MY FUNDED RESEARCH PROJECTS

超啟發式算法於優化數據挖掘計算性能

Nature-inspired computing and metaheuristics (NiCam) are gaining popularity in research community for their advantages applicable in computational intelligence, data-mining and their applications. Borrowed from the wonders of nature, NiCam algorithms c...

研究以機器學習技法以改善蛋白質與配體嵌合強度的評分函數

Protein–ligand docking is an essential step in modern drug discovery process. The challenge here is to accurately predict and efficiently optimize the position and orientation of ligands in the binding pocket of a target protein. In this rese...

非常快速及優化的決策森林用於時態數據流挖掘 (iOVFDF)

iOVFDT (Incrementally Optimized Very Fast Decision Tree) is a new data stream mining model, that optimizes a balance of compact tree size and prediction accuracy.


The iOVFDT was developed into open source by my PhD student who was supporte...

可擴展的數據流挖掘方法:綜合分析和推理的並行計算

研究目標:
The research target is to design and develop a data-stream-mining system, which is "holistic" meaning it is able to produce a decision-support model of highest possible accuracy in data-mining data streams. 

研究目標是要設計及建立一個具整體性的數據流挖掘系統,其中的决策支...

The prediction of rare events is a challenging scientific problem. Events such as extreme meteorological conditions may aggravate human morbidity and mortality. Yet, their prediction is inherently difficult as, these events are characterized by low occurrence, high sam...

OVFDT (Optimized Very Fast Decision Tree) is a new classifier in data stream mining based on an incremental learning method called Hoeffding tree algorithm (HTA). HTA uses information gain and Hoeffding bound to build a decision tree bottom-up from the incoming data st...

Virtual online communities used for a variety of social and professional groups have proliferated rapidly, offering plenty of opportunities for peoples to share interests and organize activities with a common goal. Resource management is the efficient and effective dep...

Large versioned text collections, primarily systems such as Wikis but also other hypermedia and collaborative authoring systems, have become important systems allowing contributions of text content by large numbers of users, best exemplified by the well-known Wikipedia...

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