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» Dimensionality Reduction in a P2P System
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SAC
2006
ACM
15 years 7 months ago
The impact of sample reduction on PCA-based feature extraction for supervised learning
“The curse of dimensionality” is pertinent to many learning algorithms, and it denotes the drastic raise of computational complexity and classification error in high dimension...
Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal
APVIS
2008
15 years 3 months ago
A Novel Visualization System for Expressive Facial Motion Data Exploration
Facial emotions and expressive facial motions have become an intrinsic part of many graphics systems and human computer interaction applications. The dynamics and high dimensional...
Tanasai Sucontphunt, Xiaoru Yuan, Qing Li, Zhigang...
170
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IJCAI
1989
15 years 2 months ago
Motion Planning of Multi-Joint Robotic Arm with Topological Dimension Reduction Method
This paper explores the realization of robotic arm motion planning, especially Findpath Problem, which is a basic motion planning problem that arises in the development of robotic...
Bo Zhang, Ling Zhang, Tian Zhang
GLVLSI
2003
IEEE
132views VLSI» more  GLVLSI 2003»
15 years 7 months ago
Power-aware pipelined multiplier design based on 2-dimensional pipeline gating
Power-awareness indicates the scalability of the system energy with changing conditions and quality requirements. Multipliers are essential elements used in DSP applications and c...
Jia Di, Jiann S. Yuan
BMEI
2008
IEEE
15 years 3 months ago
Clustering of High-Dimensional Gene Expression Data with Feature Filtering Methods and Diffusion Maps
The importance of gene expression data in cancer diagnosis and treatment by now has been widely recognized by cancer researchers in recent years. However, one of the major challen...
Rui Xu, Steven Damelin, Boaz Nadler, Donald C. Wun...