Towards Mobile Query Auto-Completion: An Efficient Mobile Application-Aware Approach

被引：12

作者：

Zhang, Aston ^{[1
,2
]}

Goyal, Amit ^{[2
]}

Baeza-Yates, Ricardo ^{[2
]}

Chang, Yi ^{[2
]}

Han, Jiawei ^{[1
]}

Gunter, Carl A. ^{[1
]}

Deng, Hongbo ^{[2
]}

机构：

[1] Univ Illinois, Urbana, IL 61801 USA

[2] Yahoo Labs, Sunnyvale, CA USA

来源：

PROCEEDINGS OF THE 25TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB (WWW'16) | 2016年

关键词：

Query Auto-Completion; Mobile Application; Mobile Device;

D O I：

10.1145/2872427.2882977

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

We study the new mobile query auto-completion (QAC) problem to exploit mobile devices' exclusive signals, such as those related to mobile applications (apps). We propose AppAware, a novel QAC model using installed app and recently opened app signals to suggest queries for matching input prefixes on mobile devices. To overcome the challenge of noisy and voluminous signals, AppAware optimizes composite objectives with a lighter processing cost at a linear rate of convergence. We conduct experiments on a large commercial data set of mobile queries and apps. Installed app and recently opened app signals consistently and significantly boost the accuracy of various baseline QAC models on mobile devices.

引用

页码：579 / 590

页数：12

共 50 条

[21] Personalizing Query Auto-completion for Multi-session Tasks [J].

Jiang, Danyang ;

Cai, Fei ;

Chen, Honghui .

2018 IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION ENGINEERING TECHNOLOGY (CCET), 2018, :203-207

[22] Spoken Conversational Context Improves Query Auto-completion in Web Search [J].

Vuong, Tung ;

Andolina, Salvatore ;

Jacucci, Giulio ;

Ruotsalo, Tuukka .

ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2021, 39 (03)

[23] Modeling concepts and their relationships for corpus-based query auto-completion [J].

Rossiello, Gaetano ;

Caputo, Annalina ;

Basile, Pierpaolo ;

Semeraro, Giovanni .

OPEN COMPUTER SCIENCE, 2019, 9 (01) :212-225

[24] Long Short-Term Memory Based Query Auto-Completion [J].

Qureshi, Abdur Rehman Anwar ;

Akcayol, M. Ali .

2021 8TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONICS ENGINEERING (ICEEE 2021), 2021, :259-266

[25] adaQAC: Adaptive Query Auto-Completion via Implicit Negative Feedback [J].

Zhang, Aston ;

Goyal, Amit ;

Kong, Weize ;

Deng, Hongbo ;

Dong, Anlei ;

Chang, Yi ;

Gunter, Carl A. ;

Han, Jiawei .

SIGIR 2015: PROCEEDINGS OF THE 38TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2015, :143-152

[26] Research review of time-sensitive query auto-completion technique [J].

Tian, Xuan ;

Zhang, Xiao ;

Meng, Xiang-Guang ;

Chen, Zhi-Bo .

Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2015, 43 (06) :1160-1168

[27] Efficient Neural Query Auto Completion [J].

Wang, Sida ;

Guo, Weiwei ;

Gao, Huiji ;

Long, Bo .

CIKM '20: PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT, 2020, :2797-2804

[28] Utilising Information Foraging Theory for User Interaction with Image Query Auto-Completion [J].

Jaiswal, Amit Kumar ;

Liu, Haiming ;

Frommholz, Ingo .

ADVANCES IN INFORMATION RETRIEVAL, ECIR 2020, PT I, 2020, 12035 :666-680

[29] Janus: A Multi-TCP Framework for Application-Aware Optimization in Mobile Networks [J].

Zhou, Fan ;

Choffnes, David ;

Chowdhury, Kaushik .

IEEE TRANSACTIONS ON MOBILE COMPUTING, 2019, 18 (09) :2103-2116

[30] Analyzing User's Sequential Behavior in Query Auto-Completion via Markov Processes [J].

Li, Liangda ;

Deng, Hongbo ;

Dong, Anlei ;

Chang, Yi ;

Zha, Hongyuan ;

Baeza-Yates, Ricardo .

SIGIR 2015: PROCEEDINGS OF THE 38TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2015, :123-132

← 1 2 3 4 5 →