Beyond Just Text: Semantic Emoji Similarity Modeling to Support Expressive Communication

被引：59

作者：

Pohl, Henning ^{[1
]}

Domin, Christian ^{[1
]}

Rohs, Michael ^{[1
]}

机构：

[1] Leibniz Univ Hannover, Human Comp Interact Grp, Appelstr 9A, D-30451 Hannover, Germany

来源：

ACM TRANSACTIONS ON COMPUTER-HUMAN INTERACTION | 2017年 / 24卷 / 01期

关键词：

Emoji; mobile text entry; emoticons;

D O I：

10.1145/3039685

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

Emoji, a set of pictographic Unicode characters, have seen strong uptake over the last couple of years. All common mobile platforms and many desktop systems now support emoji entry, and users have embraced their use. Yet, we currently know very little about what makes for good emoji entry. While soft keyboards for text entry are well optimized, based on language and touch models, no such information exists to guide the design of emoji keyboards. In this article, we investigate of the problem of emoji entry, starting with a study of the current state of the emoji keyboard implementation in Android. To enable moving forward to novel emoji keyboard designs, we then explore a model for emoji similarity that is able to inform such designs. This semantic model is based on data from 21 million collected tweets containing emoji. We compare this model against a solely description-based model of emoji in a crowdsourced study. Our model shows good perfor mance in capturing detailed relationships between emoji.

引用

页数：42

共 37 条

[1]

Aoki Sho, 2011, Recent Researchers in Applied Computer and Applied Computational Science. 10th WSEAS International Conference on Applied Computer and Applied Computational Science (ACACOS' 11), P132

[2] Model of Visual Search and Selection Time in Linear Menus [J].

Badly, Gilles ;

Oulasvirta, Antti ;

Brumby, Duncan P. ;

Howes, Andrew .

32ND ANNUAL ACM CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI 2014), 2014, :3865-3874

[3] Fast, Cheap, and Good: Why Animated GIFs Engage Us [J].

Bakhshi, Saeideh ;

Shamma, David A. ;

Kennedy, Lyndon ;

Song, Yale ;

de Juan, Paloma ;

Kaye, Joseph 'Jofish' .

34TH ANNUAL CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, CHI 2016, 2016, :575-586

[4] Multilingual Touchscreen Keyboard Design and Optimization [J].

Bi, Xiaojun ;

Smith, Barton A. ;

Zhai, Shumin .

HUMAN-COMPUTER INTERACTION, 2012, 27 (04) :352-382

[5] Interrupted by a Phone Call: Exploring Designs for Lowering the Impact of Call Notifications for Smartphone Users [J].

Boehmer, Matthias ;

Lander, Christian ;

Gehring, Sven ;

Brumby, Duncan P. ;

Kruger, Antonio .

32ND ANNUAL ACM CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI 2014), 2014, :3045-3054

[6] Image2Emoji: Zero-shot Emoji Prediction for Visual Media [J].

Cappallo, Spencer ;

Mensink, Thomas ;

Snoek, Cees G. M. .

MM'15: PROCEEDINGS OF THE 2015 ACM MULTIMEDIA CONFERENCE, 2015, :1311-1314

[7]

Cho H, 2011, COGN TECHNOL, P133

[8]

Church Karen., 2015, P 17 INT C HUMAN COM, P504, DOI DOI 10.1145/2785830.2785891

[9]

Daniel P, 1993, P 3 INT WORKSH FRONT, P102

[10]

Dunlop M., 2012, CHI 12, P2669, DOI DOI 10.1145/2207676.2208659

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