Attribution Analysis

Qunar Tech Salon

Jul 2, 2024 · Artificial Intelligence

Comprehensive Attribution Analysis Methodology and Its Business Application

This article presents a detailed attribution analysis framework—including background research, a four‑step workflow, Bayesian causal detection, Simpson's paradox handling, and real‑world case studies—demonstrating how data‑driven insights can improve conversion rates and operational efficiency across multiple business lines.

Attribution AnalysisBayesian NetworkData Mining

0 likes · 15 min read

Comprehensive Attribution Analysis Methodology and Its Business Application

Model Perspective

May 15, 2024 · Fundamentals

Interpretive Structural Modeling (ISM): A Practical Guide to Attribution Analysis

This article introduces the Interpretive Structural Modeling (ISM) method, detailing its mathematical foundations, step-by-step matrix calculations, hierarchical decomposition, and a concrete software development case study that demonstrates how ISM clarifies factor relationships and assigns responsibility within complex systems.

Attribution AnalysisHierarchical DecompositionInterpretive Structural Modeling

0 likes · 10 min read

Interpretive Structural Modeling (ISM): A Practical Guide to Attribution Analysis

DataFunTalk

Mar 11, 2024 · Artificial Intelligence

Anomaly Detection and Attribution Diagnosis Practices at Ant Financial

This article presents Ant Financial's practical approaches to anomaly detection and attribution diagnosis, detailing the underlying concepts, four methodological categories, specific algorithms such as VBEM, AnoSVGD and Autoformer, multi‑dimensional factor analysis, real‑world challenges, and operational benefits for KPI monitoring and incident response.

AIAnomaly DetectionAttribution Analysis

0 likes · 13 min read

Anomaly Detection and Attribution Diagnosis Practices at Ant Financial