Last week, Gegor Zens, Sylvia Frühwirth-Schnatter, and Helga Wagner arXived a revision of their paper on latent Pólya-Gamma random variables for logistic regression models (which I had not read before). The central idea follows from Albert and Chib 1993 paper on a Gibbs sampler for binary and polychotomous data, namely a data augmentation (a.k.a. Gibbs sampling) that is natural as it allows for direct and uncalibrated sampling, but is not necessarily the best choice, since the completion by latent variables is prone to increase computing time and slow down exploration. In addition, since the posterior is close to Normal, a Metropolis scheme based on the MLE asymptotic distribution could perform well, w/o the completion step. As for other latent variable models such as mixtures, I keep wondering how efficiency could be improved by some latent variates not be changing at every iteration, given their almost Dirac (conditional) distribution. Especially in imbalanced cases. The paper proposes several novel mixture representations that lead to know distributions on the mixing parameter, constructed as in Jun Liu’s and Xiao-Li Meng’s auxiliary scale (or location-scale) completions, but these require an artificial parameter that need be calibrated.
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Rao C/C++ Ca' Bottacin Ca' Foscari University cabaret cabbage Cabernet Cabernet Franc Cabernet Sauvignon cabin cabin fever cable car Cabourg Cabu Cacao Cachan cactus Cadence Cadillac Cadiz Caen CAES Caffe Vita Caffé Pedrocchi café Café Flore Café Landtmann Café Versailles Cagliari cagole Cahiers du CNRS Cahors caiman Cairngorms Cairns Cairo caitch Caius & Gonville College cake Calais calamare calanques Calasetta calblecar Calbuco volcano calculation calculators calculus Calcutta calendar Calenzana Calgary calibration calibration checking Calibry California California Academy of Sciences Californian wine caligraphy Caligula call Callelongue call for contributions call for papers calliagnosia calligraphy calories caltrop Calvados Calvin Calyampudi Radhakrishna Rao Camargue Camargue oysters Cambodia Cambridge Cambridge colleges Cambridge Philosophical Society Cambridge University Cambridge University Engineering Department Cambridge University Press Camden Town Camellia sinensis Camels 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Lawrence Da'a Marisa Da 5 Bloods Dachau daemon Daesh Daft Punk DAG dahl Daibutsu daily intake Daily Mail Daily Telegraph Daimonji-yama Daintree National Park Daintree River daishi Daitoku-ji temple Daitoku-ji temple complex Dakshineswar Kali Temple Dalmatia dam dams Damuth’s Law Dana Mackenzie Dan Brown dance dancing dandelion dangers of AI Dani Arnold Daniel Bernoulli Daniel Cohn-Bendit Daniel Craig Daniel Defoe Daniel Kahneman Dan Leno Danny Macaskill Dan Simmons Dan Simpson dans le noir Dante Alighieri Danton Danube Darfour Dargaud Darjeeling Darjeeling tea Dark Ages dark beer dark energy dark fantasy dark matter Darrell Sweet Darroch model Darryl Hunt Dartmoor Darwin Darwin College dashi Dashiell Hammett Das Kapital data data-analyst data-analytics data-brokers data-centric engineering data-driven algorithms data-driven social sciences data-sharing data.frame data analysis data apocalypse data assimilation data association Data augmentation data challenge data cloning data 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deficit de Finetti deforestation De Gaulle airport De Gaulle à la plage degeneracy degree of freedom degrees DeGroot prize Dehli dehumanization DEIA Deirdre McCloskey deities Delaunay triangulation delayed acceptance delayed rejection sampling delayed simulation delays Delhi delivery vans Delta delta method demagogues demarginalisation Demetz demi-sec Deming Lecture demo() democracy democracy index democratic elections Democratic Republic of Vietnam Democrats Demographic and Health Survey Program demographic history Demographic Research demographics demography Demon Cycle Demons demonstration demonstrations Dempster-Shafer theory Denali Denali National Park dendrogram Denez Prigent Denfert-Rochereau Denis de Sallo Denis Guedj Denis Villeneuve Denmark Dennis Lindley Dennis Prangle Dennis Ritchie Den of Thieves denoising denominazione di origine controlla density density approximation density estimator density quantile function Dent Parrachée Denver Deo Bagh Department of Computer Science Department of Education Department of Energy Department of Government Efficiency Department of Health and Human Services Department of Homeland Security Department of Housing and Urban Development Department of Internal Medicine Department of Mathematics Department of State department of statistics Department of War depenalisation depenalisation of homosexuality deplorables deportation Depot Park depression Derailed Trump derangement Derby deregulation derivative Der Nord Wal Derry Descartes Deschutes Brewery desert desert beer desert locust design designators design of experiments Des Moines Desperately Seeking Susan dessert destalinisation destruction DESY detachment detailed balance Detective Galileo detective stories detective story determinantal point process determinantal point processes determinantal processes determinant computation determinism deterministic mixtures Detroit DEUS Deutsches Zentrum für Astrophysik Devanagari Devaraja Market development economics developping countries deviance deviance information criterion deviation devil Devil's Ridge. Devo Devroye dew Dewey decimal system Dexter dgamma Dhakuria Lake dhal Dharawal language Dhaulagiri Dhodrey diabetes Diamond Age Diamond Rock diary DIC dice Dickens Dickey-Savage ratio dictature dictionnary Diderot Didier Lockwood Didier Lockwood quartet Didier Raoult Diederik Stapel DieHard Die Hard Dieharder diet Die Zauberflöte difference difference engine difference in differences model differential entropy differential equation differential geometry differential privacy diffraction diffusion model diffusions diffusion sampler digital humanities digital painting digital preservation digital radicalisation digital recognition digital rock physics digital violence digits digits of π dimension curse dimension expansion dimension reduction dimini dimsum diner dinner dinosaur diode Dionysus Diophanti Alexandrini Arithmeticorum Diophantine equations Diophantine problems Diophantus of Alexandria diorama Dioscuri diphteria diplôme Dirac delta Dirac mass directed acyclic graphs directional data directional Gibbs directional sampling directory Dirichlet distribution Dirichlet mixture priors Dirichlet prior Dirichlet process Dirichlet processes Dirichlet process Gaussian mixture Dirichlet process mixture Dirichlet trees Dirk Kroese dirt road Dirty Old Town disability-adjusted life years disarmament disaster discipline disclosure risk Discover Food discrepancies discrepancy discrete distribution discrete optimisation discrete parameters discrete time series models discretisation discretization discriminant analysis discrimination discussion discussion paper discussions Discworld disease disease mapping disequilibrium dishwasher disjoint support disk space Disney dispersion disphagia displacement Dispossessed disproportional doll disqualification disruptivity dissenters dissertation dissident dist() distilled importance sampling distinct() distorsions.fr distortion map distributed Bayesian inference distributed computing distribution-free inference distribution-free tests distributions District 9 disvestment divergence diversity diversity statement divide & conquer divide-and-conquer strategy divine right division Diwali DIY DIYABC DIYBAC djinn Dmitri Shostakovich Dmitri Shostakovitch DMVS DNA DNA helix dnorm Do Androids Dream of Electric Sheep DOC Docet omnia DOCG doctor on board doctors Doctors without Borders document analysis documentary dodo Doeblin's condition dog Dog Aging Project DOGE Doges' Palace dog life jacket dog race Dogri Doing Bayesian Data Analysis Dojima rice exchange Dolines de l'Hortus dolly zoom effect Dolomiti DOM Domaine Audidier Domaine Coste Moynier Domaine Courbis Domaine de l'Hortus Domaine de Montcalmès Domaine Gauby Domaine jean-Louis Chave Domaine Léon Boesch domaine Monplezy Domaine Mortiès Domaine Pinnacle Domaine Saint-Jean Domaine Vaquer dome domerie Domesday Book domestic cat domestic violence dominated convergence dominating measure Dominica Dominican Republic Dominique Picard domino formula Dom Juan Donald Donald Knuth Donald Trump donate donation Donau Donauinsel Donbas Donbass State Technical University Don Fraser Dongchu Sun Do not spy on us Don Quixote Don Rubin Donsker-Varadhan Don’t Mention the Children Doob's consistency theorem doodle doomsday argument door doors doping dorade dora wat Dordou Dorian Gray dormitory Dorothy Wrinch Dorset Brewery Dorsoduro dosa Dos de Mayo Dostoievski double bootstrap double degree double descent double exponential distribution doublespeak doubly intractable posterior doubly intractable problems doudouk doughnut Douglas Adams Douglas family Douglas Hofstadter Douglas Mawson Doug Scott dove Dover cliffs down by the bay downhill skiing Downs down under dplyr dqsample Dr. Mabuse Dr. Strangelove Dracula draft dragon Dragon's Back Dragon Keeper dragons Dragons regiment dragontail drainage Drake Island Drancy Dravidian culture draw.circle draw bridge drawing drawing tablet DRC DREAM Dreaming dream routes dreams Dreamtime Dreyfus drill Dringender Appell drivers driving driving licence driving picture Droit au Logement drone drone photography Dropbox dropout drought drove drug company drug dealers drugs drug testing drug trafficking drug users drug wars drummer drunkard dry spell Drôme DS3 DSSG DSSGx UK 2023 duality Dublin Dubliners duck ducks duel due process Dufourspitze Duke Dukem Duke University dummies dummy variable dumplings Dune Dunedin dunes Dungeness National Wildlife Refuge Dungeness spit Dungeons and Dragons Dunkel beer Dunkerque Dunsmuir Dunvegan Castle Duomo Duomo di Milano Durham Durham cathedral Durham university durian dusk Dutch book Dutch book argument Dutch language Dutch oven Dutch pavilion dwarves dynamical system dynamical systems dynamic mixture dynamic model dynamic programming dynesty Dyrhólaey dystopia Déroc Désiré Laugée Día de los Muertos Dôme du Goûter Düsseldorf Dōtombori D’Entre les Morts e e-bike e-book e-values e-visa E. coli E.J. 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Gould Henry Wallace Henry William Watson heptathlon Heraklion Herald Tribune herd immunity herding herd mentality Here's to you heredity Hereford heresy Hergé Heriot-Watt University Heritage Foundation Hermann Kahn Hermann Weyl Herman Rubin hermit crab Hermite polynomials Heroica stout heroic fantasy heron Heron's formula Herrenhausen Palace Hertzsprung-Russell diagram Hesse Heuriger heuristics Hevea brasiliensis Hevea plantation Hewlett-Packard Hexagon hexes Hezbollah Hi! Paris hibakusha Hida mountains hiddden Markov model hidden Markov chain hidden Markov models hidden networks hide-and-seek hierarchical Bayesian modelling hierarchical models hieroglyphs Higashimaya Higashino Keigo Higashiyama Higgs boson high-dimensional statistics high dimensions higher-order approximate inference higher education higher order asymptotics high fantasy high jump Highland cattle Highlands high rise high schol high school high school mathematics high speed train high tides high waters Highway to Hell higuma hijacking hiking hiking trail Hilbert Hilbert curve Hilbert space Hillary's step Hillary Clinton Hillhead Himalayas Hindi Hinduism Hindu myths Hindu numerals hindu temple Hindu temples Hinoki Hippocrates hiring hiring committee hiring quotas Hiroki Akaike Hiroshige Hiroshima His Dark Materials histogram historian historical building historical fantasy historical novel historical novels history history education history of art history of food history of languages history of Monte Carlo history of statistics History of the Peloponnesian War hit and run algorithm hitchhiker guide to the Galaxy Hitman Anders and the meaning of it all hitsumabushi Hiulbert spaces HIV HKU Hla Myo Aung HMC HMM Hmong HMS hoa Hobart Hobsons Bay Hochberg Ho Chi Min City Ho Chi Minh City hockey stick hocus potus HoD Hodge conjecture Hodor Hoeffding Hofburg Hofstadter hogs Hogwarts Hohe Tauern hojicha hojicha tea Hoka One One Hokkaido Hokujo Hokusai holds holidays Holland Hollywood Holocene Holodomor Holtanna Holy Grail Holy Roman Empire Holyrood Holyrood Park holy sister Holy Wednesday homecooking home cooking Home Fires homegrown homegrown vegetables home heating homeless homemade design homemade noodles homemade skis Home Office Homer Homerton College Hometown cha-cha-cha homework homicides by firearm homless people hommage homochirality homologation homomorphic encryption Homo naledi homonym homophobia Homo sapiens sapiens homosexuality homotopy honesty honey honeybird honey fungus Honfleur Hong Ko Hong Kong Hong Kong Polytechnic University Hong Kong University Honorary Citizen of Europe Honoré de Balzac honours honour students Honshu Hooghly River hooligans Hope Not Hate Hopfield networks hopital Saint Antoine Horfðu á mig Horizon Europe horror horror story horse horse genome horse mutilation mystery Horses Horseshoe Bay horseshoe prior Hortus Horvitz-Thompson estimator Horwitz-Thompson estimator hospital Hospital's rule hostel hot-cross buns Hot Aches hotel Hotel des Roches-Noires Hotel Intercontinental Berlin Hotel los Laureles Hotel Majestic Hotel Meurice hotel reservation hotels hot pot Houdini Hourtain house house boats house music House of Dragons House of Representatives houses Houston Houston Chronicle Houthis Howard Sutcliffe Howard Wainer Howe Sound How to Lie with Statistics HPD region HP EliteBook HRW Hrútar HS2 HSSC HSSS HTML Huangpu River huarache Huawei Hubble constant Hubei Huber loss Hubert Reeves huckleberry Huckleberry Finn HUD huddle of walruses Hudimesnil Hudson's Bay Company Hudson river hue & cry Huella Andina huge data Hugh Glass Hugh Howey Hugo Hugo Awards Hugo Chavez Hugo Pratt huguenots Hugues et Jean-François Sineux Huion Hull Hull Zero Three human chromosome human combustion human ev Human evolution Human Genetics human genome Human Genomics human intelligence humanism humanitarian aid humanitarian projects humanities Humanité et Biodiversité human remains human resources Human Rights Human Rights Data Analysis Group Human Rights Watch human variation Humboldt-Universität zu Berlin Humboldt County Humboldt Redwoods State Park Humboldt University of Berlin humidity hummingbird humus hundred flowers campaign Hundred Years' War Hungarian Academy of Sciences Hungary hunger Hunger Games hunger strike hunter-gatherer hunting hunting lodge hurricanes husky dogs hussards de la République Hussein al-Barghouti Hutus Huygens Huế HWA Gold Crown awards hybrid car hybrid Monte Carlo Hyde Park hydratation hydroenergy hydrofoil Hydrology and Earth Sciences hydroplane hydroponics hydro storage hydroxychloroquine hydroxychloroquine sulfate hyena hygiene Hyoer Hypatia hyper-g-prior hyper-g priors hyper-inverse Wishart distribution hypercube hypergeometric distribution Hyperion hyperparameter hyperprior hypocoercivity hypoexponential distributions hypothermia hypothesis testing hypothénuse hypoxia Hyppocrates hysteria Hyvärinen score Hyvärinnen score Hérault Hôpital Bicêtre Hôpital de La Pitié-Salpétrière hôpital public Hôtel de la Monnaie hōji-cha Hồ Chí Minh I i-like I.J. Good I.O.C. IA IA-clusters IAA IAEA I agree Iain Banks Iain Pears Iain Peers IAMSEA Ian Banks Ian Curtis Ian Davenport Ian Potter collection Ian Rankin Ian Stewart Ian Tregillis IAP IASC IASD Master programme IAU ibex ibis IBM Ibragimov Ibrahim Maalouf ICA ICAN Icann Icarus ICC ice ice-axe ice-water ice age icebergs ice cider ice climbing ice cream ice cream van icefield Iceland Icelandic horses Icelandic movie Icelandic noir Icelandic sagas Iceland noir Iceman ICERM ice sheet icewine ice wine Ichikawa Danjūrō ICJ ICLR ICLR 2016 ICLR 2018 ICLR 2019 ICM 2018 ICM 2022 ICM 2026 ICML ICML 2013 ICML 2018 ICML 2019 ICML 2020 ICML 2021 ICML 2023 ICML 2026 ICMS ICMS 2015 icon iconoclasts ICRC ICRIN ICSDS 2024 ICSDS 2025 ICSDS 2026 ICU ICWES18 Idaho IDAHOTB ID check idealism identifiability ideology Ides of March IDF IDIDS Iditarod Trail idli I don't care IDWSDS IEDs IEEE IEEE Xplore If... IFAS IFCAM ifelse Ifremer IFSC Climbing World Cup igHome Iglesia de San Pablo Ig Nobel Prize ignorability iGoogle Igor Prünster iguanas Iguazú Falls IHES IHP IHPST IISA IISA 2022 IISA 2024 IISA 2026 ILA Ilario Gregoletto Il Decameron Ile de la Cité Ile Sainte Marguerite Ile Saint Honorat iles du Frioul Iles du Salut Iles du Vent ill-posed problem Illawarra escarpment illegal attachment illegal posting illegal settlement Illiad Illinois Illinois Institute of Technology illness Ill River Illya Sobol Illywhacker Ilnuatsh community Ilnu Nation Ilot Saint-Michel I love R Il Politecnico il salotto di Milano IMA IMACS IMAG image() image analysis image classification image generator ImageNet image of the week image processing image reconstructino image rendering images Images des Mathématiques imaginary training sample imaging Imany IMATI IMATI CNR IMIS imitation game Immanuel Kant immigration immigration crackdown immortality immune evasion immunity IMOCA impact factor impatient user impeachement imperial capital imperial China Imperial College Imperial College London imperialism imperial measures imperial palace implementation importance Markov chains importance MCMC importance sampling imports imprecise probabilities impressionism impressions soleil levant improper posteriors improper prior improper priors impropriety improvisation Imre Lakatos IMS IMS Annual Meeting IMS Bulletin IMS Carver Medal IMS conference IMS Fellows IMS Lawrence D. 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Elroy J.K. Ghosh J.K. Rowlings J.R. Tolkien Jabalia camp jabg jacana noir Jacco Thijssen Jacinda Ardern jackdaw jackknife Jack London jacknife Jack Reacher Jackson Hole Jack the Ripper Jack Vance Jacob Bernoulli Jacobian Jacobin Jacobite 100 Jacob Kiplimo Jacques Audiard Jacques Delors Jacques Delors Institutes Jacques Dutronc Jacques Neveu Jacques Solomon Jacques Tardi Jacques Tati Jafar Panahi JAGS jaguar jaguars jail Jaipur Jair Bolsonaro Jakamarra Jakob Bernoulli Jakob Ingebrigtsen jam Jamaica Jamal Khashoggi jambalaya Jamel Debbouze James-Stein estimaror James-Stein estimator James Gentle James Hellis James IV James J. 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Parker K.K. Illingworth K2 K44 Ka kabuki Kabul Kac's theorem Kadir Nelson Kaefferkopf Kafka on the shore Kagemucha Kaien Island Kaikoura kaiseki Kaiser Fung Kaiserslauten Kaiserslautern kako Kakutani's product martingale theorem Kalaallit Nunaat Kalama Kalamata kale Kali Kali Puja Kalman filter Kalush Orchestra Kama Kuntu Kamala Harris Kamuy mosir Kanada Kanagawa Kananaskis Kanchenjunga Kandahar Kandersteg kangaroo Kangbachen Kangchenjunga kan ha diskan Kanji Kannada Kansai Kantorovich semi-distances Kapital Kapla Kaplan-Meier estimator Karara Karatgurk Karazin Kharkiv National University Karazin University Karel Čapek Karen Blixen Karen Miller Karl Marx Karl Pearson Karl Popper Karlsruhe Institute of Technology Karl Weierstrass karmic koala Karnakata Karnatak Karnataka Karolinska Institute Karol Wojtyła Karukera Kashmiri Kasparov KASPE Kasteel van Arenberg Kasuga-Tashai katakana Kata Tjuta Katatonenkunst Katherine Heller Katrin katsuobushi Katsuura Katsuura fish market Katyǹ massacre KAUST Kaveri River Kaw Kawabata Kazuo Ishiguro Kazuo Iwamura kbibtex KDE K dramas Keats Keble College Keep calm posters Kefauver Subcommittee on Juvenile Delinquency Keflavik Kei Nomiyama Keira Knightley keirin Keith Jarrett Kelker Kelly criterion Kelly McCullough Kelowna Kelvin river Kemar Singh Kempelen's chess player Kempner series Kendall's tau Kenilworth Kenji Mizoguchi Kenneth Branagh Kennewick Man Kent Kent State University Kenya Kerala kernel kernel Bayes rule kernel density estimator kernel methods kernel quadrature kernel Stein discrepancy descent Kerrie Mengersen Kettering Prize for Cancer Research keyboard Keynes keynote speaker keys Khajuraho Khaled Dawwa Khark Kharkiv Khasminskii Kherson Khighizistan Khintchine representation Khmer kingdom Khoi people Khyol' Kicking Horse resort Kidnapped kidney damage kids Kiefer-Wolfowitz algorithm Kiev Kigali Kii Hantō Kii peninsula Kilian Jornet Kill Bill killer robot Kilmarnock kilogram kilt kimchee kimchi Kim Novak kimono Kind Herod kindle kind of blue kinetic theory King's Cross King Arthur Kingdoms of dust kingfisher King John King Kong Kingmaker Kingbreaker Kingman's coalescent King Olaf Kings College London kings of Rome King Taejong King Tajeo Kinkaku-ji Kinlochleven Kinshin Kiomizu kiosque Kiowa Indians kiss of death kitchen kite kitesurf KitKat Kittilä Kittilä airport Kivu Kjell Eriksson Klagenfurt Kleifarvatn Klemen Premrl KLM Klondike knapsack problem k nearest neighour k nearest neightbour knee Knesset knife knight knight hospitalers knight order Knights Templar knitr knn estimator Knossos Knots & Crosses Knowledge is Beautiful Knud Rasmussen koala Kobe Kochi Kodaira problem Kodak kodakerien Kofi Annan Kofuku-ji temple Koguchi kohlrabi kokicha tea Kolkata kolmim Kolmogorov Kolmogorov-Smirnov distance Kolmogorov axioms Kolmogov consistency Koma Kulshan Kongōbu Temple Konica Minolta Dimage Z2 Konjaku Monogatarishū Konkani kookaburra kora Kore-Eda Hirokazu Korea Korea education system Korean Atomic Bomb Victims Association Korean cinema Korean democracy Korean food Korean history Korean Statistical Society Korean tea korean TV series Korean War Korea TV series Kostel svatého Mikuláše koti luwak Kottayam Kouign-Aman Kouign-Amann Kourou Kowloon Bay Koyasan Koyasan Forest Park Koyukon Kozachenko-Leonenko estimator Kozel beer Kpop Kraak krach Krajina krama Kramatorsk Krasheninnikov Kreiz Breizh Akademi Kremlin-Bicêtre Krishna Kristian Nairn Krkonošská magistrála KR Market kroner Krzysztof Burdzy króna Krýsuvíkurberg ks.test() KSU KTH KTH Royal Institute of Technology Kuala-Lumpur Kubuntu Kubuntu 12.04 Kubuntu 22.04 kudzu KU Leuven kulhad Kullback Kullback-Leibler Kullback-Leibler divergence Kulshan Kumano-Hayatama Taisha shrine Kumano-Hongu Taisha shrine Kumano-Nachi Taisha shrine Kumano Kodō Kumarakom Kumaraswamy distribution Kumonogawa Kunming Kunstverein Hannover Kuomintang Kuramakom Kurdistan Kurosawa Kurt Gödel Kuttanad Kuwait kuzu Kyaw Min Yu Kyiv Kyle of Lochalsh Kylie Moore-Gilbert Kyoto Kyushu København Kürbisse Kōkichi Tsuburaya Kōkyo L'Affiche Rouge L'Aquila L'Armée du Crime L'enfant de poussière l'enfer c'est les autres L'Express L'Humanité L'Hôpital's rule L'insoutenable légèreté de l'être L'Oeuvre au Noir L'Oiseau sur sa branche l'Écho des Savanes L'Équipe L'Être et le Néant L.E. Modesitt Jr. LA label La Belle Sauvage label switching label switching experiment la bière du Cabanon Labour Labrador Labrang monastery La Butte aux Cailles labyrinth Lac-Saint-Jean La Cagole de Marseille La Canourgue La Case à Bulles Lac d'Annecy Lac Laramon La Clarée Lac Léman la complainte du partisan La Complutense La Comédie La Conciérgerie LAcon V Lac Ouiatchouan Lac Pavin Lac Pimbina La Croix La Croix de Touraine Lac Saint-Jean Ladakh Ladoix-Serrigny ladybug Lady MacDonald La Déf La Défense Laeken La Fenice La Fontaine La fuerza de la vocación La Gacilly La Gacilly Photo festival lager Lago di Como Lago di Creno Lago di Guarda Lago di Lugano Lago Llanquihue Lago Maggiore lag polynomial La Grande-Eau-Morte La Grande Candelle La Grande Motte Lagrange La Grange des Pères Lagrangian La Grivola La guerra cristera Laguiole laguna La Haine La Haye-Pesnel Laidlaw lake Lake Alice Lake Baïkal Lake Como Lake Geneva Lake Louise Lake Michigan lake New England Lake of Menteith Lake Okanagan Lake Ontario Lake Ross Lake Union Lake Washington Lakotas la Koweit Lakshmi Puja LAL la maison des mathématiques La Manif pour Tous La Meige La Meije Laminaria La Moneda La Mostra lamp lamp-post LAMSADE La Muse de sang LAN Lancashire Lancaster Lancaster University Landau Landau distribution Landes land mines landmines land mower landscape landscape photography lane Langevin diffusion Langevin MCMC algorithm Langevin Monte Carlo Langtang Lirung language diversity language extinction language history language processing Languedoc Languedoc-Roussillon Languedoc wines Lanzarote Laos La Pedriza La Peur Lapin Kulta La Piste des Cimes Laplace Laplace's approximation Laplace's Demon Laplace's prior Laplace-Stieljes transform Laplace approximation Laplace approximations Laplace distribution Laplace succession rule Laplace transform Laplacian Lapland La Prairie Lapsang Souchong laptop Laquan McDonald Larapinta trail La Recherche large-scale statistical learning large data problems large deviation large dimensions large language models large p small n large scale inference largest common dividor La Robinsonnaise La Rochambelle La Rochelle La Route Larry Brown Larry Wasserman Larzac La Réunion la Salute La Sapienza laser La Serenessima laser saber la sierra oaxaqueña La Sorbone La Sorbonne Lassen Volcanic National Park Lassere lassi Lasso last call last paper Last Supper last visit late harvest wine latent blocks latent class model latent data latent Dirichlet allocations latent factor latent Gaussian models latent space models latent variable latent variable models LaTeX latex2wp LaTeXML Latin Latin America Latin hypercube latin square Latium Latrabjarg La Trobe University La Trouvillaise latte machiatto Latvia Latvian laundry la une laurel Laurent Geslin Laurent Schwartz Lausanne lauzes lava lamp la vie au bureau La Vieille Charité la vie à deux La Vilette la ville rose La Villette Lavu di Nino law Law Faculty lawn law of cosines Law of Large Numbers law of small numbers law of the hammer Lawrence Berkeley National Laboratory Lawrence Livermore National Laboratory lawsuit Lazio lazy ABC lazy morning laïcité LDA LDS Church lead lead climbing lead fall Leamington Spa leapfrog generator leapfrog integrator leap year learnability learning rate lease least bittern least favourable priors least informative prior least squares leave-one-out calibration leave-one-out cross-validation Leave no one behind leaves Lebanon Lebesgue integration Lebesgue measure Lebesque integration Le Bon Coin Le Canard Enchaîné Le Canigou Le Carré Le Choix bayésien Leci le compte est bon Le Corbusier Le Croisic lecture Lecture Notes in Mathematics Lecture Notes in Statistics lecturer Le Dauphiné Libéré Led by Donkeys Le Devoir le Diable et le Bon Dieu Le Diamant leeches Lee Child Leeds Le Fabuleux Destin d'Amélie Poulain Le Festin des Dieux Leffe left-hand driving left bank Left Hand of Darkness legal action legal drama legalisation legalisation of abortion legal medecine legal statistics Leganés campus Legendre legends Legends of the Condor Heroes Legends of the Fall legislatures legitimists Lego Le Hasard Le Havre Lehmann-Scheffé theorem Lehmer codes Leiden Leif Döring Leigh Bardugo Leigh Woods Leipzig Le Lièvre et la Tortue le logiciel R Le Loto Le Louvre Le Marais le Masque et la Plume Lemer-Schur algorithm Le Monde lemon pie lemon tart lemon zest Lenin Le Nouvel Observateur Lent term Lenzerheide Leo Breiman Leo Houlding Leon Leonard Cohen Leonardo Da Vinci Leonhard Euler Leonid Pastur Leonid Vaseršteĭn Leonora Carrington Leopold Museum Leo Tolstoy leprosy Le Puy-Sainte-Réparade Le Queyrelin Les 400 coups Les Aphillanthes Le Sassine Les Bossons Les Béruriers Noirs Les Calanques Les conquérants de l'inutile Les Courants de la Liberté Les Creisses Les Diablerets Les Drus Les Enfants Rouges Les Feuilles mortes Les Gens qui doutent Les Goudes Les Grands Montets Les Gémeaux Les Halles Les hommes désertés Les Houches Les Inrockuptibles Leslie Lamport Les Marseillais les mercredis mathématiques du CIRM Les Mines Les Papilles Les Passantes Les Petites Sorcières les petits mouchoirs Les Rita Mitsouko Les Rouquins Les Saintes Les Sentiers des Astres Les Trois Brigands Les Vieilles Vignes Les Vins du Soleil Les Échos Let a hundred flowers bloom Le Tendre Le Tombolo Le Touquet Paris-Plage letter Letters from Iwo Jima letter to the editor le téléphone Leuven Leuven Institut de Philosophie Leuven or yet again in Oxford Le Vel' d'Hiv Le Verrier Lev Grossman Levi Lewis Lewis and Harris Lewis Carroll lexicon Lez Le Zoulou Blanc Leçon inaugurale leçons de ténèbres lfactorial() LGBT LGBT rights LGM 2012 Lhakpa Sherpa Lhotse Liam McIlvanney liar puzzle Liban Liber Abaci liberalism Liberation liberation of Paris libertarians Liberty Bells range liberty of press Liberté Liberté-Égalité-Sexualités library library book Library Genesis Library of America Library of Babel libre arbitre Libya Libé licence plate lido Lie-Trotter splitting Liechtenstein 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Jesimin Naatalie MacMaster Nabokov Nachi-Taksuura Nachisan Nadja Michael NADO NAFTA nag Nagano Nagasaki Nagoya Nagoya Castle Nairobi naive art Najavo Nation Najdorf Sicilian Nakahechi Nakasendo Nakba Naked Economics Naked Statistics Namahage Namibia NaN nan bread Nancy Nancy Reid Nanga Parbat Nan Laird nanoparticles Nanterre Nantes Naomi Kawase Naomi Novik Naomi Rapace nap Napaljarri sisters Napa Valley Napoleonic wars Napoli Napoléon Napoléon's tomb Napoléon Bonaparte Napoléon III Nara Nara-koen Nara deers narcos Narendra Modi Narges Mohammadi narwhal NAs NASA Nash equilibrium Nashville nasi lemak Nassau Hall Nassim Taleb natalism natbib Natesh Pillai Nate Silver Nathaniel Hawthorne Nathan Johnson Nathan Larson Nathmulls National Academy of Science National Academy of Sciences National Academy of Sciences of Ukraine National AIDS Trust National Assembly national campaign National Coalition Against Censorship National Cycle Networks Sustrans national day national day for secularism national exam National Federation of Statistical Associations National Front National Gallery of Art National Gallery of Ireland National Geographic National Institute of Health National Institute of Statistical Sciences National Institutes of Health nationalism nationalist nationality nationality by birth nationality by descent National Museum of Arms and Armours national narrative national parc National Park Service National Prayer Breakfast national preference national public radio National Rail National Science Foundation National Security Law National Security Strategy National Statistician National Technical University of Athens national treasure National Tsing Hua University national unity National University of Pharmacy National University Singapore Native Americans Nativity NATO Natsuo Kirino Natum Natural History Museum natural induction naturalism natural language processing natural selection Nature Nature Communications Nature Computational Science Nature Electronics Nature Human Behaviour Nature Index Nature Machine Intelligence Nature Methods nature photograph of the year Nature Precedings Nature Reviews Methods Primers Nature Reviews Physics Navajo naval battle Navier-Stokes problem navigation Navy Nazanin Zaghari-Ratcliffe Nazi occupation Nazis Nazi State NBBC15 conference NBC NCAA NCGM NCIS nCo-2019 nCoV Ndrangheta nduja Neal Stephenson Neanderthal Neanderthalia nearest neighbor Gaussian processes nebbiolo Nebraska Nebula Awards neck Neckar necromancer negationism negative binomial distribution negative exponential distribution Neil Gaiman Neil Stephenson Neil Young Neisse river Nelson Mandela NEMESIS neo-Dravidian architecture neo-gothic architecture Neolithic neon neonicotinoïds neoprene Nepal Nepali Nero Buono IGT Lazio Nesnesitelná lehkost bytí nest nested clade nested models nested sampling nesting Monte Carlo Nestlé Nestor Makhno Netflix nettles network NetworkManager Neue Jesuitenkirche neue Rathaus Neues Rathaus Neufchâtel neural density estimator neural network neural network sampling neural networks and learning machines neural posterior estimation neural SBI NeurIPS NeurIPS 2019 NeurIPS 2020 NeurIPS 2021 NeurIPS 2022 NeurIPS 2024 NeurIPS 2025 NeurIPS 2026 NeurIPS@Paris 2022 NeurIPS@Paris 2024 Neuromancer neuromorphic computing neuron neuronal network neurons neuroplastic surgery neuroscience of religions neurosciences neutrality neutrino neutron transport Nevache Nevada Never let me go Neverwhere New new album New Amsterdam New Belgium newborn deaths New Brunswick New Caledonia Newcastle Newcastle-upon-Tyne newcommand New Delhi new edition New England New England Journal of Statistics in Data Science Newfield Newfoundland New Horizons New Jersey new journal New Kids on the Block New Kind of Science New Math pedagogy New Orleans newpaper newpapers new researchers news News of the World New South Wales newspaper newspaper clipping newspaper statistics Newspeak New Statesman New Testament Newton-Raphson Newton-Raphson algorithm New Wave New Year's Eve New York New York city New York City Marathon New Yorker New York metro New York Public Library New York Society Library Book Award New York State New York Subway New York T New York Times New York World’s Fair New Zealand Neyman-Pearson Neyman-Pearson tests Neyman-Scott problem Nezera viridula Ngaanyatjarra NGO Ngram Ngô Bao Châu NHS NHSTP Niagara-on-the-Lake Niagara Falls Niccolo Ammaniti Nice Nice killings Nicholas Angelich Nicholas Khaleb Nicholas Metropolis Nicholas T. Longford Nick Bostrom Nick Cave and the Bad Seeds Nick Pizzolatto NIck Polson Nicola Jennings Nicolas Bourbaki Nicolas Chopin Nicolas Copernicus Nicolas Hojac Nicolas Machiavel Nicolas Metropolis Nicolas Poussin Nicolas Sacco Nicolas Sarkozy Nidelven Niellucciu Nieuwendammerham Nigel Farage Nigeria Nightingale nightofphilosophy night shift night sky Nigilista NIH nihilism Nike Nike Next% Nike Vaporfly Nike Vaporfly Next% 4 Nikolai Bakhvalov Nikolaj Nikolaevič Čencov Nikon Nikon film festival Nikon J1 Nile Nilsson's power model Nimble Nina Chevénement Nina Hagen Nina Simone ninefinger Ninety-Eighty-Four ninety-nine stories of God Nineveh ninjas NIPH NIPS NIPS 2010 NIPS 2012 NIPS 2014 NIPS 2015 NIPS 2016 NIPS 2017 NIPS 2018 Nirmal Purja Nisaba NISS NIST nitrogen NK603 NLA nlm NMITE No-U-Turn sampler NOAA Noam Chomsky Nobel museum Nobel Peace Prize Nobel Prize Nobel Prize in Litterature noble numbers no country for old men Noctureine no deal nodes Noel Cressie no fear no future noir Noirdmoutier Noirmoutier noise noise-contrastive estimation noise and no signal noise cancelling headphones noise contrasting estimation noisy ABC noisy MCMC noisy Metropolis-Hastings algorithm noisy Monte Carlo Noli Timere Messorem Nomadland nombres bons Nome nomination Nominoe non-central chi-square distribution non-central Wishart distribution non-discrimination non-fossil energy non-fossil fuels non-i.i.d. data non-informative priors non-local priors non-pa non-parametric kernel estimation non-parametric prior non-parametrics non-parametric test non-regular models non-reproducible research non-response non-reversible diffusion non-reversible MCMC Non-Uniform Random Variate Generation non-viable pregnancy non-violence nonconvex sampling noninformative priors nonlinear ICA nonlinear time series nonparametric probability density estimation nonparametrics nonparametric statistics nonsense NOOA Nooksack First Nation Noomi Rapace no parking no pasaran Norbert Wiener Nord Nordic-Baltic Biometric conference Nordic countries nordic noir Nordstat 2016 Nordwand Norge Normal deviate normal distribution normal generator normalisation normalised maximum likelihood normalising constant normalising flow normalizing constant normalizing flow normal mean normal model normal number Normal pdf normal tail Norman Norman Cay Norman church Normandie Normandie Course à Pied Normandie fort et vert Normandy Normandy landings Normandy Running Festival Norman Fenton Norman invasion Norman MacLean Norman Matloff Norman Rockwell Normans norms North North Africa North America North Berwick North Carolina North Cascade Climbing Guides North Cascades National Park North Coast Northen California northern california Northern China northern gannets Northern India Northern Ireland Northern Ireland Protocol Northern lights Northern Territories Northern Territory northern white rhinoceroses North Face north faces North Korea North Sea Northumberland Northumbria North Vietnam Norvegian cinema Norway Norðurmýri nostalgia no starch press not a book review notations notebook notepad notes Notices of the American Mathematical Society notjustanumber Not Playtime! 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torus tosazu Toscana Toshirō Mifune Total totalitarism total variation Totem Pole toucan Touch of Evil Tought Police Toukoul Toulouse Touques Touraine Tour de France Tour du Monde tourism tourism nuisances tourist attraction tournament Tours Tous les matins du Monde towel Tower Bridge Tower of London Tower Ridge Towers Towers of Midnight town of Warwick toxicology toxocariasis Toy Model of Superposition tp TPA trace des Pitons track and field trackstand tractor trade deficits trade war traditional Chinese calligraphy traditional housing traffic traffic accident traffic jam traffic light traffic predictions tragedy of the commons trail trailer trail running train training training data training modules training of researchers training versus testing trains trainspotting train station train strike train travel traitement statistique de l'information Traité Philosophique sur les Probabilités Trajan column tramcar Trampin tramway problem tramways transatlantic liner Transavia Trans Canada Highway 16 transcendental equations transcendental numbers transduction transferability transform transformer transgenic corn transhumanism transience transitivity translation transparency transphobia transport transport accidents transportation model transportation system Transsiberian Transylvania trapezoidal approximation trattoria Travel travel-aware reconstruction travel aggregator travel award travel ban travel book travel deaths travel grant travel guide travelling kids travelling salesman travelling salesman Concorde travel literature Travel Photographer of the Year travel restrictions travel support Trayvon Martin treadmill Tre Archi Treasure Island Treaty of Campo Formio Tre Cime de Lavaredo tree tree of the year trees Tregasteinn Tregynon Trek trekking trek rule theorem trench trenches trend treujenn gaol trial Triana triangle triangle geometry triangular distribution triangular trade triathlon tribunal tribune trick Trieste trigonometry trilogies trilogy trimaran Tring Prize Trinitas Trinity churchyard Trinity College Trinity College Dublin triple beer triplex tritherapy Trocadéro Trofim Lysenko Troisième République trojan Trojan horse Trojan Rabbit troll Trolley Problem trollocs Trollope trolls Tronador volcano Trondheim Trondheimsfjord tropical flowers tropical storm tropics Trotternish trou de Bozouls Trouville truck Trudi Canavan True Detective truffles Trujillo Truman Capote Trump Trump 2.0 Trump administration trumpet trumpism Trump tracker truncated distribution truncated normal truncated t distribution truncnorm truth truthiness truth social Try It Online tsatsaka tseries Tsimshian culture Tsinghua University Tsugaike Nature Park tsunami Tuat tube tuberculosis tubes TU Delft Tudor Tufte Tuileries tuition fees tuk-tuk TUM tuna Tuna Altınel Tunbridge Wells tundra Tunisia Tunnel du Fréjus tunneler Tunnell's Theorem Tunnel Mountain tupilak Turing Turing's chess Turing's machine Turing's test Turing Award Turing machine Turino Turkey Turkish food 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model writing style Wrocław commemoration monument WSC WSC 11 WSC11 WSC 2011 WSC 2012 WSC 2013 wsc format Wuershan Wuhan Wurundjeri WU Wien WU Wirtschaftsuniversität Wien WW I WW II WWII wynn rune Wyoming WYSINWYG X X-Outline X-ray x.std X11 Xavier Gabaix xcolor Xenocide xenophobia Xi'an Xi'an's Og Xi'an cuisine xianblog Xiangyu Wang Xiao-Li Meng xiaolongbao Xi Jinping Xinjiang xkcd xkcd explained Xmas xor xournalpp Xpedition XXV Winter Olympic Games XXX YA Yaak yacon Yahagi river Yak's yakuza Yale University Yamoussoukro Yanan Fan Yangtze River Yankunytjatjara Yannis Varoufákis Yann Le Cun YA novel Yarra river Yasaka Yasovarman Yatagarasu yawn Yazidis Year of the Horse yeast yellow yellow cab yellowfin tuna yellow jersey Yellowstone national park Yellowstone River Yemen ye Norse farce Ye Olde Trip to Jerusalem Yeon Sang-ho Yeovil Town Road Running Club Yersinia pestis Yes III Yevgeny Khaldei Yevgeny Yevtushenko Yiddish Yin-Yang algorithm yoga Yogi Berra yogurt Yoho National Park 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Zoom zorbing zori shoes ZRR Z score zucchini flower Zulu baskets Zurich [Title] \end{frame} À Bout de Souffle École Nationale d'Administration École Normale de Cachan École Normale Supérieure École Polytechnique École Polytechnique Fédérale de Lausanne Édouard-Léon Scott de Martinville Égalité Élancourt Étang de Diane Étienne-Prosper Berne-Bellecour Étoile Évariste Luminais Évry ÌPA Íslendingabók Íslensk erfðagreining Île-de-France Île de la Barthelasse Île de Riou Île Jarre Îles des Saintes Îlet de la Caravelle Îlet Sainte-Marie Îlet à Cabri Ötzi Öxit Þe Norse face Þingvellir Þingvellir lake Þóra Guðmundsdóttir écir église Sainte-Faust épervière état d'urgence ôc huong þ Điện Biên Phủ Šibenik Špindlerův Mlýn Ǹormandy ΛCDM model Φ π σ-algebra χ² distribution χ² divergence Батьківщина Мати Бесы Велими́р Хле́бников Володимир Олександрович Зеленський Гнеде́нко Голодомо́р День незалежності України Національного фармацевтичного університету у Слобідському Отцы и дети Свобода Слава Україні 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