Approximation — the series
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A rule that is never right and cannot be far wrong
Playing the hottest component is not optimal — over 440 measured lines it costs something on 17 of them. What makes it worth having is that the cost is bounded by the temperature, provably, and that the same test run with the ordering reversed breaks the bound on 54.
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The bound names the hottest part and the cost does not
Moving in the hottest component costs at most the largest temperature on the board, and that bound is attained: 100 lines of 4,240 pay exactly it. It is still the wrong quantity. Across four pools and boards of two, three and four parts the cost is nothing on 90.8% of lines and otherwise takes one of two values — half a point or one — on boards whose largest temperature runs to three, and it exceeds the coolest component on 13 lines and twice it on none.
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The cheap fights make the rule cheaper
A conjecture stands that playing the hottest part costs at most the coolest temperature times the number of parts sharing it — proposed on a range where that number never exceeds two. Swept to five-part boards over 10,410 lines it is false, and false the other way round: every line costing more than the coolest part has one or two parts at that temperature, and over the 3,230 lines with three or more, not one does.
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The cheapest fight is not the yardstick
Hottest-first play was found to cost at most twice the coolest temperature on the board, on pools whose coolest parts sat at a quarter or a half. Put a fight worth an eighth on the board and the rule costs seven times it. On one board the cost falls as the cool part warms, which is the opposite of a bound in the coolest. The number that holds on all 14,946 lines of seven pools is the second-largest temperature.
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The price of a tie
The second-largest temperature bounded hottest-first play on 14,946 lines, and the pool that should have broken it puts a threat on top. It does not break: over 2,254 more lines the cost never passes the second temperature and meets it on 97. What the pool finds instead is where the rule goes wrong — one move into the game about as often as at its start — and why. Almost every line that meets the bound is a tie: two parts equally hot and the rule taking the first on the board. Break ties well and the lines meeting it fall from 636 to 51 on the earlier pools, and to none on any board with the threat on top.
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Answer where the opponent played
Most of what hottest-first play costs is the choice between parts equally hot, and a search could make that choice well. Six choices a player could make without searching were scored on all 17,200 lines of eleven pools. Answering where the opponent has just played wins back half of what board order loses, and 95 per cent of it on the pools with a threat on top; preferring a part with a follow-up of one's own wins back a fifth; the two together, 71 per cent. Preferring to deny the opponent a follow-up is worse than taking the first part on the board, and denying only an urgent one takes the combination back down to 52. What is left is mostly at the opening move, where there is nothing yet to answer.