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Titlebook: Smart Log Data Analytics; Techniques for Advan Florian Skopik,Markus Wurzenberger,Max Landauer Book 2021 Springer Nature Switzerland AG 202

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Generating Character-Based Templates for Log Data,r, we propose a novel approach for computing character-based templates, which combines comparison-based methods and heuristics. To achieve this goal, we solve the problem of efficiently calculating a multi-line alignment for a group of log lines and compute an accurate approximation of the optimal c
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Variable Type Detector for Statistical Analysis of Log Tokens,obability distributions for discrete and continuous variables. The VTD raises an alarm if a variable’s data type changes. Furthermore, it implements a robust indicator function that reduces false positives by tracking the data type history of each variable and reports only significant data type chan
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