In the simple model, there are items to be auctioned off in
sequence (first item 0, then item 1, etc.). The bidder must place a
bid
for each item
, and after each bid, a closing price
is chosen for the corresponding item from a distribution specific to
the item. If the bid matches or exceeds the closing price,
, the bidder holds item
,
. Otherwise, the bidder does
not hold the item,
. The bidder's utility
is a function of its
final vector of holdings
and its cost is a
function of the
holdings and the vector of closing prices,
.
We will formalize the problem of optimal bid selection and develop a
series of approximations to make the problem solvable.