Thursday 19 February 2009

Faizal Tahir..

I cannot believe my good luck...

I saw Faizal Tahir today...
and he was in the Tv screen, and at that time i was couch potato-ing...
and i decided i like him more than i thought...
heehee...
his voice is really powerful...and his concert on AJL is quite impressive...

...wow...=b
OIAM must be proudd..


come see..



... never thought he was once a member of mirwarna, a nasyid group...see...







Wednesday 18 February 2009

Conservative and risky football strategies (and kurtosis)

Brian from Advanced NFL stats recently posited that some NFL teams (namely, the Washington Redskins under Jim Zorn) might have been throwing too few interceptions. This was because the lack of interceptions was a symptom of playing too conservatively, and therefore costing the Redskins games.

Implicit in Brian's thoughtful article are a couple of assumptions that I want to unpack, because radically different strategies might be appropriate depending on the level of football.

  • The first assumption is that a lack of passing (or passing aggressively) costs the offense points. This is undoubtedly correct: on average, passes garner more yards per play than runs, and an equilibrium playcalling strategy will seek to maximize the returns for each play (whether in terms of yards, first downs, or points).
  • The second assumption appears to be that maximizing yards and points is the optimal strategy for an offense. Hence, the lack of interceptions means that the team is leaving points on the board, thus costing it games. This is the assumption I want to address in slightly more detail.

Is it always "optimal" to set your strategy to maximize points scored?

In the NFL -- which is what Brian focuses on -- this is likely true and the assumption holds. NFL teams are almost all competitive with each other, and even the worst teams can beat the best in a given game. So any reduction in expected points is likely to hurt a team's chances of winning because they need to maximize that out to get wins.

But is that true in college? Or in high school? Think about when Florida plays the Citadel. The Gators have a massive talent advantage compared with the Bulldogs. As a result, what is the only way they can lose? You guessed it: by blowing it. They can really only lose if they go out and throw lots of interceptions, gamble on defense and give up unnecessary big plays, or just stink it up.

A fan or some uninitiated coach might see this as a lack of effort, but another view might be that Florida used an unnecessarily risky gameplan that cost them a victory. And since we know that they would win almost every time, what did they gain by being more aggressive? Even if they gained in expected points, this is something like the difference between a forty-point and sixty-point victory, which ought to be irrelevant. (I leave aside BCS calculation questions, which very well might make it worth it to increase the risk of loss to get a bigger chance of a blowout victory.)

The upshot then is that, for the storied programs with large talent advantages, there is seemingly more downside than upside to being very aggressive, either on offense or defense. While it might increase the risk of blowing the opponent out, it also increases the risk of stumbling.

The flipside: the underdog

It's a well-worn belief that underdogs -- i.e. the kind of severely outmatched opponent that cannot win without some good luck -- must employ some risky strategies to succeed. This has long been believed but now we have a reason, though it also teaches us that there is a price to this bargain. The underdog absolutely must take the riskier strategy, whether by throwing more and more aggressively, by onside kicking, or doing flea-flickers and trick plays. They have to get lucky. In the process, however, they also increase the chance that they will get blown out, possibly quite badly. But isn't that worth the price of a shot at winning? Florida might pick off the pass and run it back for a touchdown; they might sack the quarterback and make him fumble; they might blow up the double-reverse pass. If so, then things look grim. But what if they didn't? And if the team didn't do those things, how can it beat them by being conservative? By waiting for Florida to make mistakes?

Get technical

Let's take a quick step back and talk about what is happening from a probability standpoint. What does a more aggressive (and thus more risky) strategy do to our expected outcomes? Hopefully everyone is familiar with the bell-curve, which is a graphic way of depicting the range of possible outcomes based on the probability of their occurrence. The normal distribution is the most common, and it assumes that outcomes on the left and right are as likely as the average outcome. Here, let's assume this is the curve for an offense that can be expected to score around 28 points a game.




Now, let's say they decide to ramp it up. They want to score more points, but this is a riskier strategy, and therefore the range of outcomes will vary more wildly. Below is the new curve, which has moved to the right (to reflect the greater expected points) but is also flatter -- a measure of kurtosis -- which makes the "tails," or ends of the curve "fatter."

(Remember, the height of the curve is the probability of the event happening. Although with the moved curve the whole offense now is expected to score more points, it is now less bunched around the middle because the strategy employed is riskier and hence has more variance or variety.)



What does this tell us? It really just reaffirms what we'd already guess (and assumes that we know what strategies are both riskier and more rewarding, which is an assumption but generally involves passing more). Our offense now: (a) averages more points, (b) has an increased chance of scoring in the forties and blowing out the opponent than before (represented by the shaded green area), but (c) has an increased chance of blowing it and scoring fewer points than our more conservative -- and less variant -- strategy from before. Hence, you might maximize your points but you might actually increase your chance of losing in the process.

Now, remember I'm making assumptions about the nature of the curve. There's also a probability phenomenon known as skewness, which might mean that the improved strategy actually will rarely ever incur a bad game and all the variance will be good.

But the reason I took this mathematical approach to this is that this is really the lesson of the financial crisis as applied to these Wall Street gurus, imported to football: you can "improve" your strategy, you can increase your expected gain, you can increase your chance of blowout wins, but in the process you might be sowing the seeds of your own unlikely, but catastrophic demise. Sort of Black Swans for football.

Spurrier and keeping it close

So in the NFL, where teams are almost all competitive (save, maybe the Detroit Lions), it's likely the best strategy to simply maximize expected points and to go from there. But in other levels, with talent disparities of all sorts, it is trickier, as we have seen.

In the 1990s, Steve Spurrier's Florida Gators were undoubtedly some of the most talented teams of the decade. They were also some of the most aggressive. As a result, they absolutely destroyed some teams. Of course there were the seventy-point blowouts of Kentucky, but what about when they scored more than sixty against Phil Fulmer's Tennessee Volunteers? Yet, Spurrier never once went undefeated with the Gators: his teams always seemed to drop a game or two that maybe they shouldn't have. And those losses almost always had the same profile -- too many interceptions, couldn't run the ball at all, and too many big plays given up on defense. I can't believe I'm inclined to say this, but maybe Spurrier should have been more conservative? He might not have won as many games by sixty or seventy, but maybe they would have gone undefeated and won more than one title?

On the flipside, almost every week of the season I see teams go to Southern Cal, LSU, or Ohio State, and pretty much give up all hope of winning in the name of "keeping it close and winning it in the fourth quarter." As outlined above, this might be the worst strategy against such teams. They have little chance of winning on the merits, so what they need to do is flatten the tails and increase the chance for a shocker: take risks, and hope their coin flips go in their favor. Maybe they won't. Maybe they get blown out. But not taking those chances is a surefire way to set their low chance of winning in stone.

Yet, much like with David Romer's paper where he observed that NFL coaches probably don't go for it on fourth down enough, there are external and likely irrelevant reasons that deter coaches from employing a true "risky-underdog" strategy: the risk that the coach will get fired. I am advocating here that underdogs go for it and increase the calculated risk they take on. (Keep in mind that you can go overboard on this. Chucking the ball forty yards downfield every play, while risky, would not increase your scoring or even chance of winning because you'd become predictible and downright silly. It's about calculated risk.)

But there are real costs -- at least for the coach -- of getting blown out. And make no mistake, the bargain for a greater chance of winning includes the greater chance of getting thrashed. Maybe this should be irrelevant -- a win is a win and a loss is a loss. But a blowout loss has collateral effects, even if they are purely psychological and emotional. You can lose recruits, you can lose donations, and you can lose your job. Look at Mike Shanahan with the Broncos. He was on the hotseat, but he lost his job primarily because Denver got blown out in their final game. I don't necessarily think that was because his team took on increased risk, but people do not tolerate ugly defeats, rational or not.

Similarly, there might be real gains for an underdog to just "keep it close" with a big boy without ever having a real chance of winning. People discount moral victories, but if such and such team can "keep it close" with USC, then they get all kinds of accolades and possibly even confidence going into the following weeks. But if they employed the risky-underdog strategy, then they might gain a slight marginal increase for a victory, with a steeper increase in the chance of getting buzzsawed right off the field (remember skewness).

So, from the perspective of being purely focused on winning football games, I think the implications of the risky/conservative strategy dynamic in the context of teams with wide talent disparities has some pretty dramatic implications. But in the real world, there's lots of other factors, including the felt need by the coach to protect his own skin. Yet, he might be costing his team a chance at victory.

Michael Lewis on basketball statistics

Not directly on topic for this site but it's hard to pass up an opportunity to mention a new Michael Lewis piece. This one is very Moneyball. It's about the Houston Rockets' forward Shane Battier, and the thesis is that, despite his low-scoring output he is one of the best "value" players in the NBA because of the little things he does and defensive prowess, and all that is quantifiable these days. The article is extraordinarily well-written (as always), and contains great summations of an analytical approach to sports, as is usual for a Lewis piece:

Here we have a basketball mystery: a player is widely regarded inside the N.B.A. as, at best, a replaceable cog in a machine driven by superstars. And yet every team he has ever played on has acquired some magical ability to win.

Solving the mystery is somewhere near the heart of Daryl Morey’s job. In 2005, the Houston Rockets’ owner, Leslie Alexander, decided to hire new management for his losing team and went looking specifically for someone willing to rethink the game. “We now have all this data,” Alexander told me. “And we have computers that can analyze that data. And I wanted to use that data in a progressive way. When I hired Daryl, it was because I wanted somebody that was doing more than just looking at players in the normal way. I mean, I’m not even sure we’re playing the game the right way.”

The virus that infected professional baseball in the 1990s, the use of statistics to find new and better ways to value players and strategies, has found its way into every major sport. Not just basketball and football, but also soccer and cricket and rugby and, for all I know, snooker and darts — each one now supports a subculture of smart people who view it not just as a game to be played but as a problem to be solved. Outcomes that seem, after the fact, all but inevitable — of course LeBron James hit that buzzer beater, of course the Pittsburgh Steelers won the Super Bowl — are instead treated as a set of probabilities, even after the fact. The games are games of odds. Like professional card counters, the modern thinkers want to play the odds as efficiently as they can; but of course to play the odds efficiently they must first know the odds. Hence the new statistics, and the quest to acquire new data, and the intense interest in measuring the impact of every little thing a player does on his team’s chances of winning. In its spirit of inquiry, this subculture inside professional basketball is no different from the subculture inside baseball or football or darts.


The key-stat that is used to evaluate Battier's importance is a modified version of the "plus/minus" stat first used in Hockey. The basic gist is one just looks at how good the team does with a player in the game versus out of the game -- i.e. how much do they outscore or get outscored by their opponents. Of course, the raw version of this stat is misleading, because all players from good teams would shoot up the rankings while those on bad teams, even excellent players, would fall far.

Supposedly, the Rockets' manager Daryl Morey has developed this stat further, though is cagey about how. But he is quite confident that Battier has one of the best "plus/minus" values in the league.

Phil Birnbaum of the Sabemetrics Research site is not entirely convinced:

[A]s I said, I'm a bit skeptical, still. I accept that Battier must be exceptionally good at defense, since (a) he plays 33 minutes a game and doesn't have very much in the way of traditional offensive statistics; (b) the Rockets have watched him and studied him and think he's great; and (c) his teams have done well. Still, from a scientific standpoint, the article is mostly anecdote and hearsay.

It shouldn't be all that hard to confirm the article's thesis and measure the size of the effect. If Kobe [Bryant] is good from one place but worse from another, that can be figured out by watching games and counting. If Battier holds him to those low-percentage shots when covering him, that can be counted too. And at the most fundamental level, can't you see what Kobe (and the other players) do when covered by Battier, and compare to what they do against the Rockets when Battier's on the bench? Something is better than nothing.

It's not really that I don't believe the Rockets. It's just that +6 points a game -- when it's acknowledged that Battier isn't all that great on offense – seems pretty high to me, and my instinct is to ask for more evidence.


One answer might be that the evidence is there, but that it is still proprietary. That was Morey's answer in the Lewis piece. Nevertheless, this does indicate to me that people are on the right track in at least trying to really analyze sports, and not get bogged down in trivia.

As a final note, the WSJ Numbers Guy, with a great sense of timing, offers up a post about the plus/minus stat featured in the Lewis article:

Earlier this week, [Mark] Cuban posted to his blog a list of the 30 NBA players who have the biggest positive impact on their teams when they’re in the game. They were ranked by a measure inspired by hockey’s plus/minus statistic, reflecting how well a team does with a player on the court, after accounting for the other players on the court with him. Cuban’s plus/minus adjusts for how good the team is without the player on the court as well as for the opponent and for game situations. (Without such adjustments, players on a top team like the Los Angeles Lakers would all look good, because the Lakers so often dominate.) . . . .

I sent Cuban’s surprising ratings to Roland Beech, proprietor of the NBA stats site 82games.com, for comment. Beech works on player analysis for the Mavericks and incorporates a version of plus/minus into his own player ratings. But that didn’t keep him from criticizing the numbers Cuban posted. Cuban and Wayne Winston, who developed the system for him, responded. What resulted was a polite yet spirited debate among Cuban and his advisors about how to best analyze players.

Beech told me he considered plus/minus ratings, as adjusted by regression analysis, “one of the most over-hyped player rating systems.” He pointed to the incongruous finding that [Sebastian] Telfair is more valuable than [Dirk] Nowitzki, and blamed other questionable results — San Antonio Spurs point guard Tony Parker as a below-average player — on a paucity of data on top players’ performance without their star teammates. Beech also argued that there is too much noise in the system, because a player’s value is determined by coaching schemes, injuries and their assigned roles. . . .

Winston, the professor of operations and decision technologies at Indiana University who developed the system for Cuban, said that no system is perfect, but that plus/minus beats other player analyses because it can reflect defensive prowess — and Nowitzki’s defense was subpar at the beginning of the season. It’s with defense, Winston said, that plus/minus “really shines,” because defensive stats such as blocked shots, rebounds and steals can’t encapsulate a player’s worth.


We still need more and more of this kind of development with football. At least they're trying.

Tuesday 17 February 2009

A-11 Ruled Illegal


So it's gone. I have updated my original "A-11 Offense: A Pragmatic Approach" article to reflect this new development (I still get many hits and comments on that article). I have reprinted that discussion in this post for those who have already read the original.

The A-11 has now been ruled illegal. The ruling is consistent with this piece: rather than aim directly at the offense or the formation, the National Federation of High School Athletics has clarified the scrimmage kick exception to be limited only to fourth down. As explained in the full-post, the A-11's creators, Steve Humphries and Kurt Bryan, had found a way to transform the scrimmage kick exception (which all agree was at least originally intended only for kicking situations) into an every down offense by putting the quarterback more than seven yards deep. The new ruling eliminates this by requiring that at least four players on the line of scrimmage wear an ineligible jersey number (50-79), except on fourth down.

The A-11's creators have a few arrows left in the quiver. First, they have encouraged teams interested in the A-11 to break off from their state's rulemaking body to form a loose-coalition of A-11 teams, or all A-11 league for themselves. Doing so would require that those schools would not be eligible for their state playoff systems (because they would not be following the rules/procedures that other schools did) and would have to encourage the other, non A-11 league teams locally to play them using their brand of rules. This proposal has not been met with enthusiasm, to say the least.The other proposal they have floated, this time via email, is called "numerical camouflage." To me, part of this is an admission that the A-11 itself is not that innovative -- the major contribution Bryan and Humphries made was not the formation or the "super-spread," but was with toying with who was and was not eligible so as to confuse the other team (and officials). Basically, they would line up in the A-11 or old BYU type formations with three interior linemen, and give the eligible and ineligible guys similar numbers, like "68" and "88." This way they could still have everyone huddle up near (but not on) the line of scrimmage before the snap, and then, just like the old A-11, have some of them step onto the line and be set for only a second.

Whereas with the real A-11 each would be potentially eligible (before being covered up), here, although it would be foreordained that 68 would need to be on and 88 off, the defense might not be able to determine who was wearing 68 and 88 until it was too late. Make of that proposal what you will, but they are certainly determined.In any event, it's slightly sad to see it go. I never had any animosity against the offense (certainly not against innovation and being spread), but the scrimmage kick exception was never the proper vehicle.

Maybe football is moving the direction the A-11's creators say to being fully wide-open where linemen are a thing of the past, but why not do away with the eligibility restrictions entirely? Many states also have 8-man football leagues, which more closely resemble Arena football, which is itself something like what the A-11 proponents advocated for. Moreover, there was always so much confusion about the offense: so many thought that "A-11" actually mean that the offense could send eight, nine, ten guys downfield to catch passes, when the reality was that it only referred to what was going on pre-snap, and after the snap the offense had no more downfield receivers than the west coast offense or the wishbone. Maybe in the future we will continue moving that way, but it always struck me as bizarre that this was seen as some kind of ultimate and brand new innovation. As documented in the full-post, the actual formations have been around for fifty years, and the Canadians have been one-upping the A-11 since they can send six receivers out for a pass (rather than five as with every U.S. team, including the A-11), due to the fact that there are twelve players on each side.

If we want to change the rules we ought to do it head on. The memory of the A-11 will not fade away, and flag, Arena, and Canadian football are constant reminders of what is possible, if it is true that football is inexorably moving in the direction of being all-spread, all the time. I for one disagree that this is the only direction football goes. It is more cyclical than that and linemen are not as useless -- or as uninteresting -- as the A-11's proponents seemed to argue.

Moreover, even in the vaunted A-11 offense, the players who replace regular ol' offensive linemen are about as uselessly limited as can be: they stand on the outside of the formation and back up to possibly receive a lateral (which a lineman can currently do in any offense), but is otherwise purely a decoy. To me, the idea of the spread is to turn kids into threats by isolating them, moving them around, and unleashing them as downfield terrors.

All too often, despite its "wide-open" appearance, the offense tends to restrict the number of eligible downfield receivers (because the running back is needed as a blocker with only three linemen, the offense routinely only can release four receivers downfield instead of five) and it turns players who can do multiple things to the defense -- yes, linemen -- into mere bystanders. That's not spreading; it's bad arithmetic. And that's not an argument against the spirit of the game or to persecute them, it's just that I don't think you gain a strategic advantage from the offense besides whatever deception you might get from confusing the other team about who is and is not eligible.

But that debate is over for now, and will have to be taken up in the future. It no doubt will be.

(Image credit: New York Times)

Monday 16 February 2009

My old blog is a 'him'...

and my current blog is a him too...

i broke up with my old blog...and told him about u...
but dun worry i didnt mentioned ur name...b
cos u dun have a 'him' name yet...

well...maybe i should give them a name....hahah...

p.s. wth...

Sunday 15 February 2009

Check outt

MUAHAHHAHHAHAHA

i almost wave my whiteflag...
but knowing that i wont give up due to failures...
i give my blog a chance...

so...
what do you think about my cityscape...

nice huh...:D

more video...

more video by Mariah carey...




eh ...not mariah carey...whats his name again??

~~~~~~~~~~~~~~~~~hmmm....~~~~~~~
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