explainable recommendation

DataFunTalk

Mar 6, 2023 · Artificial Intelligence

Explainable Recommendation Algorithms at Alibaba Health: System Design, Feature Engineering, and Experimental Results

This article presents Alibaba Health's exploration of explainable recommendation algorithms, covering business context, data preparation, feature extraction and encoding, model architecture combining selection and prediction components, experimental offline and online results, and a detailed Q&A on implementation challenges and future directions.

AIAlibaba HealthOnline Experiment

0 likes · 12 min read

Explainable Recommendation Algorithms at Alibaba Health: System Design, Feature Engineering, and Experimental Results

DataFunSummit

Jul 20, 2022 · Artificial Intelligence

Explainable Recommendation: Background, Development History, Graph‑Based Structured Explanations, and Natural Language Generation

This article provides a comprehensive overview of explainable recommendation, covering its motivation, evolution, graph‑based structured explanation techniques, natural‑language generation methods, recent research advances, and open challenges such as fact‑checking, low‑resource scenarios, and evaluation metrics.

Artificial IntelligenceKnowledge GraphMachine Learning

0 likes · 17 min read

Explainable Recommendation: Background, Development History, Graph‑Based Structured Explanations, and Natural Language Generation

DataFunTalk

Jun 11, 2022 · Artificial Intelligence

Explainable Recommendation: Background, Development, Graph‑Based Structured Explanations, and Natural Language Generation Advances

This article reviews the emerging field of explainable recommendation, covering its motivation, historical evolution from template‑based to knowledge‑graph and generative‑language approaches, recent advances in graph‑structured and natural‑language explanations, key research works, industrial applications, and open challenges such as fact‑checking, low‑resource settings, and evaluation methods.

AIKnowledge GraphNatural Language Generation

0 likes · 16 min read

Explainable Recommendation: Background, Development, Graph‑Based Structured Explanations, and Natural Language Generation Advances