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PLEASE USE PYTHON [20 points] Collaborative Problem : As some of you know well, and others of you may be interested to learn, a number
PLEASE USE PYTHON
[20 points] Collaborative Problem : As some of you know well, and others of you may be interested to learn, a number of languages (including Chinese and Japanese) are written without spaces between the words. Consequently, software that works with text written in these languages must address the word segmentation problem-inferring likely boundaries between consecutive words in the text. If English were written without spaces, the analogous problem would consist of taking a string like "meetateight" and deciding that the best segmentation is "meet at eight" (and not "me et at eight" or "meet ate ight" or any of a huge number of even less plausible alternatives). How could we automate this process? A simple approach that is at least reasonably effective is to find a segmentation that simply maximizes the cumulative "quality" of its individual constituent words. Thus, suppose you are given a black box that, for any string of letters x=x1x2xk, we return a number quality(x) in constant time, (1). This number can either be positive or negative; larger numbers correspond to more plausible English words. (So quality ("me") would be positive while quality("ight") would be negative.) Given a long string of letters y=y1y2yn, a segmentation of y is a partition of its letters into contiguous blocks of letters, each block corresponding to a word in the segmentation. The total quality of a segmentation is determined by adding up the qualities of each of its blocks. (So we would need to get the right answer above provided that quality("meet")+ quality("at") + quality("eight") was greater than the total quality of any other segmentation of the string.) Give an efficient algorithm that takes a string y and computes a segmentation of maximum total quality. Prove the correctness of your algorithm and analyze its time complexity. [Hints: Remember that you are studying Chapters 9,12,14,15, and 16 during Modules 7 and 8 . This problem is solved by something you study in those chapters. You do not need to know the algorithm in the black box.]
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