DeepLog: Deep-Learning-Based Log Recommendation

Log recommendation plays a vital role in analyzing run-time issues including anomaly detection, performance monitoring, and security evaluation. However, existing deep-learning-based approaches for log recommendation suffer from insufficient features and low F1. To this end, this paper proposes a pr...

Full description

Saved in:
Bibliographic Details
Main Authors: Zhang, Yang, Chang, Xiaosong, Fang, Lining, Lu, Yifan
Format: Conference Proceeding
Language:English
Subjects:
Computing methodologies
Computing methodologies > Machine learning
Computing methodologies > Machine learning > Machine learning approaches
Deep learning
Feature extraction
Information systems
Information systems > Information systems applications
Information systems > Information systems applications > Data mining
Log location
Neural networks
Prototypes
Recommendation
Semantics
Similarity analysis
Software and its engineering
Software and its engineering > Software creation and management
Software and its engineering > Software notations and tools
Software and its engineering > Software notations and tools > Software configuration management and version control systems
Source coding
Syntactics
Online Access:Request full text
Tags: Add Tag
No Tags, Be the first to tag this record!