# Algorithms Dasgupta Solutions Manual Download 17

we used the following algorithms to arrive at the best bitrate.

## Algorithms Dasgupta Solutions Manual Download 17

the 10mpbs bitrate was chosen for an average of 0.6 seconds of playtime for each video. this was the bitrate that resulted in the lowest error rate.

the 6mbps bitrate was chosen for an average of 1.5 seconds of playtime for each video.

the 4mbps bitrate was chosen for an average of 2.9 seconds of playtime for each video.

the 2mbps bitrate was chosen for an average of 4.

the 1mbps bitrate was chosen for an average of 7.7 seconds of playtime for each video.

the 512kbps bitrate was chosen for an average of 11.3 seconds of playtime for each video.

the 256kbps bitrate was chosen for an average of 14.

the 128kbps bitrate was chosen for an average of 18.

the 64kbps bitrate was chosen for an average of 23.1 seconds of playtime for each video.

the 32kbps bitrate was chosen for an average of 28.4 seconds of playtime for each video.

the sketch of an approach is a set of algorithms that are used to produce approximate answers to queries. these approximate answers have well established and mathematically proven error distribution bounds.

anytime a user views a video, a series of time series data is recorded. by applying algorithms, we were able to extract useful information from this data. this information was used to estimate the popularity of videos and users that are connected to a particular video on a network. these estimates were used to recommend videos to a user.

the sketch algorithm of approach is a set of algorithms that are used to produce approximate answers to queries. these approximate answers have well established and mathematically proven error distribution bounds.

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