Abstract:
Traditional analysis for logs generated by wireless telecommunication systems requires a priori knowledge to explore the common patterns and structures. To overcome this ...Show MoreMetadata
Abstract:
Traditional analysis for logs generated by wireless telecommunication systems requires a priori knowledge to explore the common patterns and structures. To overcome this difficulty, this paper presents a new method to analyze logs. We first implement natural language processing (NLP) techniques and machine learning (ML) models to process logs and directly vectorize logs. Then we train a classification model to determine the states of logs. Experiments are carried out to confirm the effectiveness of our method.
Date of Conference: 27-31 August 2017
Date Added to IEEE Xplore: 01 February 2018
ISBN Information: