We increase memory usage by increasing b since ob

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Unformatted text preview: /Winter 2013/DGMs – Lecture 9 - Feb 6th, 2013 page 9-45 (of 180) k-best without the penalty Island Summary Scratch Time Cost - Solving the Recurrence To solve it, we can simplify by bounding R(T ) as follows R(T ) < T + b ∗ R(T /b) (9.38) Then, expand R(T ), to get (9.39) R(T ) < T + T + ... + T = O(T logb T ) d=logb (T ) terms We are also defining d logb (T ) which is an important parameter. each forward message (except for the islands themselves) must be computed d = logb (T ) times, which is what leads to the additional computational penalty factor of d. In actuality, there are k terms in the sum, since we stop when we’ve reached a threshold of . Prof. Jeff Bilmes EE596A/Winter 2013/DGMs – Lecture 9 - Feb 6th, 2013 page 9-45 (of 180) k-best without the penalty Island Summary Scratch Tradeoffs can decrease running time and increase space requirements either by increasing b (from 2 on up) or alternatively by increasing (from 2 on up). Prof. Jeff Bilmes EE596A/Winter 2013/DGMs – Lecture 9 - Feb 6th, 2013 page 9-46 (of 180) k-best without...
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