9 citations · 51 across the 24 of their papers we have counts for
6 papers · 1 filter
Coupling Matrix Manifolds and Their Applications in Optimal Transport
Dai Shi, Junbin Gao, Xia Hong +2
Optimal transport (OT) is a powerful tool for measuring the distance between two defined probability distributions. In this paper, we develop a new manifold named the coupling matr…
Efficient Spatial Nearest Neighbor Queries Based on Multi-layer Voronoi Diagrams
Yang Li, Gang Liu, Junbin Gao +3
Nearest neighbor (NN) problem is an important scientific problem. The NN query, to find the closest one to a given query point among a set of points, is widely used in applications…
LSTM-Assisted Evolutionary Self-Expressive Subspace Clustering
Di Xu, Tianhang Long, Junbin Gao
Massive volumes of high-dimensional data that evolves over time is continuously collected by contemporary information processing systems, which brings up the problem of organizing…
Tensor-Train Parameterization for Ultra Dimensionality Reduction
Mingyuan Bai, S. T. Boris Choy, Xin Song +1
Locality preserving projections (LPP) are a classical dimensionality reduction method based on data graph information. However, LPP is still responsive to extreme outliers. LPP aim…
Shared Generative Latent Representation Learning for Multi-view Clustering
Ming Yin, Weitian Huang, Junbin Gao
Clustering multi-view data has been a fundamental research topic in the computer vision community. It has been shown that a better accuracy can be achieved by integrating informati…
DataLearner: A Data Mining and Knowledge Discovery Tool for Android Smartphones and Tablets
Darren Yates, Md Zahidul Islam, Junbin Gao
Smartphones have become the ultimate 'personal' computer, yet despite this, general-purpose data-mining and knowledge discovery tools for mobile devices are surprisingly rare. Data…