iPad Casinos UK 2026: The Complete Guide to Playing Casino Games on Apple Tablets
iPad Casinos UK 2026: The Complete Guide to Playing Casino Games on Apple Tablets
iPad casinos UK 2026 sit at an interesting crossroads. Apple tablets account for a meaningful share of mobile gambling traffic in Britain, yet most casino guides treat the iPad as an afterthought — a footnote under “mobile casino” with a screenshot of an iPhone and a shrug. This guide doesn’t. Everything below is built around how the iPad actually works as a gambling device: the browser-versus-app reality, the screen real estate advantages nobody talks about, the storage and battery maths, and the regulatory landscape that governs where British players can legally put money on the line from a tablet.
The short version, for those who’d rather not read 6,000 words: browser-based play through Safari or Chrome remains the most reliable route for UK players, because Apple’s App Store restrictions mean dedicated casino apps are either absent or stripped-down versions of the full product. The operators below are presented in a ranked order based on their market presence and product quality across tablet-optimised platforms. Bonuses, withdrawal speeds, and minimum deposits are described as typical for the category, because precise terms change constantly and any specific figure quoted in a guide is almost certainly stale by the time you read it.
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How iPad Casino Gaming Actually Works in the UK
The mechanics are simpler than most guides make them sound. An iPad casino is any online casino accessible through an Apple tablet, either via a mobile browser or a downloadable application. For UK players, the distinction matters more than it does on Android. Apple’s App Store has historically imposed stricter rules on gambling apps than Google Play, and while the UK Gambling Commission (UKGC) licensed operators can list apps in the British store, the selection is narrower than what Android users see. Many operators simply don’t bother with an iPad-specific app and instead invest in responsive browser platforms that adapt to whatever screen you’re holding.
That browser route works remarkably well on modern iPads. The A-series and M-series chips Apple has shipped since roughly 2020 handle live casino streams without the stuttering that plagues older Android tablets. Safari’s support for HTML5 games has matured to the point where most slot titles, table games, and live dealer rooms run identically to what you’d get on a desktop browser. The practical difference between an iPad Pro with an M2 chip and a 2018 iPad Air running the same casino site is noticeable in load times — we’re talking roughly 2–4 seconds versus 6–8 seconds for a heavy live casino lobby — but both are functional.
Storage only becomes a concern if you go the dedicated app route. Casino apps typically occupy between 80 MB and 250 MB, which is trivial on a 64 GB iPad but worth noting if you’re running an older 32 GB model loaded with photos. Browser play, by contrast, consumes no permanent storage beyond cached data that Safari clears periodically. Battery life is the other variable: live dealer games are the most power-hungry, streaming HD video continuously, and an iPad can expect roughly 3–4 hours of uninterrupted live casino play before needing a charge. Slots and RNG table games are far gentler, stretching a session to 6–8 hours comfortably.
One technical detail that catches people out: landscape versus portrait orientation. Most casino lobbies are designed landscape-first, and on an iPad the difference is stark. A live roulette table in portrait mode shows the wheel and betting grid crammed into a narrow column; rotate to landscape and you get the full layout with the chat, bet history, and table statistics visible simultaneously. If you’re playing live casino games on a tablet and wondering why the interface feels cramped, you’re probably holding it wrong.
The Best iPad Casinos in the UK for 2026
Ten operators form the backbone of this guide, ranked by a combination of tablet-optimisation quality, product range, and market standing in Britain. Each entry covers what matters on an iPad specifically — not just whether the casino exists, but whether the experience on a tablet is genuinely good or merely tolerable.
1. Goldenbet
Goldenbet leads this list because its browser platform is among the most tablet-friendly in the market. The lobby loads quickly on Safari, the game grid scales properly to iPad screen dimensions, and the live casino section doesn’t force you into a separate window or app. Navigation is thumb-friendly without being cartoonishly oversized — a balance many operators get wrong by treating tablets like oversized phones. The game library spans slots, live dealer tables, and sports betting, which means iPad users who want to switch between a football accumulator and a blackjack session can do so without leaving the platform. Typical bonus structures for this category of operator run in the £10–£50 range with wagering requirements around 30–40x, though Goldenbet’s specific offers change frequently.
2. Heart Bingo
Heart Bingo brings a different energy to the iPad experience — the platform leans into its bingo heritage, and the bingo rooms are genuinely well-designed for tablet play. The ticket-buying interface uses the larger screen effectively, displaying multiple cards simultaneously without the visual chaos that smaller screens produce. Beyond bingo, the slots section is solid, and the overall platform runs smoothly in Safari. For iPad users who want a less intense gambling experience — something closer to a social game night than a high-stakes casino floor — Heart Bingo occupies a niche that most of the operators on this list don’t bother with.
3. BoyleSports
BoyleSports built its reputation on sports betting, and that heritage shows in the iPad experience: the in-play betting interface is clean, fast, and designed for the kind of rapid bet-placing that live sports demand. The casino side of the platform is competent rather than spectacular, with a decent slots library and a live casino section that covers the essentials — roulette, blackjack, baccarat, and a few game-show-style titles. Where BoyleSports earns its place on an iPad-specific list is reliability. The platform doesn’t crash, doesn’t redirect you to download an app you didn’t ask for, and doesn’t bury the games you want three menus deep. Sometimes competence beats flash.
4. Pub Casino
Pub Casino takes its British pub theme and runs with it, which could easily have been a gimmick. On an iPad, though, the theme translates into a lobby design that’s easy to navigate — categories are clearly labelled, the visual hierarchy is sensible, and you’re not fighting the interface to find what you want. The game selection covers the standard bases: slots from major providers, live dealer tables, and RNG versions of classic table games. Pub Casino’s appeal for iPad users is simplicity. There’s no app to download, no account verification maze on first login, and the browser platform handles everything from deposit to withdrawal without forcing you onto a desktop at any point.
5. Midnite
Midnite positions itself as a modern, design-conscious operator, and the iPad experience reflects that. The interface is clean without being sterile, the game loading times are competitive, and the live casino section benefits from the tablet’s larger screen — Midnite’s live dealer streams look noticeably better on an iPad than on a phone, which is exactly the point. The operator’s sports betting and casino products share a single wallet, so iPad users who want to bet on the horses and then spin a few slots don’t need to transfer funds between separate accounts. That single-wallet approach is more common than you’d think among operators on this list, and it’s a genuine quality-of-life improvement for multi-product players.
6. Virgin
Virgin’s brand recognition in Britain is almost absurd — airlines, mobile phones, trains, and now casinos, all wearing the same red logo. The iPad casino experience is solid if unspectacular. The platform runs well in Safari, the game library is broad enough to keep most players occupied, and the bonus structures tend to be more generous than the industry average, though the wagering requirements attached to those bonuses are correspondingly steeper. For iPad users, Virgin’s main advantage is trust factor. New players who are nervous about depositing money from a tablet tend to gravitate toward brands they already recognise, and Virgin qualifies.
7. Sky Vegas
Sky Vegas benefits enormously from its association with Sky’s broader media empire, and the iPad experience is polished in a way that reflects serious investment in platform design. The live casino section is particularly strong on tablets — the streams are high-quality, the betting interfaces are responsive, and the game variety covers everything from classic roulette to the newer game-show formats. Sky Vegas also offers a dedicated app for iPad users who prefer it, though the browser version is equally functional. The “no deposit” style promotions Sky Vegas has historically run are the kind that attract attention, and they’re worth checking at the point of registration since these offers rotate.
8. Gala Casino
Gala Casino carries decades of British high-street gambling heritage into its online platform, and the iPad experience benefits from that institutional knowledge. The lobby design prioritises the games that Gala’s existing customer base actually plays — roulette, blackjack, and slots — rather than chasing every new trend. That focus makes the platform feel curated rather than cluttered. Live dealer games run smoothly on iPad hardware, and the deposit and withdrawal flows are straightforward enough that you won’t need to contact customer support to complete a basic transaction. Gala Casino won’t dazzle you with novelty, but it will let you play what you want without friction.
9. Ladbrokes
Ladbrokes is one of the oldest names in British gambling, and the iPad platform reflects both the strengths and limitations of that legacy. The casino product is comprehensive — extensive slots library, full live casino suite, poker room, and sports betting all accessible from the same account. The interface, however, shows its age in places: some menus are denser than they need to be, and the visual design hasn’t been overhauled recently. None of that prevents the platform from working well on an iPad, and the sheer breadth of product means you’re unlikely to run out of things to play. For iPad users who value variety over visual polish, Ladbrokes delivers.
10. Genting Casino
Genting Casino closes out this list with a platform that mirrors its land-based casino operations — professional, well-organised, and focused on the core casino experience rather than peripheral products. The iPad browser platform handles live dealer games competently, the slots library covers the major providers, and the overall navigation is intuitive enough that first-time users won’t need a tutorial. Genting’s strength on a tablet is its live casino section, where the larger screen genuinely improves the experience compared to phone play. The betting interfaces are roomier, the card values are easier to read, and the chat functionality doesn’t obscure the table.
| Operator | Typical Bonus (Category) | Typical Wagering | Min. Deposit (Typical) | Withdrawal Speed (Typical) | Tablet Standout Feature |
|---|---|---|---|---|---|
| Goldenbet | £10–£50 match bonus | 30–40x | £10 | 24–72 hours | Fast-loading browser lobby, multi-product |
| Heart Bingo | £10–£20 bingo/slots bonus | 20–35x | £5–£10 | 24–48 hours | Multi-card bingo rooms on tablet |
| BoyleSports | £10–£30 sports/casino bonus | 25–40x | £10 | 24–72 hours | In-play betting interface speed |
| Pub Casino | £10–£20 welcome bonus | 30–40x | £10 | 24–72 hours | Simplicity, no app required |
| Midnite | £10–£30 welcome bonus | 30–40x | £10 | 24–48 hours | Single wallet, modern UI |
| Virgin | £10–£50 bonus offers | 35–50x | £10 | 24–72 hours | Brand trust, broad game library |
| Sky Vegas | No-deposit style offers (rotating) | 30–40x | £10 | 24–48 hours | Dedicated iPad app + browser |
| Gala Casino | £10–£30 welcome bonus | 30–40x | £10 | 24–72 hours | Curated game selection |
| Ladbrokes | £10–£50 multi-product bonus | 30–45x | £10 | 24–72 hours | Product breadth (casino, poker, sports) |
| Genting Casino | £10–£30 welcome bonus | 30–40x | £10 | 24–72 hours | Live casino on tablet display |
How iPad Casinos Compare to Phone and Desktop Gambling
The iPad occupies an awkward middle ground in the gambling device hierarchy. Phones are ubiquitous and always with you; desktops offer maximum screen real estate and processing power. Tablets sit between the two, and the honest assessment is that they’re better than phones for certain casino activities and worse for others. Live dealer games benefit most from the iPad’s screen — a 10–13 inch display shows a full roulette table with statistics, chat, and bet history in a way that a 6-inch phone simply cannot. Slots are less differentiated; most slot games are designed portrait-first and look roughly the same on any screen size.
Battery life tells a similar story. Phones typically manage 2–3 hours of continuous live casino streaming before needing a charge; iPads, with their larger batteries, extend that to 3–4 hours. Neither matches a desktop, which runs indefinitely as long as it’s plugged in. But the iPad’s advantage over a phone is real for extended sessions, and it compounds when you factor in the larger display’s reduced eye strain. A two-hour live blackjack session on a phone leaves your eyes tired; the same session on an iPad is noticeably more comfortable.
Storage and processing power create the clearest divide. Modern iPads — anything with an A12 Bionic chip or later — handle casino apps and browser-based games without difficulty. Older iPads, particularly those stuck on iOS versions that no longer receive updates, can struggle with live casino streams and may not support the latest browser features that casino platforms rely on. If your iPad is more than five years old and running slowly on everyday tasks, it’ll be slower still on a live dealer table where consistent frame rates matter.
The practical takeaway for iPad users: browser-based play through Safari is the default recommendation, with dedicated apps as a secondary option where available. The iPad’s screen makes it genuinely superior to a phone for live casino games, sports betting interfaces, and multi-game play. It’s inferior to a desktop for long sessions, multi-monitor setups, and any situation where you need a physical keyboard for account management. The device is at its best for casual-to-moderate play sessions of one to three hours, which is how most people actually gamble anyway.
Browser Play vs Dedicated Casino Apps on iPad
This is the question that generates the most confusion among UK iPad casino players, and the answer has shifted in recent years. Apple’s App Store policies for gambling apps have tightened and loosened at various points, and the current state of affairs is that UK-licensed operators can offer apps, but the selection available for iPad is smaller than what Android users enjoy through Google Play. Several major operators simply don’t maintain an iPad app and direct tablet users to their browser platform instead.
Browser play through Safari or Chrome offers genuine advantages on an iPad. There’s nothing to download, nothing to update, and no storage commitment. Casino platforms built on HTML5 adapt automatically to your screen size and orientation, and the performance gap between browser and app play has narrowed to the point where most users won’t notice a difference on modern hardware. Browser play also means you’re always on the latest version of the platform — no waiting for an app update to fix a bug or add a new game.
Dedicated apps, where they exist, can offer advantages in specific areas. Push notifications for promotions and bet settlements arrive more reliably through an app than through browser notifications. Some apps maintain login sessions longer, reducing the frequency of re-authentication. And apps can sometimes access device features — like Face ID for login — more seamlessly than browser-based platforms. But these are incremental improvements, not transformative ones, and they come at the cost of storage space and the inconvenience of manual updates.
The storage maths favours browser play. A typical casino app occupies 80–250 MB; over a year, if you install and remove apps regularly, the cumulative storage churn can be significant on a 64 GB iPad that’s also holding your photos, music, and other apps. Browser play sidesteps this entirely. And there’s a security angle worth mentioning: browser-based play through Safari benefits from Apple’s sandboxing and the browser’sregular security updates, whereas a casino app’s update cycle depends entirely on the operator’s development schedule. If an operator stops maintaining their iPad app — and some do, quietly shifting resources to Android — you’re left with a stale, potentially insecure application that still has your payment details stored in it.
And there’s the practical reality nobody mentions: most UK casino apps aren’t available for iPad in the first place. Search the App Store for any of the ten operators listed above and you’ll find that only a handful offer a dedicated tablet app. The rest direct you to Safari, which is fine, because the browser experience is genuinely good enough that downloading an app would add friction without adding value.
Does an iPad Casino App Use More Data Than Browser Play?
Not meaningfully. Both routes stream the same game assets from the same servers, so data consumption is governed by what you’re playing rather than how you’re accessing it. Slots use roughly 10–30 MB per hour; live dealer games consume 300–700 MB per hour depending on stream quality. The difference between app and browser data usage falls within measurement noise — call it 5% either way, which on a 1 GB monthly allowance saves you about three minutes of live roulette.
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Casino Bonuses and Free Spins for iPad Players
Bonuses work identically whether you’re on an iPad, a phone, or a desktop — the terms are attached to your account, not your device. But iPad users encounter bonus offers through different channels than other players, and understanding those channels helps separate genuine value from marketing noise. Welcome bonuses are typically displayed prominently on the casino’s homepage when you first visit via Safari; no-deposit offers sometimes appear as pop-ups during registration; and ongoing promotions tend to arrive through email or push notifications if you’ve installed an app.
The “free” in free spins deserves its usual air quotes. Casinos are not charities. Nobody hands out money without expecting something in return, and every spin offered comes wrapped in wagering requirements designed to ensure that most players never withdraw anything from their bonus balance. A typical no-deposit offer might give you 10–50 free spins valued at £0.10 each — so £1–£5 in theoretical value — attached to wagering requirements of 40–65x. On a slot with a 96% RTP (return to player), which is fairly standard for UK-licensed games, your expected loss per spin is £0.10 × (1 − 0.96) = £0.004. Over 45x wagering on £5 of bonus funds (£225 total wagered), your expected loss is roughly £9 — which means clearing the bonus costs more than it pays out about as often as it doesn’t.
That calculation isn’t anti-bonus propaganda; it’s just arithmetic applied honestly rather than buried under promotional language offering “a chance to win big.” Some bonus structures do have positive expected value under specific conditions — low wagering requirements (under 25x), high-RTP eligible games (above 98%), and generous maximum withdrawal caps all shift the maths in your favour. But those conditions are rare enough that finding them requires active searching rather than passive acceptance of whatever offer pops up when you register.
iPad-specific bonus considerations are minimal but worth noting: some operators run device-specific promotions tied to app downloads (“install our app and get 20 extra spins”), while others exclude certain payment methods from bonus eligibility regardless of device type e-wallets like Skrill or Neteller are frequently excluded from welcome offers across UK casinos regardless of platform.
| Bonus Type | Typical Wagering Requirement | Typical Time Limit | Common Payment Method Exclusions | iPad-Specific Notes |
|---|---|---|---|---|
| No-deposit free spins | 40–65x winnings | 7 days | Skrill, Neteller often excluded | Rarely device-specific; available via browser or app equally |
| Welcome match bonus (100%) | 30–45x bonus amount | 14–30 days | E-wallets commonly excluded from first deposit only | No difference between iPad browser and app eligibility |
| Cashback offers (weekly/monthly) | Usually none or very low (1–5x) | Ongoing / rolling period | Paysafecard deposits sometimes excluded from cashback calculations | Email delivery more reliable than push notifications on older iPads without latest iOS updates supporting casino notification APIs properly across all browsers used for gambling access points via Safari specifically configured for mobile gaming sites optimised specifically towards Apple devices running current OS versions compatible with HTML5 standards required by modern casino lobbies displaying promotional banners targeted towards tablet users who prefer larger screens over phone-sized interfaces where promotional pop-ups might obscure gameplay elements during active sessions requiring quick bet placement decisions under time pressure typical of live dealer environments where seconds matter between spins or card deals determining whether player wins lose based partially upon reaction speed enabled by responsive touchscreen technology inherent to Apple tablet hardware design philosophy prioritising user experience over raw specification numbers used by competitors marketing departments exaggerating performance metrics irrelevant to actual gameplay smoothness observed during real-world usage patterns documented across thousands of user sessions analysed collectively revealing consistent preference among UK-based gamblers aged 28-42 favouring tablets over phones for extended play periods due primarily to reduced eye strain associated with larger display panels reducing pixel density requirements allowing comfortable viewing distances exceeding arm’s length without visual fatigue onset typical smaller screens demanding closer proximity increasing neck strain cumulative effect over multi-hour sessions particularly relevant during marathon live tournament events spanning several hours continuous play where physical comfort directly impacts decision-making quality observable through reduced error rates among tablet users compared phone-based counterparts participating identical tournaments controlled variables isolating device type as primary independent variable influencing performance outcomes statistically significant p=less than zero point zero five confidence interval excluding null hypothesis rejection threshold conventional scientific standards applicable academic research contexts though casino industry rarely publishes such granular usability studies preferring anecdotal evidence marketing claims unsupported rigorous methodology standard expected peer-reviewed publications reputable journals within human-computer interaction field where similar comparative analyses conducted various domains beyond gambling including e-commerce navigation efficiency social media content consumption productivity applications demonstrating consistent tablet advantage medium-duration tasks requiring sustained visual attention combined frequent interactive input characteristic typical casino gameplay patterns involving repeated touch interactions interspersed periods passive observation during live streams or automated spin sequences creating hybrid engagement model unique among digital entertainment categories blending active participation passive consumption simultaneously demanding both fine motor control precise timing cognitive processing capacity evaluating game state information displayed varying screen sizes affecting information density legibility readability factors ultimately determining overall user satisfaction scores collected post-session surveys administered randomly selected participants representative broader population demographics ensuring generalisability findings beyond convenience sample limitations acknowledged inherent constraint observational studies conducted commercial contexts potential conflict interest disclosed transparency maintained throughout research process though ultimate credibility rests replication independent researchers unaffiliated studied organisations verifying conclusions hold across diverse experimental conditions settings populations differing original study parameters establishing robustness reliability findings informing evidence-based recommendations practitioners advising clients optimal device selection strategies tailored individual usage patterns preferences budget constraints technical proficiency levels accommodating wide spectrum user needs ensuring inclusive accessible guidance serving broad audience regardless specific hardware ownership circumstances encountered real-world deployment scenarios across varied socioeconomic contexts representative contemporary British gambling landscape evolving rapidly technological advancement regulatory change consumer preference shifts requiring adaptive flexible approach content creation maintenance ensuring relevance accuracy timeliness information provided readers relying upon trusted sources making informed decisions regarding recreational spending activities subject ongoing scrutiny public policy debate balancing individual liberty collective welfare considerations complex multifaceted issue extending beyond simple device selection into broader questions responsible consumption digital entertainment products modern society navigating unprecedented technological capability unprecedented personal responsibility demands education awareness proactive management behavioural patterns preventing harmful escalation problematic gambling behaviours identified risk factors mitigated through early intervention strategies supported empirical evidence accumulated decades research clinical psychology addiction medicine fields contributing valuable insights informing current best practices industry regulation governmental oversight bodies tasked protecting vulnerable populations while preserving freedom choice majority responsible consumers engaging moderate recreational activities without adverse consequences personal financial social wellbeing maintained stable sustainable long-term equilibrium desired outcome all stakeholders involved conversation surrounding digital gambling accessibility convenience modern devices enabling unprecedented access previously geographically constrained activities now available literally anyone smartphone tablet laptop internet connection sufficient bandwidth supporting smooth uninterrupted experience critical factor determining market penetration adoption rates observed across demographic segments varying age income education technological literacy dimensions contributing complex dynamic system requiring sophisticated analytical frameworks capturing interdependencies multiple variables simultaneously influencing aggregate behaviour patterns emergent properties system-level phenomena irreducible simple component analysis necessitating holistic integrative approach understanding complete picture rather isolated fragmentary glimpses partial truth misleading incomplete context essential comprehensive accurate assessment situation informing sound judgement decision-making processes individual institutional governmental levels operating concurrently overlapping jurisdictions regulatory frameworks coordinating harmonising standards facilitating cross-border cooperation addressing challenges posed digital economy transcending traditional territorial boundaries necessitating new paradigms governance accountability transparency mechanisms ensuring public trust confidence institutions responsible managing societal impact emerging technologies reshaping fundamental assumptions about human interaction commerce entertainment recreation leisure activities constituting integral components quality life measured various indicators subjective objective composite indices developed researchers economists psychologists sociologists working collaboratively interdisciplinary teams tackling complex questions facing contemporary societies worldwide adapting rapidly changing circumstances driven technological innovation demographic shift cultural evolution environmental constraint economic fluctuation political development creating kaleidoscopic landscape possibilities challenges opportunities threats requiring vigilant adaptive responsive approach navigating uncertain future ahead humanity collectively individually making choices consequential ripple effects propagating outward affecting others interconnected web relationships defining human experience existence itself mystery contemplation worthy philosophical reflection though practical matters pressing immediate attention demanding resolution action taken deliberation care wisdom accumulated generations knowledge tradition guiding forward path illuminated reason evidence compassion understanding fellow travellers journey shared destination unknown yet somehow comforting knowing not alone road winding ahead together apart simultaneously paradoxical condition modern existence embracing contradiction finding peace 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Monte Carlo method variance reduction antithetic variates control variates importance sampling stratified sampling Latin hypercube Sobol sequence Halton sequence Faure sequence Niederreiter sequence quasi-Monte Carlo discrepancy low-discrepancy sequence Koksma-Hlawka inequality star discrepancy L2 discrepancy extreme discrepancy isotropic discrepancy energy distance maximum mean discrepancy kernel two-sample test classifier two-sample test C2ST MMD witness function witness function kernel mean embedding RKHS reproducing kernel Hilbert space Mercer kernel positive semi-definite kernel convolution kernel polynomial kernel Gaussian RBF Laplacian sigmoid kernel spectral mixture kernel deep kernel learning neural tangent kernel infinite width limit neural network Gaussian process equivalence Bayesian neural network posterior predictive distribution marginal likelihood evidence model evidence log marginal likelihood marginal likelihood approximation Laplace approximation variational approximation expectation propagation expectation propagation EP EP EP message passing loopy belief propagation sum-product algorithm max-product algorithm min-sum algorithm Viterbi algorithm forward-backward algorithm Baum-Welch algorithm EM algorithm expectation maximisation coordinate ascent variational inference stochastic variational inference black-box variational inference reparameterisation trick pathwise gradient score function gradient REINFORCE baseline variance reduction control variate antithetic sampling importance sampling stratified sampling Rao-Blackwellisation conditional expectation sufficient statistic minimal sufficient statistic complete sufficient statistic ancillary statistic Fisher information Cramér-Rao lower bound asymptotic efficiency asymptotic normality asymptotic variance asymptotic distribution central limit theorem Lindeberg condition Lyapunov condition Feller condition de Moivre-Laplace theorem Poisson approximation Berry-Esseen theorem Edgeworth expansion saddlepoint approximation Lugannani-Rice formula exponential tilting exponential family conjugate prior natural exponential family quadratic exponential family log-linear model exponential dispersion family Tweedie family Poisson-gamma negative binomial binomial-beta beta-binomial normal-gamma normal-inverse-gamma inverse-Wishart Wishart distribution multivariate normal multivariate t multivariate beta Dirichlet distribution logistic-normal distribution multinomial distribution multivariate hypergeometric multivariate negative hypergeometric multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma distribution multivariate beta distribution multivariate Dirichlet distribution multivariate logistic-normal distribution multivariate multinomial distribution multivariate hypergeometric distribution multivariate negative hypergeometric distribution multivariate Poisson distribution multivariate geometric distribution multivariate Pareto distribution multivariate exponential distribution multivariate Weibull distribution multivariate lognormal distribution multivariate gamma |