Generating Look-alike Names via Distributed Representations Abstract—Motivated by applications in login challenge and privacy protection, we consider the problem of large-scale con- struction of realistic-looking names to serve as aliases for real individuals. We seek these look-alike names to preserve name characteristics like gender, ethnicity, and frequency of occurrence while being unlinkable back to the source individual. We introduce the technique of distributed name embeddings, representing names in a high-dimensional space such that dis- tance between name components reflects the degree of cultural similarity between these strings. We present different approaches to constructing name embeddings, and evaluate their cultural coherence. We demonstrate that name embeddings strongly encode gender and ethnicity, as well as name frequency. I. I NTRODUCTION Names are important. The names that people carry with them are arguably the strongest single facet of their identity. Names convey cues to people’s gender, ethnicity, and family history. Hyphenated last names suggest possible marital rela- tionships. Names even encode information about age, as social trends alter the popularity of given names. That names serve as people’s primary societal identifier gives them even more power. Privacy requirements often make it undesirable or even illegal to publish people’s names without their express permission. Yet there are often technical contexts where we need names which can be shared to represent things: to serve as placeholders in databases, demonstrations, and scientific studies. In this paper, we consider the problem of constructing realistic-looking names on a large-scale to serve as aliases for real individuals. The task here is more subtle than may appear at first. We might consider randomly assigning names from reference sources such as telephone books, but these are actual names and hence violate privacy concerns. We might consider generating names at random from component first/last name parts. But these fake names will not respect gender, ethnicity, and temporal biases: consider the implausibility of names like “Wei Hernandez” or “Roberto Chen”. When replacing names to anonymize a medical study, dissonance is created when female names are replaced by male ones, and the names of elderly patients aliased by newly coined names. Our interest in generating look-alike names arose through a computer security application: how might an email user who lost their password be able to convince the account provider of their identity as part of account recovery process, or as part of the second-login challenge? We reasoned that the genuine account holder should be able to distinguish the actual contacts they have corresponded with from a background of imitation names (Fig. 1). But this is only effective when the background Fig. 1: Three contact list based challenges using the technique proposed in this paper. In each challenge only one contact is real. names are culturally indistinguishable from the contacts, a property which did not hold under naive name generation methods. Otherwise, the correct answer might stand out and hence be easily guessed by an attacker who tries to take control of user accounts. For example, consider an example chal- lenge question asked to a hypothetical user, wendy wong@, given in Table I (left). If background names are generated naively without preserving ethnic properties (right), guessing the correct answer becomes much easier. However, when the generated names preserve ethnic and cultural properties of the real contacts that they replace (middle), the guessing task for attacker remains hard, because the imitation names look very similar to the real contacts. TABLE I: A security challenge question: “pick someone you contacted among the following”. Left: the contact list of a hypothetical user wendy wong@. Middle: a replacement list generated using the technique proposed in this paper (retaining one real contact Charles Wan). Right: a naively generated random replacement list. Real Contacts Proposed Challenge Naive Challenge Angela Chiang Amanda Hsu John Sander Paresh Singh Nirav Sharma Steve Pignootti Charles Wan Charles Wan Charles Wan Yuda Lin Joko Yu Jeff Guibeaux Lin Wong Hua Li Sam Khilkevich Tony Kuang David Feng Mary Lopez Hua Yim Jie Fung Ron Clemens The major contributions of our work are:
Transcript
Generating Look-alike Names via DistributedRepresentations
Abstract—Motivated by applications in login challenge andprivacy protection, we consider the problem of large-scale con-struction of realistic-looking names to serve as aliases for realindividuals. We seek these look-alike names to preserve namecharacteristics like gender, ethnicity, and frequency of occurrencewhile being unlinkable back to the source individual.
We introduce the technique of distributed name embeddings,representing names in a high-dimensional space such that dis-tance between name components reflects the degree of culturalsimilarity between these strings. We present different approachesto constructing name embeddings, and evaluate their culturalcoherence. We demonstrate that name embeddings stronglyencode gender and ethnicity, as well as name frequency.
I. INTRODUCTION
Names are important. The names that people carry withthem are arguably the strongest single facet of their identity.Names convey cues to people’s gender, ethnicity, and familyhistory. Hyphenated last names suggest possible marital rela-tionships. Names even encode information about age, as socialtrends alter the popularity of given names.
That names serve as people’s primary societal identifiergives them even more power. Privacy requirements often makeit undesirable or even illegal to publish people’s names withouttheir express permission. Yet there are often technical contextswhere we need names which can be shared to represent things:to serve as placeholders in databases, demonstrations, andscientific studies.
In this paper, we consider the problem of constructingrealistic-looking names on a large-scale to serve as aliases forreal individuals. The task here is more subtle than may appearat first. We might consider randomly assigning names fromreference sources such as telephone books, but these are actualnames and hence violate privacy concerns. We might considergenerating names at random from component first/last nameparts. But these fake names will not respect gender, ethnicity,and temporal biases: consider the implausibility of names like“Wei Hernandez” or “Roberto Chen”. When replacing namesto anonymize a medical study, dissonance is created whenfemale names are replaced by male ones, and the names ofelderly patients aliased by newly coined names.
Our interest in generating look-alike names arose through acomputer security application: how might an email user wholost their password be able to convince the account providerof their identity as part of account recovery process, or as partof the second-login challenge? We reasoned that the genuineaccount holder should be able to distinguish the actual contactsthey have corresponded with from a background of imitationnames (Fig. 1). But this is only effective when the background
Fig. 1: Three contact list based challenges using the techniqueproposed in this paper. In each challenge only one contact isreal.
names are culturally indistinguishable from the contacts, aproperty which did not hold under naive name generationmethods. Otherwise, the correct answer might stand out andhence be easily guessed by an attacker who tries to take controlof user accounts. For example, consider an example chal-lenge question asked to a hypothetical user, wendy wong@,given in Table I (left). If background names are generatednaively without preserving ethnic properties (right), guessingthe correct answer becomes much easier. However, when thegenerated names preserve ethnic and cultural properties of thereal contacts that they replace (middle), the guessing task forattacker remains hard, because the imitation names look verysimilar to the real contacts.
TABLE I: A security challenge question: “pick someone youcontacted among the following”. Left: the contact list of ahypothetical user wendy wong@. Middle: a replacement listgenerated using the technique proposed in this paper (retainingone real contact Charles Wan). Right: a naively generatedrandom replacement list.
Real Contacts Proposed Challenge Naive ChallengeAngela Chiang Amanda Hsu John SanderParesh Singh Nirav Sharma Steve PignoottiCharles Wan Charles Wan Charles WanYuda Lin Joko Yu Jeff GuibeauxLin Wong Hua Li Sam KhilkevichTony Kuang David Feng Mary LopezHua Yim Jie Fung Ron Clemens
The major contributions of our work are:
• Generating realistic replacement names through nameembeddings – We propose a new technique of repre-senting the semantics of first/last names through high-dimensional distributed name embeddings. By training onmillions of email contact lists, our embeddings establishcultural locality among first names, last names, and thelinkages between them, as illustrated by examples in Fig-ure II. Through nearest neighbor analysis in embeddingsspace, we can construct replacement aliases for any givenname which preserve this cultural locality.
• Gender, racial, and frequency preservation through nameembeddings – Through computational experiments in-volving ground truth data from the U.S. Census andSocial Security Administration, we show that our nameembeddings preserve such properties as gender and racialdemographics for popular names and industrial sector forcorporate contacts. Even more surprisingly, our embed-dings preserve frequency of occurrence, a property thatto the best of our knowledge has not been previously rec-ognized in the distributed word embedding community.
• Establishment of ethnic/gender homophily in email cor-respondence patterns – Through large-scale analysis ofcontact lists, we establish that there is greater thanexpected concentration of names of the same gender andrace for all major groupings under study.
II. BUILDING NAME EMBEDDINGS
A. Methodology
We seek to construct a list of background names thatlooks very plausibly real, even though they are machinegenerated. One way to create such a list is to start fromreal contact names, and replace each one with a look-alikenames of the same gender, ethnicity and name frequency.However this approach requires multiple complex components,including reliable ethnicity and gender classifiers. Instead wepropose to do aways with these complex steps by deriving thesignals directly from a large amount of data, through nameembedding.
In our approach, each name, first or last, is embedded inhigh dimensional space as a high dimensional vector usingword2vec [1]. Our hypothesis (verified in Section III-C) isthat people have a tendency to contact people of the sameethnicity and gender. Consequently, when using the contactlists of millions of users as a text corpus, the resultingembedding of names would capture this tendency by placingnames of the same gender and ethnicity close-by in the high-dimensional space. For each real name in the contact list, wecan then choose a name near it in the high dimensional space.The resulting replacements should have good gender andethnicity similarity to the original names (Table I (middle)).Furthermore, it turns out that in aggregate, the name frequencyof the look-alike names also resemble that of the real namesvery well.
B. Data Sources and Preparation
In this section, we introduce the datasets that are used inthis study, as well as a detailed description about our datapreparation process.
Data Sources. Datasets employed in our work are:• Contact Lists– This set of data, here after referred to as
the contact lists is a proprietary sample of contact listsfrom 2 million distinct Yahoo email users. The lengthof each contact list varies from 1 to 21, because longerlists have been truncated. Names in each contact list areordered by contacting frequency/recency. A much largerset of contacts for around 1 billion Yahoo users areavailable to us and the results using this larger set is verysimilar to those from the smaller set. Therefore in thispaper we present all our results based on the smaller set.Each entry of a list is a full name but not necessarily ahuman name. To preserve the privacy of users, the ownerassociated with each contact list was not available in thedata.
• Census 1990 [2]– The Census 1990 dataset is a publicdataset from US Census website. It records the frequentlyoccurring surnames from US Census 1990. This datasetcontains 4,725 popular female names and 1,219 popularmale names.
• Census 2000 [3] – The Census 2000 dataset is anotherpublic dataset from US Census website. It contains thefrequently occurring 151,672 surnames from US Census2000. Associated with each name is a distribution oversix categories of races. The races are: White, Black,Asian/Pacific Islander (API), American Indian/AlaskanNative (AIAN), Two or more races (2PRACE), andHispanics. In this paper we refer to the races and ethnicityinterchangeably.
The ethnicity distributions of Census 2000 and Contact listsdata are given in Table III.
Data Preparation. The contact lists data records the socialinteraction of email users. These contact lists include sub-stantial noise in the name fields. Artifacts include omittednames [4], sometimes marked by an arbitrary string like“zzzzzzzz”, or names that are meaningful but clearly not hu-man, like “Microsoft”, “Facebook”, and “GEICO”. Moreover,many names in contact lists data are partial, with only the firstname or the last name present.
C. Word2vec Embeddings
The word2vec software [5] is an efficient tool to learn thedistributed representation of words for large text corpus. Itcomes with two models: the Continuous Bag-of-Words model(CBOW) and the Skip-Gram (SG) model. The CBOW modelpredicts the current word based on the context while the Skip-Gram model does the inverse and maximizes classification ofa word based on another word in the same context [6].
We start our analysis by using the cleaned contact listsand the word2vec software [5]. Each contact list is treatedas a sentence, and together they form a text corpus. Unless
2
Male names 1th NN 2nd NN 3rd NN 4th NN 5th NN Female names 1th NN 2nd NN 3rd NN 4th NN 5th NNAndy Andrew Ben Chris Brian Steve Adrienne Allison Aimee Amber Debra AmyDario Pablo Santiago Federico Hernan Diego Aisha Aliyah Nadiyah Khadijah Akil AliyaElijah Isaiah Joshua Jeremiah Bryant Brandon Brianna Brittany Briana Samantha Jessica ChristinaFelipe Rodrigo Rafael Eduardo Fernando Ricardo Candy Connie Becky Angie Cindy ChristyHeath Brent Chad Brad Brett Clint Chan Wong Poon Ho Wai YipHilton Xooma Eccie Erau Plexus Gapbuster Cheyenne Destiny Madison Brittany Taylor KaylaIsaac Samuel Israel Eli Esther Benjamin Dominque Renarda Lakenya Lakia Lashawna ShataraJamal Jameel Kareem Anmar Khalifa Nadiyah Ebonie Lakeshia Tomeka Ebony Latasha ShelondaLamar Terrell Derrick Eboni Tyree Willie Florida Fairfield Integrity Beacon Southside MissouriMohammad Shahed Mohmmad Ahmad Rifaat Farishta Gabriella Daniella Vanessa Marilisa Isabella ElisaMoshe Yisroel Avraham Gitty Rivky Zahava Giovanna Giovanni Elisa Paola Giuliana MariangelaRocco Vito Salvatore Vincenza Pasquale Nunzio Han Jin Yong Sung Huan TengSalvatore Pasquale Nunzio Gennaro Vito Tommaso Kazuko Keisuke Junko Yumi Yuka TomokoThanh Minh Thuy Thao Ngoc Khanh Keren Ranit Galit Haim Zeev Rochel
TABLE II: The five nearest neighbors(NN) of representative male and female names in embedding space, showing how theypreserve associations among Asian (Chinese, Korean, Japanese, Vietnamese), British, European (Spanish, Italian), MiddleEastern (Arabic, Hebrew), North American (African-American, Native American, Contemporary), and Corporate/Entity.
JOHN
DAVID
APPLE
EBAY
MICHAEL
JENNIFER
MARY
MICROSOFT
MARIA
MIKE
CHRIS
LISA
MARK
ROBERT
JAMES
KAREN LINDA
ANA
FACEBOOK
MICHELLE
DANIEL
BRIAN
LAURA
AMY
PAUL
THE
JESSICA
STEVE
SUSAN
CARLOS
JIM
AMANDA
SARAH
KEVIN
JOSE
RICHARD
SCOTT
JASON
BILL
JEFF
NANCY
MELISSA
JOE
KIM
PATRICIA
ALEX
BARBARA
JULIE
ANGELA
ANDREA
TOM
STEPHANIE
ERIC
ELIZABETH
SANDRA
ASHLEY
KELLY
BOB
PROGRESSIVE
CAROL
KATHY
JUAN
ANDREW
DAVE
DAN
DONNA
LUIS
WILLIAM
HEATHER
NICOLE
CAPITAL
TIM
MATT
SHARONDEBBIE
PETER
SOUTHWEST
CINDY
RYAN
CHRISTINE
ANTHONY
GARY
ADAM
WELLS
THOMAS
JORGE
SAMSUNG
ADRIANA
JOSEPH
BRENDA
DIANA
DIANE
CHARLES
SONY
CLAUDIA
ANN
DENISE
GREG
BANK
GEORGE
ANNA
TONY
RACHEL
MATTHEW
MONICA
REBECCA
OLXCOMBR
EMILY
PAT
CHRISTOPHER
FRANK
JUDY
KIMBERLY
PATRICKLARRY
SUE
ANNE
SARA
CHERYL
LORI
KATIE
AARON
PAULA
JANET
STEVEN
RICK
BETH
DON
JEAN
CHRISTINA
STEPHEN
CYNTHIA
JONATHAN
KOHLS
DANIELLE
FERNANDO
RON
LAUREN
ALAN
WENDY
KEN
VICTORIAS
JANE
TINA
DEBORAH
TERRY
JUSTIN
RICARDO
VANESSA
JAMIE
BEN
CATHY
ALI
NICK
ERIN
TERESA
ANDY
MEGAN
DAWN
DENNIS
SHANNON
JERRY
NEW
TRACY
EDUARDO
KEITH
VICTOR
PAM
CAROLYN
ANTONIO
ROBIN
PAMELA
ALICIA
CARMEN
SANDY
TAMMY
AMBER
MARIE
JACKIE
JILL
PROCTER
BRANDON
JENNY
BRONTO
JACK
MARTHA
BARNES
MARTIN
SAM
JAY
ROB
CATHERINE
MICHELE
CRAIG
LYNN
DOUG
BATH
TIFFANY
SEAN
BECKY
JOSH
JOYCE
ED
CARLA
BRAD
MIGUEL
ANGIE
KATHLEEN
MARIO
RAFAEL
DANA
ADRIAN
SAMANTHA
LEE
CRISTINA
RANDY
GLORIA
MARGARET
CUSTOMER
TARGET
ROBERTO
LESLIE
MARCELO
ALEJANDRO
TODD
CRYSTAL
BETTY
BRUCE
AHMED
JON
JULIA
VERONICA
JOS
JOAN
DEBRA
ELAINE
FRANCISCO
HELEN
JEREMY
JAN
VICTORIA
REPLY
ERICA
ADT
CONNIE
RUTH
MY
PUBLISHERS
LIZ
BRYAN
GINA
GABRIEL
ROGER
ANGEL
DIEGO
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CHRISTIAN
MELANIE
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RAY
APRIL
BRITTANY
ANITA
KYLE
SHEILA
ALLISON
AUNT
RENEE
KATE
JANICE
JEFFREY
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CAROLINA
NATALIE
ALICE
AL
EDWARD
KRISTEN
SHIRLEY
JOEL
CAROLINE
SHAWN
COURTNEY
RITA
FRED
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VALERIE
ERIKA
DANIELA
KATHERINE
JAVIER
THERESA
BLACKBERRY
ALEXANDRA
MARCIA
SILVIA
CHAD
BONNIE
PAULO
ANDRE
ALBERTO
HOLLY
MARCOS
JOANNE
AMERICAN
ELLEN
MARA
BANCO
MARCO
SONIA
MARIANA
LAURIE
JACQUELINE
DANNY
SUZANNE
KRISTIN
KENNETH
TARA
GAIL
SHERRY
PABLO
MARILYN
WAYNE
JULIO
DONALD
STACY
GRACE
FERNANDA
MOHAMED
MARC
OFFICE
TIMOTHY
JAIME
STACEY
JULIANA
PEGGY
BRUNO
ROSA
CHUCK
JUSTFAB
NATHAN
MANUEL
JENTERRI
JOY
HENRY
SAMUEL
ALEJANDRA
RHONDA
DOUGLAS
RONALD
PHILCARL
ALINE
MOM
COLLEEN
WESTERN
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PATTY
HEIDI
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SALLY
ALISON
DISCOVER
MEREDITH
GOOGLE
VERIZON
ADIDAS
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TYLER
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ALEXANDRE
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VICKI
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NORMA
JIMMY
MAUREEN
BARRY
WALTER
ELENA
DALE
ATT
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JUDITH
IVAN
KARLA
JACOB
BENJAMIN
LUCAS
DEREK
GROUPON
BOBBY
ANNETTE
FELIPE
GREGORY
KATHRYN
CHRISTY
LEONARDO
HECTOR
TAYLOR
NICHOLAS
TWITTER
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SLM
MESSAGE
JESSE
HANNAH
VIRGINIA
MARINA
ALLEN
DISNEY
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GREAT
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IRENE
CLAIRE
SABRINA
KARINA
TANYA
MUHAMMAD
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NATALIA
ABDUL
KAY
JESUS
CHARLOTTE
LINDSAY
PHILIP
CAMILA
BILLY
ANDRES
TRAVIS
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DEAN
ALBERT
LUCIANA
RAQUEL
YVONNESYLVIA
QUICKEN
BRETT
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RENATA
MAURICIO
YOLANDA
CHELSEA
LUCY
BRENT
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AUDREY
MARCELA
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EDDIE
LORENA
RAYMOND
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NIKKI
MIRIAM
CASEY
TRACEY
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LEAH
VINCENT
DOROTHY
DARLENE
GUILLERMO
ROY
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MOHAMMED
FABIO
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MONIQUE
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JEANNE
LOUISE
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MARCUS
MARTA
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KAYLA
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BROOKE
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WANDA
PATTI
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ALYSSA
KRISTINA
SHELLY
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LEANDRO
KAISER
ANGELICA
OLIVIA
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JAKE
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MARLENE
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NINA
HARRY
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TIA
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NATASHA
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JOANNA
TONYA
VIVIAN
AUSTIN
ABBY
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MORGAN
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MANDY
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KENNY
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ALMA
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SHELLEY
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ALINA
ABIGAIL
SAMS
JENNA
BRANDI
KATRINA
JOEY
CHARLENE
NADIA
FRANCES
RODNEY
GORDON
NORA
KARA
ARIEL
CREDIT
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JODY
ARTURO
LAWRENCE
NICOLAS
UNCLE
GERARDO
BRANDY
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FELICIA
MARSHA
COLIN
LYNNE
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JEANETTE
CLARA
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ALL
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LYNDA
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MA
MAYRA
GRACIELA
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BELINDA
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MARCIO
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MARIANNE
JESSIE
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KRISTINE
BRADLEY
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PAULINE
MARVIN
LOURDES
SHERYLGWEN
COACH
NATE
MARGARITA
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CRISTIANE
DOMINIQUE
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FIRST
MARISSA
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MINDY
WESLEY
WARREN
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BETHANY
PIERRE
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SETH
MARION
ADOBE
LEIGH
LIC
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ORLANDO
JOAO
IRMA
MELODY
ACE
ABRAHAM
JUNIOR
MONA
DINA
LILIAN
ABERCROMBIE
KARIN
SONYA
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CHRISTIE
FAITH
NAOMI
KENDRA
MISTY
DENIS
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NADINE
DARRELL
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ALFONSO
KENT
NATHALIE
LOU
LARISSA
SYED
EUGENE ROD
KATY
WILLIE
JOHANNA
VIVIANE
ROCIO
ALAIN
EXPRESS
TRACI
SILVANA
CELIA
RODOLFOFLAVIA
JENN
SAC
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INFO
TAMI
AMIT
MONEY
MIRANDA
DANI
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LINA
JANA
DEBORA
BEST
MD
NORMAN
CALVIN
RUSSSHAUN
GAYLE
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BRIANNA
HOPE
PROF
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ROXANA
SOFIA
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AJ
MARGIE
ADA
DESIREE
AIR
AMELIA
GINGER
CASSIE
MARISOL
RUBY
SHELBY
FEDERICO
MAMA
LUISA
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MATCH
LARA
DAISY
GEORGIA
LILY
MARI
CARA
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ALESSANDRO
KRYSTAL
VINCE
MAURO
JACKSON
JANINE
STANLEY
ELSA
DORA
JUANITA
SERVICE
MISSY
ANDREEA
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JEROME
IGOR AIDA
GERRY
MIA
VIVIANA
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FASHION
BEV
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DANILO
FLORENCE
LEONARD
CELESTE
GILBERTO
GRETCHEN
LESLEY
MARIBEL
DISH
MEL
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TIAGO
GRAHAM
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POUSADA
LORETTA
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ALFRED
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FABIAN
SECRETARIA
ALVIN
ROXANNE
ELIANAELIANE
GUADALUPE
SHARI
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MAURICE
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BOBBIE
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MISS
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MARJORIE
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Fig. 2: Visualization of the name embedding for the most frequent 5,000 first names from email contact data, showings a2D projection view of name embedding (left). The pink color represents male names while orange denotes female names.Gray names have unknown gender. The right figure presents a close view along the male-female border, centered aroundAfrican-American names.
TABLE III: Ethnicity distribution of Census 2000 data andthat of intersected names between the contact list and Census2000 data. The label information comes from Census 2000.
otherwise stated, all results in the paper are based on theCBOW model with the default word2vec parameter settings(see Section II-D for comparison of different models and waysof constructing the corpus). The output of word2vec is a densematrix of dimension 517, 539 × 100, with each unique namerepresented as a row of the matrix.
Embedding Visualization. To understand the landscape ofthe name embeddings, we visualize the names as a 2D map.We used the stochastic neighborhood embedding [7] to reducethe original 100-dimensional embedding to 2D. We assign
each name to a cluster using gender/ethnicity ground truth,and created the maps using gvmap [8].
Figure 2 (left) illustrates the landscape of first names. Thisvisualization establishes that the embedding places names ofthe same gender close-by. Using Census data, we color malenames orange, female names pink, and names with unknowngender gray. Overall names of the same gender form mostlycontiguous regions, indicating that the embedding correctlycapture gender information by placing names of the samegender close-by. Figure 2 (right) is an inset showing a regionalong the male/female border. We can see that “Ollie”, whichis considered a predominantly female name per Census data(2:1 ratio of female/male instances), is placed in the maleregion, close to the male/female border. Per [9], we found that“Ollie” is more often a male name, and used as a nicknamefor “Oliver” or “Olivia”. Hence our embedding is correctin placing it near the border. The embedding also correctlyplaced “Imani” and “Darian”, two names not labelled by theCensus data, near the border, but in the female/male regions,respectively. Per [9], “Imani” is a African name of Arabicorigin, and can be both female and male, mainly female;“Darian” can also be female and male, but mainly male, and
3
is a variant of “Daren” and “Darien”, among others.Fig. 3 (left) presents a map of the top 5000 last-names. We
color a name according to the dominant racial classificationfrom the Census data. The top 5000 names contain four races:White (pink), African-American (orange), Hispanic (yellow),and Asian (green). Names without a dominant race are coloredgray. The three cutouts in Fig. 3 highlight the homogene-ity of regions by cultural group. The embedding clearlyplaces White, Hispanic and Asian in large contiguous regions.African-American names are more dispersed. Interestingly,there are two distinct Asian regions in the map. Fig. 4 presentsinsets for these two regions, revealing that one cluster consistsof Chinese names and the other Indian names. Overall, Fig. 2and Fig. 3 show that our name embeddings capture genderand ethnicity information well.
D. Evaluation of Different Word2vec Embeddings
The embedding from word2vec is influenced by two fac-tors: the input text, and the word2vec parameter settings. Sofar we have been using the contact lists unchanged as theinput to word2vec. However there are many possible variants.Since certain contact lists are short, and word2vec uses asliding window, some names from the contact lists of theprevious/next persons could be in the same window as thatfor the current person. One possible solution is to pad stopwords in between two contact lists such that a sliding windowwould never enclose contacts from unrelated persons. Insteadof putting both first and last names together in one embeddingspace, another variant might generate two embeddings, oneusing only the first names, and another using the last names. Inaddition to the input text, the second factor that influences theembedding is the different settings of models and parameters,for example, the selection between CBOW model and SGmodel, the size of sampling window and the size of negativesamples.
To understand how these two factors influence the embed-ding, in particular with regard to the quality of the resultinglook-alike names, we evaluate the following variants of theword2vec embeddings:
• Set the word2vec model to be CBOW or SG.• Generating joint embeddings of first names and last
names using the contact lists as they are (“CBOW joint”or “SG joint”).
• Generating embedding for first names and last namesseparately by including only first/last names in the contactlists (“CBOW sep” or “SG sep”).
Metrics. To evaluate the quality of the embeddings withregard to look-alike names, we propose three metrics tomeasure popularity, gender and ethnicity similarities betweenreal and look-alike names.
Firstly, we would like the overall frequency of a name in thereal contact lists to be similar to that in the look-alike lists. Forexample, if “Mark” is a more popular name than “Barnabas”in the real contact lists, we would also expect that “Mark”appears more often as a replacement name than “Barnabas”.We define two types of frequencies. The real name frequency
is the frequency of names in the Contact list. The replacementusage frequency is the frequency of a name in the replacementname population. To measure the popularity dis-similarity,we sample 10k names randomly from the name list, withsampling probability proportional to real name frequency.We record ten nearest neighbors (NN) for each of them.Now the popularity dis-similarity is computed by Jensen-Shannon Divergence using the real name frequency of thesampled names and replacement usage frequency of the nearestneighbor names. Secondly, we measure gender similarity byprecision at k, defined as the percentage of the k-nearestneighbors of a name having the same gender as the nameitself. Finally, we measure ethnicity similarity by precision at1. For example, the precision for White names is defined asP (W |W ) = P (1st NN is White|real name is White).
Results. We present the evaluation results in Table IV. Thetable shows that a joint embedding of first and last namesare often better than the separate embedding. In addition, theCBOW model generally outperformed the SG model for themajority of the nearest neighbor tests. Given these observa-tions, in this paper by default we use “CBOW joint”.Notethat while P (B|B) (35%-59%) is generally much lower thanP (W |W ) (92%-94%), considering that a randomly pickedname from the contact list has a probability of 74% of beingWhite but only a probability of 3% of being Black, P (B|B) isactually significantly above the probability of a random namebeing black.
III. PROPERTIES OF NAME EMBEDDINGS
After all the names in the contact lists have been embeddedthrough word2vec, each name is represented by a vector in thehigh dimensional space. Earlier, in Fig. 2 and Fig. 3, we haveprovided visual evidence that the embedding is coherent, inthe sense that it places names of similar gender and ethnicityclose-by. In Section II-D we have also seen aggregate numeri-cal evidence of this coherence. In this section we evaluate thecoherence of the name embedding quantitatively and in detail.
A. Gender Coherence and Analysis
We first examine the gender coherence of a subset of firstnames and their ten nearest neighbors. This subset of firstnames is the intersection between contact lists and Census1990. It contains 1,146 unique male first names and 4,009unique female first names. All names in the subset are rankedby their popularity as measured in the Census 1990 data.Table V shows the gender coherence results, measured byprecision at k, as a function of the population of the names,and k, the number of nearest neighbors. For example, the cellat {≤ 20%, 2} of Table V (left) reads 97. It means that for thetop 20% most popular names, 97% of their nearest 2-neighborshave the same gender as them. To save space, we only reportthe first two significant digits of each precision (e.g., 0.9742becomes 97). In addition we color the cells of the tables basedon the values. Within each table, we use warm colors for highvalues and cold color for low values. This gives us heat-mapsthrough which it is easier to see the trend of how the precision
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1
2
3
4
5
Fig. 3: Visualization of the name embedding for the top 5000 last names, showings a 2D projection view of the embedding(left). Insets (left to right) highlight British 1 , African-American 2 and Hispanic 3 names.
Variation Popularity Gender Ethnicity (NN(1))NN(1) NN(10) P (W |W ) P (B|B) P (A|A) P (H|H)
TABLE IV: Evaluation of different embedding variants. Popularity is measured by Jensen-Shannon Divergence of frequencydistribution, while all other values are precision at k.
varies with popularity of the first name, and the number ofneighbors.
From Table V, we observe that our proposed name embed-ding scheme shows strong gender coherence, especially forpopular names. As we can see from the tables, the percentageof neighbors that have same gender as the original first nameis very high for the top 30% most popular names comparingto a randomly assigned name (50%). On the other hand, thepercentage decreases when unpopular names are included, andalso decreasing as the number of neighbors increases.
A similar coherence analysis was carried out with regardto ethnicity. We found that the top neighbors of a popular
Fig. 4: The two distinct Asian clusters. Left: Chinese/SouthAsian names ( 4 in Fig. 3). Right: Indian names ( 5 Fig. 3).
TABLE V: Gender coherence of the name embedding formales (left) and females (right), as measure by the percentageof k-neighbors being male (left) and female (right).
name tend to have a high probability of being in the sameethnicity group. The coherence for an ethnic group correlatespositively with the popularity of the group in the contact lists.The coherence for AIAN and 2PRACE are poor, because theyonly account for 0.1% and 0.05% of the last names in thecontact lists. Thus there is too little data to get the embeddingcorrect.
TABLE VI: Correlation of real names and replacement names.
B. Name Popularity AnalysisTo measure the popularity preserving of word embedding,
we calculate the real name frequency of a name (R), the aver-age real name frequency of its replacement names (ten nearest
5
neighbors) (A), and its replacement usage frequency (U ).Two measurements, Pearson’s correlation coefficient (PCC)and Spearman’s rank correlation coefficient (SCC), are usedto measure how well the popularity is preserved. The resultsare shown in Table VI. Overall we can see that the correlationbetween the real name frequency R and the replacement usagefrequency U is higher than that for the real name frequency Rand its neighbors’ real name frequency A. This indicates thata popular name is very likely to appear in among the nearestneighbors of other names, even though its nearest neighborsare not necessarily popular names.
C. Why does the embedding work?
Recall that we start from contact lists of millions of users,and embedding the first and last names using word2vec. Wehave observed visually and though numerical metrics that theembedding captures gender and ethnicity very well. A naturalquestion is: why does it work so well?
Our hypothesis is that the population as a whole have a biastoward contacting people of the same ethnicity and gender.This bias drives the embeddings of names of similar ethnicityand gender close to each other, and pushes names of differentethnicity and gender apart. To test this hypothesis, we lookat the frequency distribution of percentage of males in ourmailing list, and compare with the null hypothesis. In Fig. 5(left), we divide contact lists by a threshold based on theminimum number T of identifiable genders in the list. E.g.,T = 5 means those contact lists with at least five gender-identifiable names. The distributions of the ratio of identifiablemales in the contact lists with T = 5 and 10 are seen asthe two lower curves. Clearly, the majority of the contact listhas around 50% males. However, looking at these distributionalong would not tell us whether the distributions have anybias. For this purpose, we need to compare them with the nullhypothesis.
We generate the null distribution by assigning the genderof a name randomly following the gender distribution of thecontact list. Fig. 5 (left) shows that the distributions basedon the null hypothesis (the two higher curves) are spikier,with around 30% of the contact lists having 50% of males,compared with the observed 15%. Fig. 5 (right) shows thedeviation of the observed distribution from the null hypothesis.It shows a clear bimodal pattern, confirming our hypothesisthat contact lists on average exhibit a bias towards eithermale domination, or female domination, especially the latter.A similar analysis was done with regard to ethnicity, andconfirmed a bias for people to contact other people of thesame ethnicity. Due to space limition details are ommitted.
To further verify the gender bias in observed contact lists,we model the observed number of males in all contact lists as aBinomial mixture model. The mixture model fits the observeddata well, and suggests that 47% of the observed contact listsbelong to male users and 53% belongs to female users.
#M/(#M+#F)0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1
Fre
qeu
ncy (
no
rmalized
)
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35Gender distribution. R-Random,G-Generative
T=5T=5(R)T=10T=10(R)T=5(G)T=10(G)
#M/(#M+#F)0 0.2 0.4 0.6 0.8 1
Fre
qu
en
cy
dif
fere
nc
e
-0.2
-0.15
-0.1
-0.05
0
0.05
0.1
0.15Difference between contact list and Random contact list
T=5T=10
Fig. 5: Left: the distribution of user’s gender in contactlists data. Distributions with legend “R” are from binomialdistribution with probability 0.5. Distributions with legend “G”are from binomial mixture model with parameters inferredusing EM algorithm. Other distributions are from observationin the contact lists. Right: deviation from the null hypothesis.
IV. CONCLUSION
We propose a new technique for generating look-alikenames through distributed name embeddings. By trainingon millions of email contact lists, our embeddings establishgender and cultural locality among names. The embeddingsmake possible construction of replacement aliases for anygiven name that preserve gender and cultural identity. Throughlarge-scale analysis of contact lists, we establish that there isa greater than expected concentration of names of the samegender and race for all major groupings under study. The look-alike name generation technique is currently being deployed aspart of soft-challenge pipeline for login challenge and accountrecovery see Fig. 1). A demostration website for generationlook-alike names is available as http://yo/lookalikename.
We are current using these embeddings for age and ethnicityclassification of names. Gender results are available in theURS datahub and ethnicity results will be in soon.
REFERENCES
[1] T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean, “Dis-tributed representations of words and phrases and their compositionality,”in Advances in neural information processing systems, 2013, pp. 3111–3119.
[2] C. Bureau, https://www.census.gov/topics/population/genealogy/data/1990 census/1990 census namefiles.html, 1990.
[4] R. Gross and A. Acquisti, “Information revelation and privacy in onlinesocial networks,” in Proceedings of the 2005 ACM workshop on Privacyin the electronic society. ACM, 2005, pp. 71–80.
[5] open source project, https://code.google.com/archive/p/word2vec/, 2013.[6] T. Mikolov, K. Chen, G. Corrado, and J. Dean, “Efficient estimation of
word representations in vector space,” in Proceedings of Workshop atICLR, 2013.
[7] L. Van Der Maaten, “Accelerating t-sne using tree-based algorithms,” TheJournal of Machine Learning Research, vol. 15, no. 1, pp. 3221–3245,2014.
[8] Y. Hu, E. Gansner, and S. Kobourov, “Visualizing graphs and clusters asmaps,” IEEE Computer Graphics and Applications, vol. 30, pp. 54–66,2010.
[9] M. Campbell, http://www.behindthename.com, 1996.
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