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Nationality Classification Using Name Embeddings Junting Ye 1 , Shuchu Han 4 , Yifan Hu 2 , Baris Coskun 3 * , Meizhu Liu 2 , Hong Qin 1 , Steven Skiena 1 1 Stony Brook University, 2 Yahoo! Research, 3 Amazon AI, 4 NEC Labs America {juyye,shhan,qin,skiena}@cs.stonybrook.edu, {yifanhu,meizhu}@oath.com,[email protected] ABSTRACT Nationality identication unlocks important demographic infor- mation, with many applications in biomedical and sociological research. Existing name-based nationality classiers use name sub- strings as features and are trained on small, unrepresentative sets of labeled names, typically extracted from Wikipedia. As a result, these methods achieve limited performance and cannot support ne-grained classication. We exploit the phenomena of homophily in communication pat- terns to learn name embeddings, a new representation that encodes gender, ethnicity, and nationality which is readily applicable to building classiers and other systems. rough our analysis of 57M contact lists from a major Internet company, we are able to design a ne-grained nationality classier covering 39 groups representing over 90% of the world population. In an evaluation against other published systems over 13 common classes, our F1 score (0.795) is substantial beer than our closest competitor Ethnea (0.580). To the best of our knowledge, this is the most accurate, ne-grained nationality classier available. As a social media application, we apply our classiers to the followers of major Twier celebrities over six dierent domains. We demonstrate stark dierences in the ethnicities of the followers of Trump and Obama, and in the sports and entertainments favored by dierent groups. Finally, we identify an anomalous political gure whose presumably inated following appears largely incapable of reading the language he posts in. CCS CONCEPTS •Social and professional topics → Race and ethnicity; •Com- puting methodologies → Information extraction; KEYWORDS Nationality classication; ethnicity classication; name embedding; 1 INTRODUCTION Nationality and ethnicity are important demographic categoriza- tions of people, standing in as proxies to represent a range of cul- tural and historical experiences. Names are important markers of cultural diversity, and have oen served as the basis of automatic nationality classication for biomedical and sociological research. For example, nationality from names has been used as a proxy *is research was conducted when Baris Coskun was with Yahoo! Research. Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for prot or commercial advantage and that copies bear this notice and the full citation on the rst page. Copyrights for third-party components of this work must be honored. For all other uses, contact the owner/author(s). Conference’17, Washington, DC, USA © 2016 Copyright held by the owner/author(s). 978-x-xxxx-xxxx-x/YY/MM. . . $15.00 DOI: 10.1145/nnnnnnn.nnnnnnn Figure 1: Ethnicity and nationality (Level 1 of the taxonomy) classication on some data mining researchers. to reect genetic dierences [5, 10] and public health disparity [6, 25] among groups. Nationality identication is also important in ads targeting, academic studies of political campaigns and social media analysis [3, 11]. Name analysis is oen the only practical way to gather ethnicity/nationality annotations, because of privacy concerns. Several previous name-based ethnicity/nationality classication approaches have been presented [11, 28, 29], including [2] at KDD ’09. However, the performance of these methods has been con- strained by small and artical training sets, such as celebrity names from Wikipedia, and restricted to coarse ethnicity/nationality tax- onomies. e long tail of names makes these approaches dependent on surface forms (like substring distributions), which are by de- nition ineective for logograms. Almost all existing methods are designed only for Latinized names, while other writing systems (e.g. Arabic, Cyrillic) are also widely used. In this paper, we present NamePrism, a new name nationality and ethnicity classier which oers a ner-grained taxonomy of ethnic groups. Fig. 1 demonstrates the performance of our system, by presenting the ethnicity/nationality probability distributions of some data mining researchers. We believe our results will generally agree with the reader’s judgement. Unlike previous methods that rely on substring features, we propose a more robust representation of names, which exploits the phenomenon of homophily in communication. e homophily arXiv:1708.07903v1 [cs.SI] 25 Aug 2017

Nationality Classification Using Name Embeddings · labels to de•ne a natural taxonomy of 39 leaf nationalities. As far as we know, our classi•er is the most •ne-grained and

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  • Nationality Classification Using Name EmbeddingsJunting Ye1, Shuchu Han4, Yifan Hu2, Baris Coskun3* , Meizhu Liu2, Hong Qin1, Steven Skiena1

    1Stony Brook University, 2Yahoo! Research, 3Amazon AI, 4NEC Labs America{juyye,shhan,qin,skiena}@cs.stonybrook.edu,{yifanhu,meizhu}@oath.com,[email protected]

    ABSTRACTNationality identication unlocks important demographic infor-mation, with many applications in biomedical and sociologicalresearch. Existing name-based nationality classiers use name sub-strings as features and are trained on small, unrepresentative setsof labeled names, typically extracted from Wikipedia. As a result,these methods achieve limited performance and cannot supportne-grained classication.

    We exploit the phenomena of homophily in communication pat-terns to learn name embeddings, a new representation that encodesgender, ethnicity, and nationality which is readily applicable tobuilding classiers and other systems. rough our analysis of 57Mcontact lists from a major Internet company, we are able to design ane-grained nationality classier covering 39 groups representingover 90% of the world population. In an evaluation against otherpublished systems over 13 common classes, our F1 score (0.795) issubstantial beer than our closest competitor Ethnea (0.580). Tothe best of our knowledge, this is the most accurate, ne-grainednationality classier available.

    As a social media application, we apply our classiers to thefollowers of major Twier celebrities over six dierent domains. Wedemonstrate stark dierences in the ethnicities of the followers ofTrump and Obama, and in the sports and entertainments favored bydierent groups. Finally, we identify an anomalous political gurewhose presumably inated following appears largely incapable ofreading the language he posts in.

    CCS CONCEPTS•Social and professional topics→ Race and ethnicity; •Com-puting methodologies→ Information extraction;

    KEYWORDSNationality classication; ethnicity classication; name embedding;

    1 INTRODUCTIONNationality and ethnicity are important demographic categoriza-tions of people, standing in as proxies to represent a range of cul-tural and historical experiences. Names are important markers ofcultural diversity, and have oen served as the basis of automaticnationality classication for biomedical and sociological research.For example, nationality from names has been used as a proxy

    *is research was conducted when Baris Coskun was with Yahoo! Research.Permission to make digital or hard copies of part or all of this work for personal orclassroom use is granted without fee provided that copies are not made or distributedfor prot or commercial advantage and that copies bear this notice and the full citationon the rst page. Copyrights for third-party components of this work must be honored.For all other uses, contact the owner/author(s).Conference’17, Washington, DC, USA© 2016 Copyright held by the owner/author(s). 978-x-xxxx-xxxx-x/YY/MM. . .$15.00DOI: 10.1145/nnnnnnn.nnnnnnn

    0.0 0.2 0.4 0.6 0.8 1.0

    Probability

    Romer RosalesRoberto J. Bayardo

    Stan MatwinTina Eliassi-Rad

    Andrew TomkinsDerek Young

    Jennifer NevilleDiana InkpenCharles Elkan

    Claudia PerlichTijl De Bie

    Marko GrobelnikEvangelos Milios

    Evangelos SimoudisDanai Koutra

    Leman AkogluUsama Fayyad

    Rayid GhaniFaisal Farooq

    Jing GaoTiger Zhang

    Xiaoguang WangJingrui He

    Qiaozhu MeiAijun An

    HangHang TongShipeng Yu

    Yan LiuJianyong Wang

    Lei LiYing Li

    Deepak AgarwalMohak Shah

    Muthu MuthukrishnanRavi Kumar

    Ritwik KumarEthnicity

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    Figure 1: Ethnicity and nationality (Level 1 of the taxonomy)classication on some data mining researchers.

    to reect genetic dierences [5, 10] and public health disparity[6, 25] among groups. Nationality identication is also importantin ads targeting, academic studies of political campaigns and socialmedia analysis [3, 11]. Name analysis is oen the only practicalway to gather ethnicity/nationality annotations, because of privacyconcerns.

    Several previous name-based ethnicity/nationality classicationapproaches have been presented [11, 28, 29], including [2] at KDD’09. However, the performance of these methods has been con-strained by small and artical training sets, such as celebrity namesfrom Wikipedia, and restricted to coarse ethnicity/nationality tax-onomies. e long tail of names makes these approaches dependenton surface forms (like substring distributions), which are by de-nition ineective for logograms. Almost all existing methods aredesigned only for Latinized names, while other writing systems(e.g. Arabic, Cyrillic) are also widely used.

    In this paper, we present NamePrism, a new name nationalityand ethnicity classier which oers a ner-grained taxonomy ofethnic groups. Fig. 1 demonstrates the performance of our system,by presenting the ethnicity/nationality probability distributions ofsome data mining researchers. We believe our results will generallyagree with the reader’s judgement.

    Unlike previous methods that rely on substring features, wepropose a more robust representation of names, which exploitsthe phenomenon of homophily in communication. e homophily

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  • principle, that people tend to associate with similar people or pop-ularly that “birds of a feather ock together,” is one of the moststriking and empirically robust regularities in social life [15, 21].Leskovec and Horvitz observed that, in instant messages, peopletend to communicate more frequently with others of similar age,language and location [18]. We analyze over 57 million contact listsfrom an email company, where the account holders are anonymized.e homophily-induced coherence of these contact lists enablesus to derive meaningful features using word embedding methods[22, 23] as the basis for a comprehensive and eective nationalityclassier.

    We collected 74M labeled names come from 118 dierent coun-tries, containing over 90% of world’s population. We use theselabels to dene a natural taxonomy of 39 leaf nationalities. As faras we know, our classier is the most ne-grained and eective oneaccessible to the public. e main contributions of our work are:

    • Introducing Name Embeddings: e contact-list derivedname embeddings prove to be a powerful way to capturelatent properties of gender, nationality, and age in featuresreadily applicable to classication and regression tasks.Projections of these embeddings are very compelling, cre-ating maps in embedding space that correspond to mapsof national boundaries. We believe these embeddings willprove widely applicable to other applications and domains,including those in data privacy and security.

    • Improved Nationality Classication: Our name-based na-tionality classier NamePrism performs considerably beerthan previous classiers. In particular, on a 13-class evalu-ation over email/Twier data, our F1 score (0.795) provesto be much beer than competing systems Ethnea1 (0.580)[28], HMM2 (0.364) [2], and (on a reduced 10-class scale)EthnicSeer3 (0.571) [29]. NamePrism uses a Naive Bayesapproach within a nationality taxonomy over 39 leaf nodes,employing name embeddings as the primary features.

    • Improved Ethnicity Classication: A benet of ne-grainednationality taxonomy is its exibility to apply to dierenttask seings.e six ethnic groups dened by U.S. CensusBureau over U.S. population largely corresponds to distinctnations of origin. Our ethnicity classier NamePrisme , sim-ply reduces the nationality taxonomy from 39 leaf nodes to6 and incorporates census-based ground truth parametersinto the Naive Bayes model.

    • Online Classication Resources: We release NamePrism asfree web service4 for research in sociology, linguistics, andbiomedical applications. To the best of our knowledge, it isthe only nationality classier that handles various writingsystems, and works on a ne-grained 39-class taxonomy.

    • Social Media Analysis: We use NamePrism to analyze socialmedia, specically the followers’ nationalities/ethnicitiesof 600 major celebrities on Twier. Our results show that:(1) Donald Trump’s U.S. followers are disproportionallyWhite with followers of Obama and Clinton, (2) ethnicitiesexhibit dierent preferences in sports and entertainment,

    1hp://abel.lis.illinois.edu/cgi-bin/ethnea/search.py2hp://www.textmap.com/ethnicity/3hp://singularity.ist.psu.edu/ethnicity4NamePrism open API: hp://www.name-prism.com/

    and (3) the follower counts of a particular Indonesian politi-cian has been articially inated by Russian names.

    e rest of this paper is organized as following. In Sec. 2, weintroduce related works. Sect. 3 shows visualization and evaluationsof name embeddings. In Sec. 4 and 5, we describe the methodologyand experiments of NamePrism and NamePrisme . We apply ourmethods on Twier celebrities in Sec. 6.

    2 RELATEDWORKName nationality classication is a fundamental problem with a va-riety of important applications: (i) biomedical research and clinicalpractice: it is critical to study the genetic and dietary dierencesamong distinct groups[5, 10]. (ii) sociology: health care/ employ-ment/ education disparities among dierent people. [6, 25] (iii)online targeting: recommend more accurate ads/news/social me-dia posts to users [3, 11]. Other applications includes populationdemographic studies [4, 16, 19, 20]. Despite wide-spread demandfor nationality labels, it is hard to collect such information viaself-reporting because of privacy concerns. Meanwhile, manualannotation of nationality by names is, in fact, a very dicult task,especially for ne-grained taxonomy.

    Most recent works use name substrings as features for ethnic-ity/nationality classication [2, 11, 28, 29]. Ambekar et. al. [2]propose to combine decision tree and HMM to conduct classica-tion on a taxonomy with 13 leaf classes. Treeratpituk et. al. [29]utilize both alphabet and phonetics sequences in names to improveperformance and applied it to analyze how ethnicities evolves incomputer science research community [31]. Chang et. al. [11]use Bayesian methods to infer ethnicity of Facebook users withU.S. census data and study the interactions between ethnic groups.Torvik and Agarwal [28] propose instance-based classiers by us-ing scientists’ names from PubMed. In comparison, we proposename embedding in the light of homophily principle in social life[15, 18, 21]. It is a beer representation because substrings arelimited to phonogram. Other relevant eorts are binary ethnicityclassiers, including Hispanic [9], Chinese [12], South Asian [13].

    Name embedding is inspired by word embedding[8, 22, 23],which has many applications in natural language processing [1, 7,17]. Other types of data can also benet from the same assumptionsthat underlie word embeddings, namely that a data point is gov-erned by the other data in its context [24, 26, 27]. DeepWalk [24]learns node embeddings for graph data. It generates contexts bysimulating random walks on graphs. Rudolph et. al. [26] propose amore general formulation of learning embeddings in dierent appli-cation seings. Similarly, name embeddings treats email contactswith most recency and frequency as context.

    3 NAME EMBEDDINGSName embedding is a variation of word embedding. In a nutshell,word embedding algorithms [8, 22, 23] aim to learn similar embed-dings (vectors) if two words co-occur frequently in their contexts.In articles, the context of a word are naturally the words aroundit. To generate context in contact lists, we need to assign orders tocontacts. In the light of homophily principle, we weigh contactsby recency and frequency of communications. As a result, nameswith large weights tend to have same nationalities. In this way, we

    http://abel.lis.illinois.edu/cgi-bin/ethnea/search.pyhttp://www.textmap.com/ethnicity/http://singularity.ist.psu.edu/ethnicityhttp://www.name-prism.com/

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    Figure 2: 2D projection (le) of 5K popular rst names’ embeddings. Orange are male names, salmon for females and gray forunlabeled. Same-gender names cluster together, indicating similar embeddings. Inset of the male-female border (right) showsmore neutral names.

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from embeddings Supporting online material for: Embeddings

from embeddings Supporting online material for: Embeddings

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