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    ML
    2015
    ACM
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    Random projections as regularizers: learning a linear discriminant from fewer observations than dimensions
    9 years 8 months ago
    Random projections as regularizers: learning a linear discriminant from fewer observations than dimensions
    Download  researchcommons.waikato.ac.nz
    We prove theoretical guarantees for an averaging-ensemble of randomly projected Fisher Linear Discriminant classifiers, focusing on the case when there are fewer training observat...
    Robert J. Durrant, Ata Kabán
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    ML
    2015
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    Probabilistic clustering of time-evolving distance data
    9 years 8 months ago
    Probabilistic clustering of time-evolving distance data
    Download  www2.informatik.hu-berlin.de
    We present a novel probabilistic clustering model for objects that are represented via pairwise distances and observed at different time points. The proposed method utilizes the i...
    Julia E. Vogt, Marius Kloft, Stefan Stark, Sudhir ...
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    ML
    2015
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    Direct conditional probability density estimation with sparse feature selection
    9 years 8 months ago
    Direct conditional probability density estimation with sparse feature selection
    Download  www.ms.k.u-tokyo.ac.jp
    Regression is a fundamental problem in statistical data analysis, which aims at estimating the conditional mean of output given input. However, regression is not informative enoug...
    Motoki Shiga, Voot Tangkaratt, Masashi Sugiyama
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    ML
    2015
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    22views Machine Learning» more  ML 2015»
    Linearized alternating direction method with parallel splitting and adaptive penalty for separable convex programs in machine le
    9 years 8 months ago
    Linearized alternating direction method with parallel splitting and adaptive penalty for separable convex programs in machine le
    Download  jmlr.org
    Many problems in statistics and machine learning (e.g., probabilistic graphical model, feature extraction, clustering and classification, etc) can be (re)formulated as linearly c...
    Zhouchen Lin, Risheng Liu, Huan Li
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    ML
    2015
    ACM
    26views Machine Learning» more  ML 2015»
    Greedy learning of latent tree models for multidimensional clustering
    9 years 8 months ago
    Greedy learning of latent tree models for multidimensional clustering
    Download  www.cse.ust.hk
    Tengfei Liu, Nevin Lianwen Zhang, Peixian Chen, Ap...
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