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Dynamic Thresholds

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58 Tech
58 Tech
Mar 31, 2021 · Big Data

Design and Implementation of an Intelligent Security Monitoring and Alert System

This article presents a comprehensive design of a real‑time security monitoring and alert platform, detailing challenges in high‑concurrency risk control, an architecture that replaces OLAP polling with scalable compute services, event‑time processing, dynamic thresholding using fbprophet, and practical optimizations with Redis and ClickHouse.

ClickHouseDynamic ThresholdsFlink
0 likes · 13 min read
Design and Implementation of an Intelligent Security Monitoring and Alert System
Efficient Ops
Efficient Ops
Jul 7, 2020 · Operations

Leveraging Ops Data: Knowledge Graphs, Auto‑Fault Assessment & Unattended Changes

This article explores the breadth and challenges of operational data, outlines high‑level use cases such as knowledge graphs, automated fault assessment, unattended change management, and dynamic thresholds, and provides practical guidance for integrating these advanced scenarios into DevOps and AIOps workflows.

AIOpsDevOpsDynamic Thresholds
0 likes · 14 min read
Leveraging Ops Data: Knowledge Graphs, Auto‑Fault Assessment & Unattended Changes
360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
Jun 29, 2017 · Artificial Intelligence

How EWMA‑Based Dynamic Thresholds Cut False Alarms in Monitoring

This article explains how applying machine‑learning techniques such as EWMA and periodic‑based amplitude analysis creates dynamic thresholds that dramatically reduce false alerts in monitoring systems while improving detection of genuine anomalies.

Anomaly DetectionDynamic ThresholdsEWMA
0 likes · 11 min read
How EWMA‑Based Dynamic Thresholds Cut False Alarms in Monitoring