Sparse Estimation with Math and Python by Joe Suzuki

Sparse Estimation with Math and Python by Joe Suzuki

Author:Joe Suzuki
Language: eng
Format: epub
ISBN: 9789811614385
Publisher: Springer Singapore


can be expressed as a function of .

Since can be expressed by a function of , we write . If we continue this process, then are obtained as a function of . If we substitute them into (4.1), then the problem reduces to the minimization of

(4.4)

w.r.t. . Suppose that we have successfully obtained the optimum solution of (4.4). Then, is obtained from the value of , is obtained from , and so on, to obtain the that minimize (4.1). We postpone solving the equations w.r.t. forward and first solve backward after obtaining the solution . This general strategy is called dynamic programming.

It does not seem to be easy to find a function except for . However, there exist , such that



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