Efficient Online Log Parsing with Log Punctuations Signature

Logs, recording the system runtime information, are frequently used to ensure software system reliability.As the first and foremost step of typical log analysis, many data-driven methods have been proposed for automated log parsing.Most existing log parsers work offline, requiring a time-consuming training progress and retraining as the system upgr

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Dynamic pricing strategies for efficient inventory management with auto-correlative stochastic demand forecasting using exponential smoothing method

The research presents a novel approach to inventory Machines DIY modelling, emphasizing stochastic demand and dynamic pricing strategies for a seasonal sales framework.The methodology divides the sales season into intervals, each associated with distinct pricing strategies influenced by stochastic factors.The study employ exponential smoothing for

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