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Therefore, general recommendation systems without consideration on game contexts cannot perform very well.
However, such interactions are out-of-band (not based on game contexts), user-initiated and severely limited in operability and functionality.
In this paper, we treat the game contexts as events from game log records, and model the game props recommendation into a multi-instance multi-label learning task for utilizing the complicated dependencies and capturing the rank of purchase intentions.
One main difference between virtual props recommendation and the general good recommendations lies in that the virtual props are closely related to the game contexts, and this will lead to complicated dependencies.
First, Complicated Dependency on Context (CDC) Game props are not only dependent on the purchase activities of players but also heavily relevant to the elaborated game contexts, e.g., the prop "yellow scarves armor" can be obtained by all players from "traitors" team on location "D", and only can be equipped as a major prop for the character "Jiao" in the game of "Three Kingdoms".
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The total is even more impressive when one realizes that, in every imaginable non All-Star Game context, James is necessarily passing to an inferior scorer.
In terms of both Expected Points Added and Win Probability Added, measures that account for game context, the Patriot defense still ranks only 27th.
"Manhunt 2 is distinguishable from recent high-end video games by its unremitting bleakness and callousness of tone in an overall game context which constantly encourages visceral killing with exceptionally little alleviation or distancing," said David Cooke, the board's director.
Players were also able to learn about many elements of the game context at once.
In the game context data are limited and models may be imperfect.
b See Acemoglu and Jensen [18] for the details in an aggregate large game context.
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