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33 Bits of Entropy | The End of Anonymized Data and What to Do About It

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The End of Anonymized Data and What to Do About It (by Arvind Narayanan)

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33 Bits of Entropy

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Personalized coupons as a vehicle for perfect price discrimination
Reidentification as Basic Science
Privacy technologies course roundup: Wiki, student projects, HotPETs
What Happened to the Crypto Dream? Now in a new and improved paper form!
Privacy technologies: An annotated syllabus
How I utilized “expectation failure” to refute privacy myths
Unlikely Outcomes? A Distributed Discussion on Decentralized Personal Data Architectures
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privacy students data coupons reidentification class paper price discrimination algorithms discussion social i’m work technologies network posts people systems decentralized teaching future personal wiki crypto public case technology approach coupon learning good companies perfect it’s point feed economics interesting talk stay topic fact digital personalized common vehicle rss cryptography taught instructor on twitter or google papers i’d science prices supernodes  subscribe to behavioral policy general emr number question theme shopping collection web essay conversation law feedback technological application blog researchers ideas care individuals based costs consumers applications tracking bitcoin thought mechanism failure optional goal study tools prompts princeton demonstrations expectation points customers teach traditional years projects online commerce views classes protocol users deal fundamental model discuss networking process

Medium relevance
 

models pay apply deanonymization helping mining understand book earlier mental physical misconceptions problem motivations knowledge text making experiment bad variety reading wrote viewpoints values datasets  the incentive april context project nuanced usability medical didn’ approaches firms impact narayanan bits effective semester share completely shopper electronic marginal academic anonymity major doesn’t lead i’ve focus nodes degree aren’t control view skills first-degree forensics draft market surveillance finally identities opportunity reviewing practice discover complex increases chaum thinking experiences don’t primary observed solon authors institutions implications couple protective distribution modern purely contentious syllabus myths cosmology verbs differential experience friends cypherpunk discussed dream alessandro series acquisti happy writing peer-to-peer instructors cryptographic small problems lecture student unique answer classification technical motion dataset types fingerprints attributes great wired society utilized simply original short majority refute communities lot faulty studied kaggle explanation challenge databases relevant technically life redemption group consumer extent changing decided article year $20 hour individualized retailers profiling tailoring covert generally trend here’s extreme shoppers

Low relevance
 

first-degree forensics draft market surveillance finally identities opportunity reviewing practice discover complex increases chaum thinking experiences don’t primary observed solon authors institutions implications couple protective distribution modern purely contentious syllabus myths cosmology verbs differential experience friends cypherpunk discussed dream alessandro series acquisti happy writing peer-to-peer instructors cryptographic small problems lecture student unique answer classification technical motion dataset types fingerprints attributes great wired society utilized simply original short majority refute communities lot faulty studied kaggle explanation challenge databases relevant technically life redemption group consumer extent changing decided article year $20 hour individualized retailers profiling tailoring covert generally trend here’s extreme shoppers targeting grimmelmann action refuted fall identical identify practical love devices category barlow vision falls motivated cyberspace unknown reasons spectrum rarely am leave parts solution fit personalization reborn earth comment privacy “crypto avoid psychology chat encrypted behavior product critical sales acquire determined redeem easier initial odlyzko usable content phones stores subscribe pricediscrimination arvind coherent anticipate internet assign exercises anonymization rewards generalized literature data-driven perceived unfair characteristics schemes surprising conference linked creates step privacy-infringing addition communication ubiquitous mistaken contests scientifically chris co-authored order fallacious difficulty courses overlay  a lay shift arvind algorithm thoughts built link task allowed pricing created breaking issues helped price-sensitive subjects wages cases spend acceptable beliefs cluster coauthors i’ll can’t wasn’ turned demonstrated learned lies prediction offer flesh perception consumers’ goals statistical realizing security suggested shifted magazine required participants collaborators realized raise happened continue confronting overt paul trust authorities improved recommend friend’ leakage titled choose pdf de-anonymization intelligence homer cares concerns  why reality legal exception gradually reconcile immerse protection vincent expect cost terms theory secure david themes stutzman aware accomplished software browsers item introductory sections implement that’s gold hartzog government stories jump questions bain encouraging e-commerce expanded distributed object competition wordpress 80s level granting hobbyist understanding bring power blix benefits underpinnings support looked implementation building pitfalls pervasive alternatives eric opposing production assumptions habits access responses browsing architectures encryption allowing aspect greater products easily adoption organized adversaries history lack expository centralized alternative interests professor expectations collected nora topics sale elaborate wealthier save avoiding promises discovered description implemented outcomes basic material researcher improving scholars turn stigma write health applicable agree happening developers final frictionless ethics determine breaches instance succeeded occurred

Very Low relevance
 
targeting grimmelmann action refuted fall identical identify practical love devices category barlow vision falls motivated cyberspace unknown reasons spectrum rarely am leave parts solution fit personalization reborn earth comment privacy “crypto avoid psychology chat encrypted behavior product critical sales acquire determined redeem easier initial odlyzko usable content phones stores subscribe pricediscrimination arvind coherent anticipate internet assign exercises anonymization rewards generalized literature data-driven perceived unfair characteristics schemes surprising conference linked creates step privacy-infringing addition communication ubiquitous mistaken contests scientifically chris co-authored order fallacious difficulty courses overlay  a lay shift arvind algorithm thoughts built link task allowed pricing created breaking issues helped price-sensitive subjects wages cases spend acceptable beliefs cluster coauthors i’ll can’t wasn’ turned demonstrated learned lies prediction offer flesh perception consumers’ goals statistical realizing security suggested shifted magazine required participants collaborators realized raise happened continue confronting overt paul trust authorities improved recommend friend’ leakage titled choose pdf de-anonymization intelligence homer cares concerns  why reality legal exception gradually reconcile immerse protection vincent expect cost terms theory secure david themes stutzman aware accomplished software browsers item introductory sections implement that’s gold hartzog government stories jump questions bain encouraging e-commerce expanded distributed object competition wordpress 80s level granting hobbyist understanding bring power blix benefits underpinnings support looked implementation building pitfalls pervasive alternatives eric opposing production assumptions habits access responses browsing architectures encryption allowing aspect greater products easily adoption organized adversaries history lack expository centralized alternative interests professor expectations collected nora topics sale elaborate wealthier save avoiding promises discovered description implemented outcomes basic material researcher improving scholars turn stigma write health applicable agree happening developers final frictionless ethics determine breaches instance succeeded occurred contributing nils jane glad  resolving attempting fields scenario proposed speech ftc genome google google cater  tragedy microarrays commons this genotyping snp venkat high-density mixtures honeyman highly @geomblog trace diverse bambauer amounts pricediscrimination suresh yakowitz  link heavy written weapon contexts suited choice lightweight extract privacy while not-too-complex they’re pricediscrimination peter deploying embedded hoped edited protect all-powerful methodology recognition behavior censorship conference cookies cryptography data de-anonymization distributed neely bioinformatics they’d pedagogical pricediscrimination a-rod academia access control aggregation algorithm algorithms anonymity author knowing wouldn’ profiling do rubinstein pair elaine shi benjamin  broken author raises isn’ ohm purposes wanted networks dna dna provider service challenge it figure track eccentricity economics entropy ethics facebook fairness fingerprinting forensics free lemons pgp evaluation encrypt johnny browsers web 0 nikita goldberg norms stylometry supercookies teaching technology theory tracking ubercookies web web borisov tygar doug sadly @random computation suffers lectured security follow whitten alma brewer  off-the-record kinds privacy goals networks social private analysis social  how york first-party anticipated worse javascript ptacek pgp thomas considered harmful one difficulties rediscover install two-party theorem levy steven obsolete inimitable  crypto cypherpunk’ hughes rebels brother big limitations follow follow entropy&rdquo entropy blog  security computers card identification manifesto phenomenal position stems defend corner ‘garbled yao’ protocol’ circuit shield aimed alternate resource underutilized replaced walker functions scenarios envisioned learn policy prizes re-identification regulation research science security social mathewson isomorphism history nick volume syverson  tor router satoshi onion second-generation dingledine roger de-anonymization important club linkage livejournal location machine imagine communications identifying ethical stealing identity stealing internet jobmarket k-anonymity law lending nakamoto cash betting forum random deciding died curricula bets whimper rapidly ecosystem rewarding hardest system tor extremely docs government graph intricate challenging buzz google trends flavor journal’s street wall stores policy price jonathan mitchell john mayer secrets discrimination princeton privacy privacy internet theme  privacy secrets andrew third-party design privacy web’ angwin julia  third-party technology theme jens hci sucker grossklags  what math-y self-explanatory gratification this schneier learning meta netflix peer review personal bonneau joseph sören preibusch networks bruce  on jungle conservative elsewhere academic existing situation efforts pattern prerequisites argues cope emotional powerful rich lays describing active umbrella bullet-point strategies bain’s excellent preceding slides albeit doubt high myth dying” “privacy   let’s archives fifty grey digging shades signed stanford intuitions preparing worked school discarded disturbing feelings workshop remember utilize news easy facts what’s held long-standing updating absurd funnily expensive cognitively witnessed argued pass forgotten laws companion tests   what refused astonished heard lengths humanities-oriented observations copernican accept walled instructor’s disrupt conclusion “unlikely arsenal  the forced a millennium before well-illustrated reluctance analog societal-scale patched ptolemaic gardens center universe publishers initially dataarchitectures in comment unlikely hug josh mushrooming networks challenged services paradigm synthesized methods experimenting exciting landscape adjusting meanings internalize activity effectiveness dramatically vary feasibility desirability invitation divergent ideal play reader maddeningly institute interview-style produced claims interlocutor clarify implicit activist explicate unclear dozen critics solicited engage productive eliciting proceeds disappeared pace runaway enjoyable participation flew released immense genre discreet amusement self-published dates passed surprised e-book cogitate readers we’re shelves grateful seda’s contrary starkly involves popular narrative eroded telling turns phenomenon activities affords strangers prying e-books unusual cultures commenters consented appendix newton’s culture teamed who’ve lacking sorely architectures john perry james title independence declaration dwork cynthia attempts sensitive queries formulation own-your-data notified gürses page google twitter journal subscribe be broadly sealand asserts broader generalize debate exceptionalism march relationship medium unregulable threads am 1 havenco 33bits assistant moonlight comment older rule recurring essays law these amenable contrast followers recent systems fred operating permission woodrow join fred media woodrow  obscurity rethinking  user-driven lederer scott comments daniel comparison jason hong roesner designers franziska  personal notifications obscurity jerry box subscription enter online 5 contextual subscription twitter admitted revisited this google nissenbaum address calo ryan  self-surveillance kang  against receive helen skepticism notice touched frontiers scientists ” a prospects hide stimulating tendency achieving maps black-and-white reduce wrong haven’t grotesquely “there behind-the-scenes supposed “no more” “if young variant room obscurity transmission” “information ineffectiveness controversial interviewed clarifications hadn’ physics extra famous unlearning acute “right” unlearn why nontechnical dead unimportant premise doubting invested attract latest links impacted studying sociology show” close am 2 including round-up rationale take-home shapes integral  i html guide reference average moderated hours comments how federated politically concluded panel confronted edition luckily exempt weren’ confirm pitfalls instructors privacy’s seminar privacymyths last “are failure” self-selected oriented learnt gratifying personally “lightweight” faced agencies contacted tells citizen expertise al’s inextricably mixtures is on identifying to social meetings analyzing foremost reflected connections the structure terrorist patterns movement network  structure  writing objects unrelated wonderful fingerprintable supposedly  blank  rfid cameras  digital remains uniqueness “fingerprint” coincidence trails are style and location notion fingerprint human contribution finding preferences insights flow checkout field coupon-code sebastian justin led conversations brickell prominent non-coupon understood third-degree first- transaction separate axis rational theories captured june am 7 governments speaking improve glory mathematically unsound yield partly  reidentification shame risks originally basicscience this comments reidentification appeared blog as alert publish what really drives tags  scanners profile artist musical co-founders wikipedia discography occasion fails linking back-end entrepreneur “record a survey authored bureau linkage” covering principles machinery high-powered the theory computing intellectually keeping mentioned complicated honest chosen were already pairs examine concrete vacuum uploaded code aggregator that to arxiv to their dblp profiles failures perform are everywhere census winkler reveals “leakage” moving extend data-mining commonly contest withheld elements develop machine-learning straddle techniques and web printers security-enhancing categorize typical machine categories predict contestants identifier real-world entities connecting missing erroneous william dealt programmer clean messy “looking altogether bypass up” see this flaws spurred research on post on presentation relates firms’ liking listing dim perspective pretty waste forcing simple shopkick “gamification” rush entices percent marked ” some startups introducing hilt exploited texts bluntly story time-consuming deliberately targeted target pregnant distinct forms women seller permits thrifty lowest mcafee preston sorting newspaper excess expedition $200 who’s buy advertising today interview decade creepy works surprisingly unfairness impediment predicted andrew 33bits sitemap arvindnarayanan personalized entropy home about anonymized entropy pricediscrimination given  figuring mathematician isn’t mystery balk efficient penney’s hooked spike dopamine misadventure eliminate decent “it lesson tiny unpredictability holy complete ironically grail argue introduce high-tech humble return limited eschewing footnotes mining-driven isolation terminology references assumption requires clarification viewed summary eyeing tech demonstrates months space feudalism accelerate root takes imperfect puzzlingly goods fixed drop automated essentially tailor fairness rooted profits discriminate analyzed customize personalize ability substitutes hinders effects interaction compare acquisition google’s discriminating demographic open wallet affluent deliver discount customer’s selectively purse pulling integrated interfaces progression natural payment apps awkwardness smartphone-based side-effect reflects difference merge benefit psychological lose “rewards “points rumblings incentives discounts won’t realistically smart purchases collect automatically aggregate coupon-adjusted showing manage work did not uncover chance jumped s&p ieee fantastic colleagues editors prose improvements column horizon” provoking agreed audience reaction asked prof “on contribute invited shaking argument resurgence ripe feel direction hear reactions brought annotatedsyllabus last pm leave privacy-enhancing avenues “cypherpunk subdivide security” distinguish crypto” “pragmatic factors flavors impediments “what october synchronizing decision requested user detect report countless incorporated malicious adversary trick idea delegate controllable details remembering verifying running neighboring vote element creating hotpets discussing i’ tomorrow bloomington july paperform comment what pm 1 w2sp speak eubank master’ bare-bones  marcela melara mobile perez-botero diego contents interested guiding discretion aspects political italicized annotation matters solove intro goals economic depth caveat doesn’ “magic” satisfies emphasis incorporate math alternated considerations hide’ chronicle pioneers often-euphoric 90s travel hobbyists blocks privacy-preserving mathematical restructuring limitations goals expects circa transparent brin foundational pairing assigned disagree absolutes instills inspires historical areas fashionable deemed accident combination applies promoted contrasting consideration content” quite long beware self-study undertaking let’s figuring “covering overwhelmingly default laser orientation “evaluate “synthesize” exaggerating alright applying exposed beauty perceive beautiful holes black centered descriptions subscribed prefer middle falling coach ground trustworthiness prove starting in-class readings day’s advantages shaping individual monitor closely participate centerpiece additional concluding annotated presented tidbits referred component an online included students’ progress  meanwhile huge relevance frequently simultaneous criticism sphere communities—in providers record united picked rehashing tricky exceeded taranto patient-care writes records hotpets in roundup attention received arguably straightforward carried published guides hypothetically company paper is the netflix this could happen establish  but anonymous instances “anonymized” naturally uncover sharing targets holders outputs insight controversies minimizing appreciation breaching shmatikov for to vitaly minds maximize that it releases changed rationally with “pii” removed pick picking criteria focusing community —have cool uniquely achieve programming prospect graduate end-to-end gravitated eventually chose enhance undergraduates shamim rafi roopakalu designed create type build first-hand dumb” server signing manual difficult proves exposes clients regular features defines option require underlying implementing designing began designs certificate solve retrieving ajay saparov purpose explicitly hospitals funds slant mechanisms reactive preventative disposal reinvestment recovery worrisome raised implicated weeks federal government’s american nationwide push barriers guarantee standard higher hold caution regulatory oversight abu cautious maintain penetration maximal mechanisms—authentication rights patient logs anomaly-detection—need moment adequate developed computations

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bits entropy privacy technologies anonymized data

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entropy privacy technologies anonymized data outcomes distributed privacymyths discussion utilized expectation failure” refute decentralized comments &ldquo entropy&rdquo subscription subscribe personal dataarchitectures 33bits annotatedsyllabus crypto perfect pricediscrimination reidentification vehicle coupons arvind narayanan personalized basicscience roundup happened dream improved hotpets projects wiki student paperform