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governance algorithms

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DataFunTalk
DataFunTalk
Apr 22, 2021 · Artificial Intelligence

Governance Algorithms for O2O Platforms: Challenges, Framework, and Model Exploration

This article presents Didi's comprehensive governance algorithm system for O2O platforms, detailing business background, technical challenges, a three‑stage algorithmic framework, model innovations such as small‑sample learning, multi‑task and transfer learning, and extensive feature engineering including multimodal and streaming features.

Machine LearningO2O platformsfeature engineering
0 likes · 15 min read
Governance Algorithms for O2O Platforms: Challenges, Framework, and Model Exploration
Didi Tech
Didi Tech
Apr 16, 2021 · Artificial Intelligence

Governance Algorithms for O2O Ride-Hailing Platforms: Challenges, Framework, and Model Exploration

The paper presents Didi’s three‑layer governance‑algorithm framework for O2O ride‑hailing, addressing high business complexity, limited labeled data, interpretability, and multimodal features through small‑sample, transfer, and multi‑task learning, achieving notable gains in dispute resolution, NPS and CPO while highlighting remaining data and robustness challenges.

Ride-hailingfeature engineeringgovernance algorithms
0 likes · 15 min read
Governance Algorithms for O2O Ride-Hailing Platforms: Challenges, Framework, and Model Exploration