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causal reasoning

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Model Perspective
Model Perspective
Sep 12, 2022 · Fundamentals

Unlocking Causal Reasoning: A Beginner’s Guide to Graphical Models

This article introduces causal graphical models as a language for reasoning about cause‑and‑effect, explains key concepts such as conditional independence, colliders, back‑door paths, confounding and selection bias, and shows how to identify and adjust for bias using simple visual examples.

causal inferencecausal reasoningconfounding
0 likes · 17 min read
Unlocking Causal Reasoning: A Beginner’s Guide to Graphical Models
DataFunTalk
DataFunTalk
Nov 25, 2020 · Artificial Intelligence

Baidu Event Graph: Technology, Construction, and Applications

This article presents Baidu's large‑scale event graph technology, detailing its concepts, construction pipeline, detection, representation, extraction methods, causal relation mining, and real‑world applications such as hotspot discovery, event tracing, resource linking, and causal reasoning, while outlining future research directions.

AIBaiduInformation Extraction
0 likes · 22 min read
Baidu Event Graph: Technology, Construction, and Applications
DataFunTalk
DataFunTalk
Feb 20, 2019 · Artificial Intelligence

Recommendation Reasoning and Its Path Toward Future AI

This article explores why recommendation systems need reasoning, how recommendation reasoning connects to future strong AI, discusses explainability, causal inference, graph-based reasoning, and the philosophical underpinnings of AI, while also reflecting on practical examples from Hulu's recommendation platform.

causal reasoningexplainable AIfuture AI
0 likes · 25 min read
Recommendation Reasoning and Its Path Toward Future AI