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Showing 1 to 6 of 6 for “"discriminative patterns"”.

  1. DPLearn: an effective but concise learning framework based on discriminative patterns

    … to improve the accuracy using selected frequent patterns, where many efforts were paid to prune a huge number of non-discriminative frequent patterns. On the other hand, tree-based models have shown strong abilities on many learning tasks since they can easily build high-order interactions …

    uiuc Repository record for DPLearn: an effective but concise learning framework based on discriminative patterns (opens in a new tab)

  2. Mining sophisticated patterns for classification and correlation analysis

    … and implement techniques for (1) directly mining discriminative patterns from a numeric valued feature set of k-embedded edge subtrees given labeled training data, (2) mining top correlated patterns from transactional databases with low minimum support, and (3) mining flipping correlation patterns

    uiuc Repository record for Mining sophisticated patterns for classification and correlation analysis (opens in a new tab)

  3. Sequential Recognition of Manipulation Actions Using Superpixel Group Mining

    … and representativity characteristics to retrieve discriminative patterns for each action, which is more effective than mining methods that only use discriminativity characteristic.<br/><br/>We evaluate the proposed method on two challenging manipulation action datasets, achieving state-of-the-art …

    dundee Repository record for Sequential Recognition of Manipulation Actions Using Superpixel Group Mining (opens in a new tab)

  4. Predictive Maintenance in Rail Transportation: An Explainable Machine Learning Approach

    … analysed under time-aware partitions to learn discriminative patterns without temporal leakage. Passenger doors represent a high-risk subsystem due to their frequent actuation, exposure to environmental stressors, and direct impact on operational safety. Failures in this subsystem have the …

    stellenbosch Repository record for Predictive Maintenance in Rail Transportation: An Explainable Machine Learning Approach (opens in a new tab)