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•two advertisers a and b
• a bids on query x, b bids on x and y
• both have budgets of 2
. query stream: xxyy
• optimal (offline): ?
• worst case greedy choice: ?
• worst case balance choice: ?

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•two advertisers a and b
• a bids on query x, b bids on x and y
• both have budgets of 2
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