創新發現誌, 2010年6月號. [link]

論文著作:

  • 2011
  1. Ji Eun Kim, Yang Hu, Shi-Kuo Chang, Chia-Chun Shih and Ting-Chun Peng, “Design and Modeling of Topic/Trend Detection System By Applying Slow Intelligence System Principles," Proceedings of the 17th International Conference on Distributed Multimedia Systems (DMS ’11), 2011. [pdf]
  2. Shi-Kuo Chang, Yao Sun, Yingze Wang, Chia-Chun Shih and Ting-Chun Peng, “Design of Component-based Slow Intelligence Systems and Application to Social Influence Analysis," Proceedings of 2011 International Conference on Software Engineering and Knowledge Engineering, Miami, USA, July 7-9, pp. 9-16, 2011.
  3. Tsung-Ting Kuo, San-Chuan Hung, Wei-Shih Lin, Shou-De Lin, Ting-Chun Peng and Chia-Chun Shih, “Assessing the Quality of Diffusion Models using Real-World Social Network Data," The 16th Conference on Technologies and Applications of Artificial Intelligence (TAAI’11), 2011.
  • 2010
  1. Ting-Chun Peng, Chia-Chun Shih, “An Unsupervised Snippet-Based Sentiment Classification Method for Chinese Unknown Phrases without Using Reference Word Pairs," IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT ’10), vol. 3, pp.243-248, 2010. [link] [pdf]
  2. Ting-Chun Peng, Chia-Chun Shih, “Using Chinese Part-of-Speech Patterns for Sentiment Phrase Identification and Opinion Extraction in User Generated Reviews," Fifth International Conference on Digital Information Management (ICDIM ’10), 2010. [link]
  3. Shi-Kuo Chang, Emilio Zegarra, Chia Chun Shih, Ting-Chun Peng, Francesco Colace and Massimo De Santo, “Ontological Filters for Slow Intelligence Systems," Proceedings of the 16th International Conference on Distributed Multimedia Systems (DMS ’10), pp.33-40, 2010. [link] [pdf]
  4. Chia Chun Shih, Ting-Chun Peng, “Building Topic/Trend Detection System based on Slow Intelligence," Proceedings of the 16th International Conference on Distributed Multimedia Systems (DMS ’10), pp.53-56, 2010. [link] [pdf]
  • 2009
  1. 施嘉峻、彭鼎鈞、賴威慎。"利用部落格探勘技術建構行動美食熱點地圖," 第二十屆物件導向技術及應用研討會, 2009.
  2. Ting-Chun Peng, Chia-Chun Shih, “Mining Chinese Restaurant Reviews for Cuisine Name Extraction: An Application to Cuisine Guide Service," International Conference on Information Engineering and Computer Science (ICIECS ’09), 2009. [link]
  3. Ting-Chun Peng, Seng-Cho T. Chou, “iTrustU: A Blog Recommender System Based on Multi-faceted Trust and Collaborative Filtering," Proceedings of the 2009 ACM symposium on Applied Computing (SAC ’09), pp.1278-1285, 2009. [link]
    Cited by Sangmi Chai et al., “Factors Affecting Bloggers’ Knowledge Sharing: An Investigation Across Gender," Journal of Management Information Systems (JMIS), Vol. 28, No. 3, pp. 309–341, 2012. Impact Factor: 2.662 (Year 2010).
  4. Tse-Ming Tsai, Chia-Chun Shih, Ting-Chun Peng and Seng-Cho T. Chou, “Explore the Possibility of Utilizing Blog Semantic Analysis for Domain Expert and Opinion Mining," Proceedings of the 2009 International Conference on Intelligent Networking and Collaborative Systems (INCOS ’09), 2009. [link]
  5. Chia-Chun Shih, Ting-Chun Peng and Wei-Shen Lai, “Mining the Blogosphere to Generate Local Cuisine Hotspots for Mobile Map Service," Fourth International Conference on Digital Information Management (ICDIM ’09), pp.152-159, 2009. [link]

程式技術:

  • Java, C#, Python, C/C++, ASP .NET, JSP, CSS, Javascript, jQuery, Octave

專業技術:

  • Search Engine: Lucene, Solr, Nutch
  • Distributed NoSQL: Redis, MongoDB, HandlerSocket
  • Data Mining Tools: LibSVM, Weka, Octave
  • Visualization Tools: GraphViz, Grappa, Prefuse, Processing
  • SNA Tools: Pajek, C#UNG, NodeXL
  • Statistics: SPSS
  • Linux Kernel Compilation: Debian/Ubuntu Linux
  • Server Virtualization: VMware View, Citrix XenDesktop/XenApp, Microsoft Hyper-V
  • Protocol Implementations: HTTP/HTTPS, HTML5 Websocket (Hyby00, Hyby10, RFC6455), Microsoft RDP (Remote Desktop Protocol)
  • Windows cluster and Linux Enterprise HA cluster Deployment & Management; Linux Virtual Server Network Architecture Design & Deployment
  • Benchmarking and Performance Measurement: Benchmarking Tools and Methodologies for measuring/testing/analyzing Computing Performance and Network Throughput of hardware/software products.
  • Application Virtualization: App-V, Thin App

專業認證:

  • Oracle Certified Java SE 6/SE 5 Programmer (SCJP 6), 2009
  • MongoDB for Developers [pdf], certified by MongoDB Inc., 2014
  • MongoDB for Java Developers [pdf], certified by MongoDB Inc., 2014
  • Stanford Machine Learning by Andrew Ng [pdf], certified by Coursera, 2014
  • R Programming [pdf], certified by Coursera, 2014
  • Introduction to Data Science [pdf], certified by Coursera, 2014
  • Mining Massive Datasets, Stanford University, certified by Coursera, 2014
  • Statistical Learning, Stanford University, 2015
  • The Analytics Edge, MIT, certified by edX, 2015
  • Big Data XSeries (BerkeleyX), certified by edX, 2015
  • Neural Networks for Machine Learning (by Geoffrey Hinton), University of Toronto certificated, certified by Coursera, 2017

l中央研究院資訊科學所 智慧代理人實驗室 系統開發工讀生

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