keyword matching

Sohu Tech Products

Nov 22, 2023 · Backend Development

Optimizing a Real‑Time Keyword Matching Service with Aho‑Corasick and Double‑Array Trie

By replacing the naïve double‑loop matcher with a Double‑Array Trie‑based Aho‑Corasick automaton and refactoring the system into a layered name‑and‑data microservice architecture that shards the keyword dictionary and rebuilds the automaton only on version changes, the real‑time keyword‑matching service reduced latency from seconds to milliseconds even at thousands of QPS.

Aho-CorasickJavaTrie

0 likes · 17 min read

Optimizing a Real‑Time Keyword Matching Service with Aho‑Corasick and Double‑Array Trie

58 Tech

Dec 25, 2020 · Artificial Intelligence

User Identity Recognition on Internet Platforms: Solving Cold‑Start with Keyword Matching, XGBoost, TextCNN, and an Improved Wide & Deep Model

This article presents a comprehensive study on C‑side user identity recognition for internet platforms, addressing cold‑start and sample‑scarcity challenges by comparing keyword matching, XGBoost, TextCNN, a fusion model, and an improved Wide & Deep architecture, showing that the latter achieves the highest F1 score of 80.67%.

Cold StartTextCNNXGBoost

0 likes · 13 min read

User Identity Recognition on Internet Platforms: Solving Cold‑Start with Keyword Matching, XGBoost, TextCNN, and an Improved Wide & Deep Model

DataFunTalk

Sep 21, 2020 · Artificial Intelligence

Data‑Driven Synonym Transformation for Keyword Matching in Search Advertising

This article explains how keyword matching in search advertising works, outlines the challenges of semantic gaps, matching‑mode determination and scalability, and describes data‑driven synonym transformation techniques—including rule‑based, sequence‑to‑sequence, metric‑space and graph‑based models—to improve recall, efficiency, and robustness.

Machine LearningSearch Advertisingad tech

0 likes · 18 min read