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Many search engines such as Google, Bing & Yahoo! show search suggestionswhen users enter search phrases on their interfaces. These suggestions aremeant to assist the user in finding what she wants quickly and also suggestingcommon searches that may result in finding information that is more relevant.It also serves the purpose of helping the user if she is not sure of what tosearch for, but has a vague idea of what it is that she wants. We present analgorithm that takes time proportional to $O(k \log{n})$, and $O(n)$ extraspace for providing the user with the top $k$ ranked suggestions out of acorpus of $n$ possible suggestions based on the prefix of the query that shehas entered so far.

An $O(k \log{n})$ algorithm for prefix based ranked autocomplete