Tag

Human-Machine Collaboration

1 views collected around this technical thread.

Efficient Ops
Efficient Ops
Mar 15, 2023 · Operations

How Human‑Machine Collaboration Is Redefining Operations with AIOps

The article explores how AIOps, a human‑machine collaborative approach powered by data, algorithms, and contextual knowledge, transforms modern operations by enabling real‑time insight, predictive decision‑making, automated execution, and continuous feedback, especially in complex, security‑sensitive environments like finance.

AIOpsDataHuman-Machine Collaboration
0 likes · 11 min read
How Human‑Machine Collaboration Is Redefining Operations with AIOps
DataFunTalk
DataFunTalk
Dec 30, 2020 · Artificial Intelligence

Meta-Dialog System: Using Meta-Learning for Fast Adaptation and Robustness in Task-Oriented Conversational AI

This article presents a meta‑learning based end‑to‑end task‑oriented dialogue system that quickly adapts to new scenarios with limited data and improves robustness through a human‑machine collaboration decision module, validated on extended‑bAbI benchmarks and real‑world Alibaba Cloud customer‑service applications.

Human-Machine CollaborationMAMLdialogue system
0 likes · 15 min read
Meta-Dialog System: Using Meta-Learning for Fast Adaptation and Robustness in Task-Oriented Conversational AI
AntTech
AntTech
Dec 19, 2017 · Artificial Intelligence

Best Paper Review: Hike – A Hybrid Human‑Machine Method for Entity Alignment in Large‑Scale Knowledge Bases (CIKM 2017)

This article summarizes the award‑winning CIKM 2017 paper “Hike: A Hybrid Human‑Machine Method for Entity Alignment in Large‑Scale Knowledge Bases,” explaining its motivation, the entity‑partition and predicate‑similarity techniques, the construction of partial orders, question‑selection strategies, inference modeling, error‑tolerance mechanisms, and the greedy algorithms that together achieve state‑of‑the‑art alignment performance.

AICIKMHuman-Machine Collaboration
0 likes · 23 min read
Best Paper Review: Hike – A Hybrid Human‑Machine Method for Entity Alignment in Large‑Scale Knowledge Bases (CIKM 2017)