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

被引：11

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

[1] Term-by-Term Query Auto-Completion for Mobile Search
Vargas, Saul
Blanco, Roi
Mika, Peter
PROCEEDINGS OF THE NINTH ACM INTERNATIONAL CONFERENCE ON WEB SEARCH AND DATA MINING (WSDM'16), 2016, : 143 - 152
[2] Efficient and Effective Query Auto-Completion
Gog, Simon
Pibiri, Giulio Ermanno
Venturini, Rossano
PROCEEDINGS OF THE 43RD INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '20), 2020, : 2271 - 2280
[3] REVIEW ON QUERY AUTO-COMPLETION
Dandagi, Vidya S.
Sidnal, Nandini
PROCEEDINGS OF THE 2018 INTERNATIONAL CONFERENCE ON COMPUTATIONAL TECHNIQUES, ELECTRONICS AND MECHANICAL SYSTEMS (CTEMS), 2018, : 119 - 123
[4] Diversifying Query Auto-Completion
Cai, Fei
Reinanda, Ridho
De Rijke, Maarten
ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2016, 34 (04)
[5] Recent and Robust Query Auto-Completion
Whiting, Stewart
Jose, Joemon M.
WWW'14: PROCEEDINGS OF THE 23RD INTERNATIONAL CONFERENCE ON WORLD WIDE WEB, 2014, : 971 - 981
[6] Learning to Personalize Query Auto-Completion
Shokouhi, Milad
SIGIR'13: THE PROCEEDINGS OF THE 36TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH & DEVELOPMENT IN INFORMATION RETRIEVAL, 2013, : 103 - 112
[7] Selectively Personalizing Query Auto-Completion
Cai, Fei
de Rijke, Maarten
SIGIR'16: PROCEEDINGS OF THE 39TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2016, : 993 - 996
[8] On User Interactions with Query Auto-Completion
Mitra, Bhaskar
Shokouhi, Milad
Radlinski, Filip
Hofmann, Katja
SIGIR'14: PROCEEDINGS OF THE 37TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2014, : 1055 - 1058
[9] Time-Sensitive Query Auto-Completion
Shokouhi, Milad
Radinsky, Kira
SIGIR 2012: PROCEEDINGS OF THE 35TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2012, : 601 - 610
[10] Application-Aware Swapping for Mobile Systems
Kim, Sang-Hoon
Jeong, Jinkyu
Kim, Jin-Soo
ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 2017, 16

← 1 2 3 4 5 →