Anomaly Detection

Anomaly detection is an exciting field of research that has received a lot of attention in recent years. It takes place in many application domains, such as the telecom industry, data mining, finance, insurance, etc. Anomaly detection is interdisciplinary by nature, requiring contributions from statistics, machine learning, pattern recognition, and computer science to name a few. Recent advances in artificial intelligence (AI) have enabled tackling this problem more effectively using different kinds of neural networks that have become popular recently

What is an Anomaly?

A successful anomaly detection system is one that is able to detect anomalies effectively and efficiently. Anomaly detection also enables businesses to address issues quickly before any losses are incurred. The anomaly detection system must be able to distinguish between normal (expected) behavior and exceptional behavior. It should be designed in such a way that it can detect any abnormal activities or deviations from a set of rules or conditions.  

Benefits of Anomaly Detection in Telco Networks :

 Given the nature of how effectively it delivers results, anomaly detection provides many benefits to telecommunication service providers, a few of which are mentioned below:

 ✔ Accurate and Autonomous Monitoring:- Anomaly testing based on AI can monitor the complete data with absolute autonomy. Such solutions rely on machine learning algorithms for creating a flexible foundation for every parameter. With a complete analysis of network data, it becomes easier to understand the expected behavior of different metrics under different conditions and situations.

 ✔Comprehensive Network Visibility:- Establishing a correlation between multiple network layers, databases, applications, analytics tools, and applications, monitoring solutions offer sight beyond the traditional data silos, facilitating faster resolution, improved network access, and a unified customer experience every single time.

 For anomaly detection to function to the best of its abilities, robust AI and ML capabilities become crucial, enabling the transformation of traditional telecom and network services towards the path of automation and smarter operations. Anomaly detection is the key to next-level performance.

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Posted on June 15, 2022 by Yassine, LASRI