[HN Gopher] Magician-turned-mathematician uncovers bias in coin ... ___________________________________________________________________ Magician-turned-mathematician uncovers bias in coin flipping (2004) Author : keithwhor Score : 187 points Date : 2020-12-24 13:56 UTC (9 hours ago) (HTM) web link (news.stanford.edu) (TXT) w3m dump (news.stanford.edu) | jpcooper wrote: | For those interested in games of chance, I've been playing around | with Betfair's Exchange Hi Lo card game [1]. I came up with an | algorithm to, given a game state, quickly compute the odds of all | subsequent outcomes in polynomial time. | | Based on this algorithm, I've been building a bot [2] to | integrate with Betfair's games API to play automatically for me. | | After finishing the first iteration, running it for a bit and | losing a few Euros, I quickly realised that some of my | assumptions as laid out in the README were wrong (I will be | updating this soon). Namely, I wasn't accounting for Betfair's | commission on winnings (silly me). I currently have an EU-based | account, which has a 6.5 per cent commission on winnings. UK- | based accounts have the minimum at 5 per cent. The commission has | an effect on the cheapest profitable odds you can provide, which | has an effect on whether people want to match bets at those odds. | | With this in mind, it quickly becomes clear that any unmatched | bets you see in the market are far from the maximum profitable | odds. This makes sense, and competing based on odds becomes | impossible at this point. I am led to believe that the only way | to make money is by having a UK-based account plus getting the | bets to the market first. I have a few ideas on how to do this. | | If I can get the bets to match at odds that guarantee profit in | the long-run assuming UK-based commission of 5 per cent, then I'm | going to call it a day. | | Regardless, I'm not expecting to make too much money from this. I | have a lot of free time right now (looking for a job), so if | anyone wants to get into anything else available on Betfair | together, then please get in touch at the email on my Github | through [2]. My discrete probability and programming are okay, | but it would be great to have someone who could share their | statistics knowledge. | | [1] https://games.betfair.com/exchange-hi-lo/standard | | [2] https://github.com/jpcooper/betfair-exchange-hi-lo-odds | teej wrote: | ... you're aware of the adage "the house always wins" right? | klinskyc wrote: | Betfair is peer to peer, so the house just takes a rake | (similar to poker). This means it is hypothetically possible | for both you and the house to win. | jpcooper wrote: | On Betfair the house is you. You determine the odds. Let's | assume that cards are dealt randomly. If I know the exact | probabilities of every outcome I bet on, and I always bet | with odds which have a margin over those probabilities, then | I win in the long run. | biztos wrote: | Forgive my ignorance, but: why would anyone bet against | you? | coldtea wrote: | The don't. They place bets. If they place bets on the | opposite odds that you do on the same bet, then they play | against you (and you're competing for that). | asdf3331 wrote: | for fun | jpcooper wrote: | Consider the case of betting with a traditional | bookmaker. The bookmaker lays (bets against) an outcome. | You back (bet for) the outcome. Each party is betting | against the other. | albedoa wrote: | I'm a long-time poker player and recent political bettor. | Gamblers routinely overestimate their edge _or_ don 't | care whether they win. Often it's a mix of both. | | There are still many many many people who are willing to | bet on the results of the US presidential election: | https://www.thedailybeast.com/gamblers-bet-big-on-trump- | and-... | jpcooper wrote: | What do you base your political bets on? | albedoa wrote: | For one-offs, picking the favorite is good enough for | most players. Thy are just seeking entertainment and | maybe to win a little money. For instance, in a race | between two candidates priced at $0.70 and $0.30 (ranging | from $0.01 to $0.99 before resolution), many players are | happy to pick the favorite indicated by the market. | | Of course, if those prices are accurate, then they will | lose money in the long-run after fees. For players who | are betting more frequently and over a longer term, it's | like any other speculation: You might assess the $0.30 | underdog to have a 40% chance of winning. She is still | the underdog, but you profit over the long run by buying | her at her too-low price. Those players are scooping that | value wherever they can find it. | | For major electoral events that involve a populist with a | large, loyal, and misinformed fanbase, the value pretty | much finds you. Both of the described groups are making | lots of money because the markets are wildly mispriced. | jpcooper wrote: | I wonder what you base your sentiment on. I can't imagine | there's much juice left in Twitter sentiment analysis. | chillydawg wrote: | Heh. | | I used to work on those products, way back in 2008 or so. Let | me save you some time: you won't get any action at good odds. | Or, if you do, it'll be a tiny amount. | | Betfair run their own bots on those markets AND they get their | bets into the market BEFORE the market opens to the public. | Good luck anyway! | jpcooper wrote: | Thanks for the heads up. It's good to get confirmation that | that actually happens. I'd be surprised if it didn't. I'm not | too far from implementing my final idea to get profitable | bets in. If that (probably as you say) fails, then it was a | fun learning experience. | plafl wrote: | And they will cannibalize your profits, up to 60%, if you | start to make significant money. And they can kick you out | anytime they want. It's all in the terms and conditions. | chillydawg wrote: | IMO the premium charge is much better than commission as a | pricing model. It's less predictable day to day but long | term it better aligns incentives between the winning | customers and the exchange. They don't really kick people | off unless they're exploiting bugs in the exchange or | engaged in illegal activity. They certainly won't ban you | for winning on the exchange. | aj7 wrote: | Economic reasoning states that the vig will absolutely swamp | any small edge you may discover. | jpcooper wrote: | Someone has to provide a market. That person has to do it | profitably. I am assuming that this is possible, otherwise it | would not be possible to play the game. My reasoning could of | course be off. Could you elaborate? | jonahx wrote: | > Someone has to provide a market. That person has to do it | profitably. | | But by this reasoning no one would play blackjack at the | casino. That is, how do you know people laying these bets | aren't just gambling at a disadvantage? You could view the | whole thing as one more novelty game the casino is | spreading. | jpcooper wrote: | I am assuming that all computer players of this game have | access to the algorithm which I have discovered. I am | assuming that all computer players have figured out the | simple formula which gives them the cheapest profitable | odds to back or lay an outcome given the commission and | the outcome's probability (thanks to one of your previous | comments). | | I am assuming that there will be punters who bite at the | odds I provide. If there weren't, then the game would not | be sustainable. | | I came across a "betting guide" for sale for this game | which claims to advise on bets based on the "trends" seen | in the game. I don't know what this means, but it gives | me hope that there are people out there willing to part | with their money in my direction. | | Failing that, the novelty was an interesting one, and | it's all about the journey, dude! | jonahx wrote: | To clarify, I'm not saying your assumptions are | necessarily wrong, or that you shouldn't try to test them | and see what happens. | | I'm just proposing another possibility is that everyone | playing on both sides is a "punter" having fun (or | deceiving themselves). In any case, that everyone is | losing long-term. With 5% vig I'd _guess_ that 's the | most likely possibility. | [deleted] | rukuu001 wrote: | These guys did it: | | _Walsh and Ranogajec took on the might of global gaming | markets and managed to consistently win over three decades. | Much like the most advanced hedge funds, which employ armies | of PhDs to identify patterns in financial markets, Walsh and | Ranogajec's consortium, called the Bank Roll, created | statistical models that allowed them to exploit mispricings | in betting odds wherever they could be found_ | | https://www.afr.com/opinion/david-walsh-s-wisdom-beats- | the-o... | ximeng wrote: | https://en.m.wikipedia.org/wiki/Vigorish For others who don't | know what vig is | kirykl wrote: | Using a bot is acceptable under their terms? | jpcooper wrote: | Yes. They provide various APIs for this. | ghgr wrote: | Thanks for sharing (I recommend taking a look at his GitHub | repo [2], where he nicely described the game and his approach). | | Some time ago I had a similar project with BetFair soccer | matches. I assumed that the number of goals from each team is | given by a Poisson process. Then, I used the largest market | (Win/Lose/Draw) to estimate this parameter. With this | information I could estimate the "fair" odds of more exotics | bets (like e.g. team A will score 3 goals more than team B), | which were often mispriced, and then use the Kelly criterion to | estimate how much to bet. | | All in all a nice project, but... at the very end -just before | deploying the bot- I realised that the BetFair Exchange is not | open to Germans, so I wrote a blog post and open sourced the | code. Still, a nice learning opportunity :-) | jpcooper wrote: | Thanks. I would like to point out again that the code is out | of date, and the margins displayed there are miscalculated | due to not accounting for commission. The general spirit | remains. | | Did you backtest and show potential returns? Can you link to | your model? Did you come across "Scoring dynamics across | professional team sports: tempo, balance and predictability" | [1]? They apply a Poisson model to team sports. I mentioned | this paper to a company involved in betting who I interviewed | with once, and they told me that they were doing something | similar, but way more involved. It demotivated me somewhat | regarding implementing it, making me wonder whether there | really was any juice left to be squeezed from it. | | [1] https://link.springer.com/article/10.1140/epjds29 | ghgr wrote: | I wasn't aware of that paper, but it seems we came to a | similar conclusion. From the paper: | | > Across all sports, scoring tempo - when scoring events | occur - is remarkably well-described by a Poisson process, | in which scoring events occur independently with a sport- | specific rate at each second on the game clock. | | So, yes, basically that was my concept. Estimate its | parameters and then you'll have the "real" odds. Any | difference with the market ones is a potential of profit | (considering the house fees). | | I couldn't backtest it since I couldn't find free | historical data for all types of markets (then again, maybe | I didn't look hard enough). I forward tested it, though, | and it seemed to work. | | My code is here [1], which also links to a blog post | describing the method. Feel free to take a look and contact | me to discuss these ideas. | | Also, if you're interested in mathematically modelling | probabilities, we are looking for team members to develop a | product to estimate the risk of default in loans. After | all, a loan is another kind of bet, that takes place in a | slightly harder to model environment. | | [1] https://github.com/ghgr/BetFair_Arbitrer | jpcooper wrote: | Thanks for the tips. The loans idea sounds interesting. I | will send you an email. | throwaway98797 wrote: | Any of his books worth reading? | | Group Representations In Probability And Statistics | | Magical Mathematics: The Mathematical Ideas That Animate Great | Magic Tricks -- winner of the 2013 Euler Book Prize | zests wrote: | Persi is always worth reading although I have only read his | papers. | sdenton4 wrote: | "Group Reps" is one of my favorite math books of all time. It | is a fantastic read, and completely changed the way I think | about representation theory. (In short, you can generalized the | Fourier transform to functions in groups and take advantage of | all the usual Fourier tricks and intuitions.) | jaytaylor wrote: | Link to pdf: http://personalpages.to.infn.it/~billo/didatt/gr | uppi/reps.pd... | | Caveat emptor: Not sure if it's the right book, though. No | author listed. | iainctduncan wrote: | Magical Mathematics is great! Dense actually, walks the | "layperson" through proving how some complex card magic works | with combinatorics. Really fun read, some mind bending stuff in | there! The math is harder than one would expect the cover... | keepshoutingsir wrote: | Tl;dr: There's no particular bias to heads or tails, but a coin | will land the same way it was when it was tossed 51% of the time. | sp332 wrote: | I remembered the result that showed a coin toss was biased that | way, but I didn't know that the degree of bias hadn't been | nailed down. I guess it makes sense that it varies from person | to person. Now I'm interested in an anthropological study of | how different people toss coins... | eh78ssxv2f wrote: | Do we know the reasoning behind the bias? | hnracer wrote: | I'm probably being dense but what do you mean by "the same way | it was when it was tossed 51% of the time"? | kilbuz wrote: | When you flip a coin, it is either heads side up or tails | side up as it rests on your thumb. This initial position may | slightly affect how it ultimately lands. | [deleted] | callamdelaney wrote: | Pretty sure it's because the heads is heavier. | Closi wrote: | It's not, it's because when flipped the number of flips the | coin does in the air is not entirely random. | morelisp wrote: | Not only is this (somewhat obviously given the discovered | bias) wrong, it's physically impossible to bias a coin flip | by weighting one side. Weighting a coin will change its | center of gravity but to bias a flip you would need to impart | angular momentum _while it is in the air_ ; at any constant | rate of spin (again somewhat obviously once pointed out) each | side will spend 50% of its time "up" and 50% "down". | | https://www.tandfonline.com/doi/abs/10.1198/000313002605 | callamdelaney wrote: | Why does toast land butter side down so often? | morelisp wrote: | If you flip toast rather than drop it, it doesn't. Also, | if you drop it it doesn't really land "butter side down" | but "top side down". Just butter the bottom of your toast | to solve the problem! | | https://en.m.wikipedia.org/wiki/Buttered_toast_phenomenon | ppezaris wrote: | There's a huge assumption in this assertion: that you catch | the coin. | | If you let it bounce on a table, it's much more likely to | land heavy-side down. Just imagine a very thick coin one | side lead the other side balsa wood. That would land lead- | side down much more than 50/50 if allowed to bounce on the | table. | 0-_-0 wrote: | I thought it was common knowledge that heads are heavier than | tails. My head certainly is. | Spooky23 wrote: | Some folks have big heads, others big tails. | prionassembly wrote: | HN is way too harsh on jokes, even when they're really good | - like this one. | rootusrootus wrote: | I think good jokes can get appreciation here, but we try | pretty hard to avoid the reddit-style puns and joke | chains that distract from the discussion. They're | entertaining sometimes... on reddit. | umanwizard wrote: | There are plenty of other sites you can go to if you want | to read chains of joke comments. | keithwhor wrote: | The article is more interesting than just the finding, to those | who want to delve deeper. It's a short biography of Persi | Diaconis, an accomplished mathematician with no high school | diploma who didn't start studying mathematics until he was 24. | | Really, really fascinating life and experience. | dheera wrote: | I think it's more random for me because I flip coins onto the | floor, not onto my hand, or spin them on the table and see how | they land when they stop spinning. | thoughtstheseus wrote: | With practice most people can dramatically influence the outcome | of a coin flip. I've gotten to >80% accurate when I was | practicing. | throwaway2245 wrote: | In this sense, I found the 51% surprising (surprisingly close | to 50%). | | If you have a very practiced, consistent flip, you can always | get the same result. | jcheng wrote: | The article notes that he got to 100% when intentionally | biasing the flip, the 51% was for ordinary people doing | ordinary coin flips (no attempt to bias). | throwaway2245 wrote: | To clarify, this is exactly what I found surprising: that | any unintentional bias that exists, in those ordinary | cases, cancels out almost (but not quite?) perfectly. | unstatusthequo wrote: | Appreciate the much-needed TLDR on this. | spiffytech wrote: | What do you do to bias the outcome? | [deleted] | nojokes wrote: | You catch it at the right moment. You learn to feel the right | timing by practice. | [deleted] | david927 wrote: | Flip it with the right amount of force, like a juggler with | bowling pins. | alisonkisk wrote: | No. You need to put a lot of horizontal torque on it so it | never flips over at all. | thoughtstheseus wrote: | That's not a coin flip! I agree that's a method to | achieve the outcome though. If you get the wobble right | it's almost imperceptible. | iainctduncan wrote: | no audience is going to fall for that... | thoughtstheseus wrote: | They do, occasionally it doesn't wobble enough and looks | obvious but done right it's not perceptible. As a tip do | it physically close to someone and catch it high so they | have a worse angle to see the lack of flipping. For a | real "performance" there is significantly better methods | though. | namenotrequired wrote: | From the article: | | > Diaconis himself has trained his thumb to flip a coin and | make it come up heads 10 out of 10 times | TylerE wrote: | 10 out of 10 isn't really that impressive. | | If his actual success rate is, say, 70 out 100 10/10 is easy | enough to get by chance. | | 990 out of 1000 would be much more pressive. | moonchild wrote: | It's a popular piece. '10 out of 10' probably just means | 'reliably'. | thoughtstheseus wrote: | Flip the coin the same number of times, catch consistently and | get good at adjusting the catch. Use a large and heavy coin | like a silver dollar. - former magic enthusiast. | tossthere wrote: | Former Pokemon TCG enthusiast (circa 1999) here! Kids back | then had the same approach, large and heavy coin, flip from a | consistent height, consistent strength. Heads every time. | | There were popular coins made specifically for Pokemon TCG | then, and they happened to be large and thick and plastic and | heavy, so the cheating was widespread. | | I was one of the many kids who did this routinely. But there | was one kid who took first place nearly every week, out of a | field of 50+ entrants. "He must cheat the coin, AND be an | amazing deck builder and card player on top of that", I | thought. | | Then one week I was matched against him, winner goes to top | 8. | | Our decks were nearly identical, I could flip heads every | time, I was a strong player. "50-50" I thought. | | Turn one. Retreat Scyther, in Electabuzz, Thundershock. I | flip my giant coin, and before it flattens, he picks it up | and hands it back to me. "Flip it higher please." | | He must know I'm cheating. I assumed he must be cheating too | though, every other kid is, and he wins this tournament every | week! | | Guilty, I flipped the coin fair this time, higher. Before it | flattens he picks it up again, hands it back to me. "Higher | please." | | I lost every coin flip that match. He won, went to the top 8, | later won the tournament for the nth week in a row. | | It wasn't until adulthood that I realized how he was winning | every tournament. In a field full of cheaters trying to flip | heads every time, all he had to do was wait for the coin to | enter that terminal spinning motion every coin does right | before it flattens. Well practiced at this, if he sees that | it's about to flatten heads, he quickly grabs it and hands it | back to you. "Higher please." Repeat until the coin flattens | tails. | | His tactic was a silver bullet in a field full of flip | cheaters. Nobody ever questioned his intentions when he | grabbed the coin and asked for a higher flip. | mundo wrote: | I can imagine that on a slow, lazy flip with a big coin, but | is this realistic with what I think of as a "normal" flip, | i.e. a US quarter, flipped rapidly end-over-end with the | thumbnail, 2+ feet in the air? It's hard to believe that even | decades of practice would get this reliable, and I don't | think I've ever seen a stage magician rely on it in a | routine. | | For comparison, the other method (where the coin rotates | about its vertical axis) is something you can learn to do | tolerably well in a few minutes, and to do very well after a | month or two at most. The motion of the coin will look | perfect, and you can even get the "ding!" noise of a real | flip. The only giveaway is the hand position; a real flip is | done with the thumb under the coin, and this trick (for me, | anyway) requires the thumb to be on top. | | Source: taught myself to do this many years ago. I'm not a | magician and have never used it to win money, I just use this | to settle arguments between my kids. | murkle wrote: | > Preliminary analysis of the video-taped tosses suggests that a | coin will land the same way it started about 51 percent of the | time. | | From 25 trials? | morelisp wrote: | They're measuring rotational velocity, not outcomes. As | described in the article, actually flipping to determine the | bias would have been a) arduous, b) probably prone to a margin | of counting error larger than the possible bias (as they | discovered for dice). | forgotmypw17 wrote: | I'm very surprised that a scientist who previously worked with | shaved dice did not take into account or even mentioned what kind | of coin they were working with. Many coins are not even close to | equal weight or shape on each side. | hardmath123 wrote: | See also: this short piece about detecting bias in coin tosses by | listening to the "ping" they make when tossed. | https://cs.stanford.edu/~kach/can-one-hear-the-fate-of-a-coi... | thotsBgone wrote: | I did a high school math project that was like this but with | dice. After thousands of die rolls, I found out that dice with | pips are not very fair, but dice with engraved numbers are | better. | FpUser wrote: | >"Diaconis didn't even own a computer. (He still doesn't. He says | he got sick of adjusting to new operating systems and noted, | after not using computers for several years, that "nothing bad | happened to me. And I said, 'Well, I could either learn the | current system or learn differential geometry. I think I'll learn | differential geometry this year.'")" | | Good for him. He made the right choice I think. | crazypython wrote: | Sounds like he would enjoy GNU Emacs, which hasn't changed its | interface in decades. Even the copy-paste shortcuts are the | same. | simonh wrote: | The same is true of Notepad. It's not really the point. | crazypython wrote: | Emacs has calendar, weather, email, games, todo, search, | and almost everything else you need in a modern operating | system. | _jal wrote: | Having spent the majority of my days typing at various | applications for the last 30 years, I have developed a great | appreciation for UI longevity. | | I'm a vi person by muscle-memory, and the stability there | means I've learned a thing or two about it. But I've used | emacs enough that I'm comfortable there, too, at least to a | point. | | Don't get me wrong, I love playing with new toys. But I also | love not having to think about my tools - I'd rather think | about what I'm building. | aj7 wrote: | I'd rather give myself an enema. Downvote me. | PragmaticPulp wrote: | The key to breaking this potential advantage is to let someone | other than the coin flipper call heads or tails while the coin is | in the air. | | That's how I was taught to do it as a kid when we were playing | for fun. I never really thought about the reasoning until now. | | If you talk to people deep into the performance magic community, | there are myths and legends of people who practice dice rolling | to the point where they can influence the outcome of a dice roll. | I suppose training for hours a day for years on end could have | some such influence. | pschw wrote: | It is definitely doable. _Scarne on Dice_ (1945) details a | number of methods for controlling dice throws. And Steve | Forte's "Gambling Protection Series" videos show what the moves | look like in action. | | Mind you, none of these moves will fly in a modern casino. | wool_gather wrote: | Also the book "Gambling Scams" by Darwin Ortiz. | | As I recall, the techniques generally involve _not_ making | normal "fair" free-tumbling rolls, but constraining the die | movements somehow. Things like tossing them into a corner or | making one of the pair spin flat, around only a vertical | axis. | daveFNbuck wrote: | That doesn't break the advantage, it just mitigates it. The | advantage is just small enough that it doesn't matter much even | before the mitigation. The caller could still look at the coin | before it's flipped and have a slight edge in calling it. | | It's not terribly hard to influence the outcome of a die roll. | You can roll it end over end like a wheel so two of the faces | remain on the sides and can't be the result. | tzs wrote: | There was an episode of the old "Breaking Vegas" series [1] on | the History Channel about such "dice dominators". This site | seems to have the episode online [2]. | | [1] https://en.wikipedia.org/wiki/Breaking_Vegas | | [2] https://www.goldentouchcraps.com/HistoryChannel.shtml | donpdonp wrote: | The method to get fair flips from an unfair coin is interesting | and was recently on hackernews. say a coin is heads(H) 70% of the | time. that means it must be tails(T) 30% of the time. If you flip | it twice, and calculate the odds of each pair of flips (multiply | the probabilities) - HH 49%, HT 21% TH 21% TT 9%. The middle two | outcomes are equal probability, aka a fair coin. So ignore HH and | TT flips and use HT and TH as Head and Tail of the 'fair' coin. | btilly wrote: | The Von Neumann method depends on coins being independent. | | But the measured bias here is a 51% chance of getting what you | started with. Which means that if you flip over and over again, | there is a correlation between consecutive entries. | dragontamer wrote: | Just note: you're throwing away 58% of your results! The | original coin flip runs 230% the speed of your new RNG (that | throws away so many results). | | The Von Neuman method is a great way at demonstrating that | removal of bias is possible, but not necessarily practical | (especially at high bandwidth). In practice, you want to just | cryptographic_hash(coin flips), which should maximize your | entropy up to the entropy limit of 1/2 the hashsize (assuming | you have a perfect cryptographic hash function). | | A 512-bit perfect cryptographic hash can only support 256-bits | of entropy, due to the birthday attack. | typicalset wrote: | In the general case, you can compress a sequence of N biased | coin flips with arithmetic coding. For a coin with known | bias, this compression is (essentially) optimal and will | therefore produce ~N*(Shannon information) unbiased bits. | dragontamer wrote: | In the "even more general case", the Shannon Theorem | suggests that random_code(message) -> reaches the Shannon | Limit. :-) | | The problem is that perfectly-random codes can't be decoded | very easily... so this little factoid is kind of worthless | in most cases. Fortunately, we don't actually care what the | information looks like when flipping coins. We usually just | want "some random message", so no need to decode in this | application! | | ------ | | Cryptographers assume hash-functions are perfect random | codes (they aren't in theory, but they are in practice... | at least until they're cracked. Kinda funny how that works | out). As such, the cryptohash(message) methodology should | also reach the Shannon-limit, as long as your cryptohash | remains secure... and you stay within the blocksize | restrictions of the hash. | MrQuincle wrote: | What about just after the unfair coin sequence toggling every | even position? | | HTHHTHHTTHHH | | HHHTTTHHTTHT | | Should be fair. Though there is order now when the coin was | unfair. | jonahx wrote: | Related: https://fivethirtyeight.com/features/can-you-make-an- | unfair-... | nobrains wrote: | Slightly related, and of interest to minecraft players and speed | runners: https://www.youtube.com/watch?v=1iqpSrNVjYQ | lemonspat wrote: | > Diaconis himself has trained his thumb to flip a coin and make | it come up heads 10 out of 10 times. | | I had better dexterity as a child, and after hours I was able to | flip a coin to 'heads' about 8/10 of the time. Same position, | same muscle reflex, same results. I would proudly show my family | my skill | | Over time, I lost interest and the skill | [deleted] | iainctduncan wrote: | Perci is a fascinating and very accomplished guy. His book | "Magical Mathematics" is really interesting. There's actually a | long history of math and comp sci folks who were very good | magicians. Alex Elmsley, Bob Hummer, Martin Gardner are a few | other to check out if you're into that stuff. (says the guy who | has spent the last few days alternating between hacking and | vainly trying to master the perfect Faro shuffle... ). | emcq wrote: | Don't forget Ron Graham who cowrote magical mathematics! | iainctduncan wrote: | Yeah! And Ron was a pro juggler too. (as have been I!) Sadly | Ron died this year. | KwisatzHaderack wrote: | Years ago, I went to a talk Persi Diaconis gave on this exact | topic. He was the most charismatic mathematician I ever met in | person. | kazinator wrote: | Half-assed tosses of a flat object can obviously be biased. We | can predictably flip an object to the other side with a light | toss, not to mention flip a pancake. | | If you flip a coin through the air so that it rapidly rotates | (say more than 15-20 times) before being caught, that seems like | it would erase the bias. | | If there isn't decent spin, then "all bets are off" (quite | literally). | | As a matter of procedure, there should be a rule: the coin tosser | must place the coin onto index finger, which is coiled around the | thumb, such that just the edge of the coin is struck from below | by the thumbnail, when the thumb is flicked, sending the coin | upward in rapid rotation. There should be additional rules that | the coin should attain a height of at least one head height above | the top of the tosser's head, or something of the sort. | 10000truths wrote: | Better yet, just bounce the coin off of two surfaces before it | lands. Makes it almost completely unpredictable. ___________________________________________________________________ (page generated 2020-12-24 23:00 UTC)