Anomaly 2 benchmark results4/12/2023 Hironori Uchida: Conceptualization, Methodology. Rin Hirakawa: Conceptualization, Methodology, Software, Validation, Formal analysis, Investigation, Writing – original draft, Visualization. We declare that the work "Anomaly Detection in Software Logs Based on Temporal Memory" is entirely our own and no part of it has been quoted from other researchers. The anomaly data detected by thresholding can be interpreted in relation to the anomaly scores in the previous and following data when the engineer investigates the cause of Statement In the anomaly detection of our proposed method, the anomaly score is calculated for all messages in the log data considering the prediction deviation due to the time memory. In this paper, we propose TM-LAD, a method for automatically extracting log data with different patterns from normal data based on Temporal Memory. We also discuss the settings of column size and sparsity, which are important parameters in training log anomaly detection models using TM, in Section 4.3. We compare the performance of our method with seven prior methods using the loglizer benchmark in Section 4.2. To evaluate the performance of TM-LAD, we conduct anomaly detection experiments using a large open log dataset. The details of the log parser are Experiment First, a sequence of log messages is structured using an algorithm called a log parser, and then transformed into an input format that can be understood by Temporal Pooling (Temporal Memory). An overview of the proposed method is shown in Fig. 2. In this study, we detect abnormal data by learning the temporal patterns of structured log sequences and calculating the anomaly score based on the deviation between the stored patterns and the test case patterns. There are those that use basic machine learning models, original algorithms that utilize log data heuristics, and methods that use deep learning techniques. There are two types of methods for detecting anomalies in log data using machine learning: supervised learning and unsupervised learning. In addition, by calculating the anomaly score for all messages in the log data, we aim to be able to detect anomalies from a single log message to a log sequence as a unit. In this study, we propose an automatic log analysis method that requires as little data as possible for training and whose performance does not vary depending on the amount of data. However, the current situation in the development field is that the test log data is often managed in a state that is not sufficiently organized, and it takes a lot of manpower and time to prepare the data for learning. Therefore, in order to extract the log data related to the failure by automatic log analysis, it is necessary to collect enough log data when the same operation is performed normally. What they all have in common is that they detect anomalies based on the differences in patterns between the log data during normal system operation and the log data during testing. However, the log data often contains non-fatal "exceptions" information, and such an approach is inefficient when the scale of the system is large.Īgainst this background, research is being conducted on automatic log analysis methods that extract only the parts of the log data that are relevant to the failure,. In conventional log analysis, simple word searches such as "kill" and "exception" are commonly used to investigate logs related to defects. When investigating the causes of the above problems, engineers need to visually check the system runtime logs. Such failure is caused by problems hidden in OSS or its inappropriate use and modification. While the use of OSS in products speeds up the implementation of functions, it also increases the difficulty of analysis when a problem occurs in the system. In recent years, the use of open-source software (OSS) has become common in system development due to the diversification of required functions.
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