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0 168 336 504 672 840
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Δ Hours
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0 168 336 504 672 840
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Δ Hours
Daily pattern:
views in similar hours of the
days are more similar
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0 168 336 504 672 840
Similarity
Δ Hours
Weekly pattern:
views in similar days of the
week are more similar
Daily pattern:
views in similar hours of the
days are more similar
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0 168 336 504 672 840
Similarity
Δ Hours
Weekly pattern:
views in similar days of the
week are more similar
Daily pattern:
views in similar hours of the
days are more similar
Overall decay:
recent views are more similar
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Repeated-Search Pattern
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Linear(Station-level) View Similarity
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Number of Signals
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7
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Top 5 Top 10 Top 20
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Nielsen + DVR
Nielsen + DVR +
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Recall
Resolution (Weighted Sum, Normalized by User Study)
Recall vs. Resolution
BaseLine
CoMPASS
CoMPASS++
ViaccessOrca
DigitalSmith
Rovi
ContentWise
Gravity
MortarData
ThinkAnalytics
Compass (Trend)
Various
internal
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external
Algorithms
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Picture courtesy of Cisco
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Baseline w/
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size
NetworkBWSavedbyCache
Baseline w/
100% cache
size
Prediction w/
30% cache
size
NetworkBWSavedbyCache
Baseline w/
100% cache
size
Prediction w/
30% cache
size
Prediction w/
60% cache size
NetworkBWSavedbyCache
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How Comcast uses Data Science to Improve the Customer Experience

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