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    SDM
    2012
    SIAM
    322views Data Mining» more  SDM 2012»
    Adaptive Multi-task Sparse Learning with an Application to fMRI Study
    11 years 7 months ago
    Adaptive Multi-task Sparse Learning with an Application to fMRI Study
    Download  www.cs.cmu.edu
    In this paper, we consider the multi-task sparse learning problem under the assumption that the dimensionality diverges with the sample size. The traditional l1/l2 multi-task lass...
    Xi Chen, Jingrui He, Rick Lawrence, Jaime G. Carbo...
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    SDM
    2012
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    297views Data Mining» more  SDM 2012»
    A Flexible Open-Source Toolbox for Scalable Complex Graph Analysis
    11 years 7 months ago
    A Flexible Open-Source Toolbox for Scalable Complex Graph Analysis
    Download  www.cs.ucsb.edu
    The Knowledge Discovery Toolbox (KDT) enables domain experts to perform complex analyses of huge datasets on supercomputers using a high-level language without grappling with the ...
    Adam Lugowski, David M. Alber, Aydin Buluç,...
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    SDM
    2012
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    340views Data Mining» more  SDM 2012»
    IntruMine: Mining Intruders in Untrustworthy Data of Cyber-physical Systems
    11 years 7 months ago
    IntruMine: Mining Intruders in Untrustworthy Data of Cyber-physical Systems
    Download  www.cs.uiuc.edu
    A Cyber-Physical System (CPS) integrates physical (i.e., sensor) devices with cyber (i.e., informational) components to form a situation-aware system that responds intelligently t...
    Lu An Tang, Quanquan Gu, Xiao Yu, Jiawei Han, Thom...
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    SDM
    2012
    SIAM
    294views Data Mining» more  SDM 2012»
    Kernelized Probabilistic Matrix Factorization: Exploiting Graphs and Side Information
    11 years 7 months ago
    Kernelized Probabilistic Matrix Factorization: Exploiting Graphs and Side Information
    Download  people.ee.duke.edu
    We propose a new matrix completion algorithm— Kernelized Probabilistic Matrix Factorization (KPMF), which effectively incorporates external side information into the matrix fac...
    Tinghui Zhou, Hanhuai Shan, Arindam Banerjee, Guil...
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    SDM
    2012
    SIAM
    247views Data Mining» more  SDM 2012»
    Simplex Distributions for Embedding Data Matrices over Time
    11 years 7 months ago
    Simplex Distributions for Embedding Data Matrices over Time
    Download  www-kd.iai.uni-bonn.de
    Early stress recognition is of great relevance in precision plant protection. Pre-symptomatic water stress detection is of particular interest, ultimately helping to meet the chal...
    Kristian Kersting, Mirwaes Wahabzada, Christoph R&...
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    SDM
    2012
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    355views Data Mining» more  SDM 2012»
    Granger Causality Analysis in Irregular Time Series
    11 years 7 months ago
    Granger Causality Analysis in Irregular Time Series
    Download  www-scf.usc.edu
    Learning temporal causal structures between time series is one of the key tools for analyzing time series data. In many real-world applications, we are confronted with Irregular T...
    Mohammad Taha Bahadori, Yan Liu
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    SDM
    2012
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    304views Data Mining» more  SDM 2012»
    Robust Reputation-Based Ranking on Bipartite Rating Networks
    11 years 7 months ago
    Robust Reputation-Based Ranking on Bipartite Rating Networks
    Download  www.se.cuhk.edu.hk
    With the growth of the Internet and E-commerce, bipartite rating networks are ubiquitous. In such bipartite rating networks, there exist two types of entities: the users and the o...
    Rong-Hua Li, Jeffrey Xu Yu, Xin Huang, Hong Cheng
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    SDM
    2012
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    258views Data Mining» more  SDM 2012»
    Feature Selection with Linked Data in Social Media
    11 years 7 months ago
    Feature Selection with Linked Data in Social Media
    Download  www.public.asu.edu
    Feature selection is widely used in preparing highdimensional data for effective data mining. Increasingly popular social media data presents new challenges to feature selection....
    Jiliang Tang, Huan Liu
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    SDM
    2012
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    208views Data Mining» more  SDM 2012»
    Mining Massive Archives of Mice Sounds with Symbolized Representations
    11 years 7 months ago
    Mining Massive Archives of Mice Sounds with Symbolized Representations
    Download  www.cs.ucr.edu
    Many animals produce long sequences of vocalizations best described as “songs.” In some animals, such as crickets and frogs, these songs are relatively simple and repetitive c...
    Jesin Zakaria, Sarah Rotschafer, Abdullah Mueen, K...
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    SDM
    2012
    SIAM
    312views Data Mining» more  SDM 2012»
    Drought Detection of the Last Century: An MRF-based Approach
    11 years 7 months ago
    Drought Detection of the Last Century: An MRF-based Approach
    Download  www-users.cs.umn.edu
    Droughts are one of the most damaging climate-related hazards. The late 1960s Sahel drought in Africa and the North American Dust Bowl of the 1930s are two examples of severe drou...
    Qiang Fu, Arindam Banerjee, Stefan Liess, Peter K....
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