Undergraduate internships: I do not offer short term projects or summer internships to students not enrolled at NTU. Please do not write to me about internship as I will not be able to respond to individual emails.
FYP students: We meet in these situations:
We have a default slot per week but we need not always use it.
Over the years, I had the opportunity to work with the following undergrad students with wide variety of capabilities (from very capable to very poor). The ones in red bold font are clearly outstanding among the lot. If you are an employer and would like to have a more detailed information about any of these students then please contact me by email.
| Serial No | Name | Program | Project Title | Status | Completion Date |
| 151 | Li Ming Jia | B.Engg | Automatic Extraction of COI Policies of Peer-Reviewed Conferences | Ongoing | Dec 2024 |
| 150 | Teresa Zhang Han Yu | B.Engg | A User-friendly Framework for Human-in-the-loop Data-driven Formation of Program Committees for Conferences | Ongoing | Dec 2024 |
| 149 | Tay Kai Seong | B.Engg | Data-driven Rental Price Analysis | Ongoing | Dec 2024 |
| 148 | Teo I-Jen | B.Engg | Predicting the Influence of Cancer Drugs on Human Signaling Network | Ongoing | May 2024 |
| 147 | Chanthatrojwong Kasidis | B.Engg | Visualizing Property Graphs: Psychology meets Data Visualization | Ongoing | May 2024 |
| 146 | Mukizhitha Rajkumar | B.Engg | Visualizing Emotions in Social Conversations | Ongoing | May 2024 |
| 145 | Tham Chun Leong | B.Engg | Implementing a Novel Abstract Art-inspired Visual Abstraction for Visualizing Social Comments | Ongoing | May 2024 |
| 144 | Andrew Teo Shaoming | B.Engg | Learning Analytics Tool for Student Performance | Ongoing | May 2024 |
| 143 | Ng Zhengjie | B.Engg | Data-driven Construction of Visual Query Interface for Timeseries Data | Ongoing | May 2024 |
| 142 | Lim Yanqi | B.Engg | An In-depth Study of How Users Sketch Time Series Queries | Ongoing | May 2024 |
| 141 | Wang Tianyu | B.Engg | Efficient and Scalable Processing of Visual Property Graph Queries | Ongoing | May 2024 |
| 140 | Aw Jeng Kit | B.Engg (PT) | A Visual Interface for Managing Conflict-Of-Interest | Ongoing | |
| 139 | Jin Yang Ng | B.Engg | Qualitative Analysis of Student Study Materials in CS | Completed | Dec 2023 |
| 138 | Zheng Yang Goh | B.Engg | Visual Exploration of Real-World Data from an Aesthetics Company | Completed | Dec 2023 |
| 137 | Ming Kiang Chua | B.Engg | Visualizing Database Schema | Completed | Dec 2023 |
| 136 | Alloysius Lim Zong Hong | B.Engg | Stock Market Prediction | Completed | May 2023 |
| 135 | Oo Jun Rui | B.Engg | An In-depth Study of How Users Sketch Time Series Queries | Completed | May 2023 |
| 134 | Mooshik Seetloo | B.Engg | A Visual Interface for Understanding Query Execution Plans | Completed | May 2023 |
| 133 | Justin Yip Jia En | B.Engg | Data-driven Construction of Visual Query Interface for Timeseries Data | Completed | May 2023 |
| 132 | Sabrina Heng Chor Chen | B.Engg | Data-driven Recommendation of Personal Insurance Policy | Completed | May 2023 |
| 131 | Wang Qiaochu | B.Engg | Effective Visualization of Human Cancer Signaling Network | Completed | May 2023 |
| 130 | Joei Yan Zhu Yi | B.Engg | A User Study of Kandinsky - A System for Visualizing Social Discussions | Completed | May 2023 |
| 129 | Isaac Soh Wei Yang | B.Engg | Quantifying Reputation and Success of Data Scientists | Completed | Dec 2022 |
| 128 | Min Thant Ko | B.Engg | Effective Visualization of Networks | Completed | May 2022 |
| 127 | Irvin Ting Sie Ze | B.Engg | Consolidating Financial Outlook Of Companies | Completed | May 2022 |
| 126 | Teo Kai Jie | B.Engg | Analyzing Confirmation Bias | Completed | May 2022 |
| 125 | Pow Liang Hong | B.Engg | Natural Language Explanation of SQL Queries for Database Education | Completed | May 2022 |
| 124 | Chew Yee Hian | B.Engg | Visualizing Real-World Relational Database Schema | Completed | May 2022 |
| 123 | Lester Tay Kai Hong | B.Engg | A Visual Query Interface for Property Graphs (Published in ACM SIGMOD 2023, 2024) | Completed | May 2022 |
| 122 | Sunny Pek Yee Chong | B.Engg | iBrowse | Completed | May 2022 |
| 121 | Mann Arjun Singh | B.Engg | Summarizing Natural Language Description of Query Execution Plans in RDBMS | Completed | May 2022 |
| 120 | Soham Bhadra | B.Engg | Visualizing Sentiments in Social Conversation | Completed | May 2022 |
| 119 | Loh Yi Xuan, Renice | B.Engg | Quantifying Reputation and Success of Data Scientists | Completed | Dec 2021 |
| 118 | Seow Li Chong Glen | B.Engg | Interest Group-based Social Network: Design and Implementation | Completed | May 2021 |
| 117 | Tan Xieng Yiong | B.Engg | Visual Analytics of Coronaviruses Data | Completed | May 2021 |
| 116 | Ma Jiebing | B.Engg | A Visual Query Interface for Graphs (Published in ACM SIGMOD 2023,2024) | Completed | May 2021 |
| 115 | Jesslyn Chew Sze Yu | B.Engg | METER: A Tool for Map-based Visualization of Referencing Behaviours of Scientific Articles | Completed | May 2021 |
| 114 | Li Yan | B.Engg | Visual Query Interface Construction for Time Series Data (Published in VLDB 2022) | Completed | May 2021 |
| 113 | Sri Ashwari D/O Rajkumar Pillai | B.Engg | Visualizing Emotions in Social Conversations | Completed | Dec 2020 |
| 112 | Tan Cheng Wu | B.Engg | Emotions in Social Conversations | Completed | May 2020 |
| 111 | Castillo Clarence Fitzgerald Gumtang | B.Engg | Visualizing Social Comments on Mobile Devices (Published in ACM MM 2021) | Completed | May 2020 |
| 110 | Nicole Liow Wei Xuan | B.Engg | Visual Graph Querying on Mobile Devices | - | May 2020 |
| 109 | Neo Kee Pin | B.Engg | Fake News Likelihood Index | Completed | Dec 2019 |
| 108 | Tang Shuqian | B.Engg | Visual Subgraph Query Processing | Completed | May 2019 |
| 107 | Low Heok Hong | B.Engg | Querying Timeseries Data | Completed | May 2019 |
| 106 | Nurul Syafiqah Binti Sapnan | B.Engg | Trends in Twitter: Who, What, Why? | Completed | May 2019 |
| 105 | Sean Tan Jun Yu | B.Engg | Smart Contracts on Blockchains (Published in ACM SIGMOD 2020) | Completed | May 2019 |
| 104 | Oon Xue Ting | B.Engg | Tweets Analytics to Understand Impact of Elections on Forex | Completed | May 2019 |
| 103 | Htut Aung Shine | B.Engg (Part Time) | Visual Graph Query Formulation on Mobile Devices | Completed | July 2019 |
| 102 | Marcia Ong Wen Jie | B.Engg | Tracking Sales in Insurance Industry | Completed | Dec 2018 |
| 101 | Daniel Yap Jian Hui | B.Engg | Teaching Enhanced by Technology: Tools to Estimate Student Attentiveness during Lecture | Completed | Dec 2018 |
| 100 | Hartono | B.Engg | Election Information Management System | Completed | Dec 2017 |
| 99 | Pham Duy Khanh | B.Engg | Visual Complexity of Query Interface (Published in EDBT 2023) | Completed | May 2017 |
| 98 | Jophia Soh Yi Wen | B.Engg | Trend Analysis in Twitter | Completed | May 2017 |
| 97 | Alfie Farhana Binte Mohamed | B.Engg | Collapp - Collaboration Chat App | Completed | May 2017 |
| 96 | Tan Jia Hao | B.Engg | Map-based Property Search on Mobile Devices | Completed | May 2017 |
| 95 | Samuel Boren Phua | B.Engg | Recommendation Engine for Web-based Applications | Completed | Dec 2016 |
| 94 | Koh Da Yuan | B.Engg | A Database System for Managing and Visualizing Faculty Teaching Feedback | Completed | May 2016 |
| 93 | Chin Jin Yao | B.Engg | Online Tweet Summarization (Published in ACM SIGIR 2017, JASIST 2018) | Completed | May 2016 |
| 92 | Li Shing To | B.Engg | GitHub Repository Analysis & Prediction | Completed | May 2016 |
| 91 | Li Siwei | B.Engg | Parkly: A Carpark Lot Availbility Monitor System | On Leave | May 2016 |
| 90 | Mengxuan Chen | B.Engg | Visualizing FACETS (Published in IEEE ICDM 2016) | Completed | May 2015 |
| 89 | Bo Huang | B.Engg | Evolutionary Summary and Visualization of Social Comments | Completed | May 2015 |
| 88 | Neo Qian Wen, Christina | B.Engg | Teaching Feedback Management System | Completed | May 2015 |
| 87 | Jeremy Isaac Foo Jia Wei | B.Engg | Hospital Management System | Completed | May 2015 |
| 86 | Shiven Ramdassaney | B.Engg | Non-Conflict Reviewers Selection System - A Graph-based Technique | - | Dec 2015 |
| 85 | Doreen Loh Jia Wen | B.Engg | Design and Development of a Social Platform for Businesses and Investors | Completed | May 2014 |
| 84 | Yan Kin Man | B.Engg | Changing the Salon Industry: Hairdo Visualization and Efficient Booking System | Completed | May 2014 |
| 83 | Poh Boon Ng | B.Engg | Integrating Social Media Platforms | Completed | May 2014 |
| 82 | Lim Ong Yuan Sean | B.Engg | A Web-based Online Grocery Management System | Completed | May 2014 |
| 81 | Khok Hong Jing | B.Engg | Query Ambiguity in XML Keyword Search (Published in ACM SIGIR 2017) | Completed | May 2014 |
| 80 | Dilwyn Teo Yong Li | B.Engg | Faculty Workload Analytics in Academia | Completed | May 2014 |
| 79 | Chew Min Min | B.Engg | Searching Social Images (Published in ACM SIGIR 2018) | Completed | May 2014 |
| 78 | Andree Wijaya | B.Engg | A Web Platform for Visual XML Querying | Completed | Nov 2013 |
| 77 | Boh Ze Yang | B.Engg | iXDB: Towards Click-Pinch-Drag-Enter XML Databases | Completed | Nov 2013 |
| 76 | Huynh Ngoc Anh | B.Engg (EEE) | Visual Graph Query Processing | Completed | May 2013 |
| 75 | Rohit Luthra | B.Engg | Towards User-Friendly Navigation of XML Structural Summary During Query Formulation | - | May 2013 |
| 74 | Kong Chun Leong James | B.Engg | iDB: Towards Database Querying Using IPads | Completed | Nov 2012 |
| 73 | Nguyen Hong Hien | B.Engg (ABP) | Pattern-based Visual Subgraph Query Formulation Meets Query Processing (Published in IEEE ICDE 2015) | Completed | May 2012 |
| 72 | Fu Chao | B.Engg | Towards XML Querying for Dummies | Completed | May 2012 |
| 71 | Thian Chan One Benji | B.Engg | Design and Implementation of a Visual Graph Querying Simulator (Published in IEEE ICDE 2015) | Completed | May 2012 |
| 70 | Tan Han Meng | B.Engg | Analyzing Enviromental Microblogs | Completed | May 2012 |
| 69 | Xia Weihua | B.Engg | Design and Implementation of a Citation Database | Completed | May 2012 |
| 68 | Gaukhar Tlessova | BEngg | A Web Platform for XBLEND | Completed | Dec 2011 |
| 67 | Ho Hoang Hung | BEngg (ABP) | Blending Visual Subgraph Similarity Query Formulation and Query Processing on Large Graphs (Published in SIGMOD 2013, VLDB Journal) | Completed | May 2011 |
| 66 | Ang Min Hwee | BEngg | Intelligent Query Feedback During Visual XML Query Formulation (Published in ACM CIKM 2015) | Completed | May 2011 |
| 65 | Huang Yue | BEngg | To Join or Not to Join? | Completed | May 2011 |
| 64 | Wang Yingqi | BEngg | Design and Implementation of a Visual Interface for In-Silico Combinational Drug Therapy (Published in SIGHIT 2012) | Completed | May 2011 |
| 63 | Qu Xin | BEngg | Enhancing XML Structure Visualization for Fast Query Formulation | Completed | May 2011 |
| 62 | Teo Kee Lin | BEngg | XCLOSE: XML Keyword Search Engine | Completed | Dec 2010 |
| 61 | Truong Ba Quan | BEngg | Efficient Processing of Tree Distance Axes in XML Databases (Published in DASFAA 2012) | Completed | May 2010 |
| 60 | Qiu Weixing Colin | BEngg | Mining Frequently Changing Interesting XML Data from Historical XML Documents | Completed | May 2010 |
| 59 | Huang Yiwei | BEngg | Towards Consumable XML Databases | Completed | May 2010 |
| 58 | Saiful Shahril Bin Saini | BEngg | Towards Consumable XML Databases | Completed | May 2010 |
| 57 | Cai Ruibao | BEngg | XML Query Processing | Completed | Dec 2009 |
| 56 | Neha Chachra | BEngg | Efficient Evaluation of Tree Distance Axis in a Tree-Unaware RDBMS | Completed | May 2009 |
| 55 | Ong Chin Sin | BEngg | Efficient Evaluation of Frequently Issued XML Queries | Completed | May 2009 |
| 54 | Krishnan Aswath | BEngg | XCLOSE: Returning Relevant Results for XML Keyword Search | Completed | May 2009 |
| 53 | Sun Yung Ting | BEngg | Exploratory XML Query Processing | Completed | May 2009 |
| 52 | Ng Huimin Pamela | BEngg | Efficient Visualization of XML Query Results | Completed | May 2009 |
| 51 | Seah Chun Wei | BEngg | Efficient and Scalable Evaluation of XPath Queries with Qualifiers: A Data Mining-Driven Approach | Completed | Dec 2008 |
| 50 | Soh Kheng Hong | BEngg | Efficient Evaluation of NOT Predicates in XML Database (Published in DASFAA 2011, The VLDB Journal) | Completed | Dec 2008 |
| 49 | Huang Zhiyuan Alvin | BEngg | Quantitative Modelling of Visual XML Query Formulation Times | Completed | Dec 2008 |
| 48 | Dang Thi Bich Hanh | BEngg | Efficient Processing of Ancestor and Descendant XPath Axes in XML Databases | Completed | May 2008 |
| 47 | Ng Zhifeng Clement | BEngg | Efficient Processing of Closest Axis in XML Databases (Published in ACM CIKM 2009) | Completed | May 2008 |
| 46 | Xiao Beiou | BEngg | Relevant Keyword Search in XML Databases | Completed | May 2008 |
| 45 | Lin Yuyou John | BEngg | Efficient Evaluation of Node Comparison in a XML Database | Completed | May 2008 |
| 44 | Lin Jinxiang Dennis | BEngg | Efficient Evaluation of XQuery Functions in a XML Database | Completed | May 2008 |
| 43 | Sim Fu Chai | BEngg | Web Event Detection: What Can We Do With It? | Completed | May 2007 |
| 42 | Zhou Yong | BEngg | DEMONE: A System for Monitoring the Deep Web | Completed | May 2007 |
| 41 | Sun Hongmei | BEngg | Analyzing Relational Query Plans for Processing XML Queries (Published in ACM CIKM 2007) | Completed | May 2007 |
| 40 | Wang Geng | BEngg | Efficient Processing of Ancestor and Descendant XPath Axes in XML Databases | Completed | May 2007 |
| 39 | Myo Maw Aye | BEngg | Storing and Processing XML Attributes and Elements in Relational Databases | Completed | May 2007 |
| 38 | Wang Dan | BEngg | Change Detection on Vectorised XML | Failed (No report submission) | May 2007 |
| 37 | Jia Shaopeng | URECA | Vague Content and Structure Retrieval for XML Data in Relational Databases | - | June 2006 |
| 36 | Fajar Ardian | BEngg | Automatic Identification of Unique Identifiers from Hidden Web Query Results | Completed | May 2006 |
| 35 | Guo Zhiwei | BEngg | Maintenance of Minimal Infrequent Structures for Dynamic XML | Completed | May 2006 |
| 34 | Lee Tzyy Ming | BEngg | Performance Analysis of XML Subtree Construction and Visualization in XML Query Results | Completed | May 2006 |
| 33 | Kwan Wei Pin | BEngg | A Framework for Visual XML Query Formulation | Completed | May 2006 |
| 32 | Lau Khee Thong | BEngg | Maintenance of Path Selectivity Estimation for Dynamic XML | Completed | May 2006 |
| 31 | Ong Baolong, Michael | BEngg | Storage and Processing of Microarray Data | Completed | May 2006 |
| 30 | Wong Jin Wei | BEngg | Change Detection on Vectorised XML | Completed | May 2006 |
| 29 | Seah Boon Siew | BEngg | Efficient Supporting of Order in XML Query Processing using RDBMS (Published in DASFAA 2007) | Completed | Nov 2005 |
| 28 | Choo Sui Ming | BEngg | So, What Happens to XML Query Performance when DTD Changes? | Completed | Nov 2005 |
| 27 | Ow Shee Siang | BEngg | A Framework for Privacy Policies and Views | Completed | June 2005 |
| 26 | Nicole Budiman | BEngg | Mining Conserved Web Access Patterns | Completed | June 2005 |
| 25 | Loke Khin Kai | BEngg | Detecting Changes to Unordered XML using Prufer Sequences | Completed | June 2005 |
| 24 | Li Shing Yan | BEngg | Visualization of XML Structure Mining Results | Completed | June 2005 |
| 23 | Png Wei Chung, Jerome | BEngg | Synthetic XML Delta Generator | Completed | June 2005 |
| 22 | Koh Jit Jing, Patrick | BEngg | Efficient XML Access Control in SUCXENT ++ | Failed (No report submission) | June 2005 |
| 21 | Tan Shin Yee | BEngg | Querying Changes to Genome Data | Completed | June 2004 |
| 20 | Arpit Sood | BEngg | Mining Increasing Frequently Changing Web Structures | Completed | June 2004 |
| 19 | Yeo Chun Eng | BEngg | Automatic Update of Biological Warehouse | Completed | June 2004 |
| 18 | Sri Lisuiningsih Budiman | BEngg | Detecting Changes to Hybrid XML (Published in DEXA 2005) | Completed | June 2004 |
| 17 | Lim Siao Mei, Ivy | BEngg | Updating XML | Completed | June 2004 |
| 16 | Su Sheng Shou | BEngg | Design and Implementation of GUI for XML Enabled Systems | Failed | June 2004 |
| 15 | Zeng Xin Tian, & Donovan | Diploma (Temasek Poly) | Detecting Changes to Ordered XML | Completed | June 2004 |
| 14 | Toy Meng Sheng | B Engg | Access Control in XEDY | Completed | Nov 2003 |
| 13 | Song Yang | BEngg | Detecting Bio Deltas (Published in DKE Journal, ACM CIKM 04, DASFAA 2007, DASFAA 2010) | Completed | June 2003 |
| 12 | Harishankar Vijayarajan | B.Engg | Xtransformer: Transforming XQuery to SQL in XEDY | Completed | June 2003 |
| 11 | Loh Hock Leong, Brendon | B.Engg | A Graphical Interface for Formulating XML Queries | Completed | June 2003 |
| 10 | Lim Yee Wane, Cheryl | B.Engg | Design and Implementation of an XML Delta Generator | Completed | June 2003 |
| 9 | Cheok Lay Koon | B.Engg | A Graphical Interface for Managing Changes to XML Data | Completed | June 2003 |
| 8 | Khoo Boon Tian | B. Engg | Synthetic XML Data Generator (Published in XSDM 2003) | Completed | June 2003 |
| 7 | Tio Surya Dharma | B.Engg (AMP) | Detecting XML Deltas (Published in DEXA 2004) | Completed | Nov 2002 |
| 6 | Tay Khim Wee | B.Engg | Storing XML data in XEDY (Published in EC-WEB 2003) | Completed | Nov 2002 |
| 5 | Tan Justin | BE (Hnrs) | Web Information Harvesting | Completed | June 2002 |
| 4 | Inderjeet Singh | B.Appl.Sc | A Graphical Interface for viewing Web Query Results | Completed | June 2002 |
| 3 | B. S. Nishikanth | B.Appl.Sc | A Graphical Interface for Querying the Web | Completed | June 2002 |
| 2 | Tan Kee Huei | B.Appl.Sc | Design and Implementation of a Web Schema Generator | Completed | Nov 2001 |
| 1 | Ang Kho Kiong | B.Appl.Sc | VISCOUS: A Graphical Interface for Formulating Disjunctive Web Queries (Published in DKE Journal) | Completed | Nov 2001 |