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Generic Short Text Classifier
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Romit Singhai
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Generic Short Text Classifier
1.
Ham or Spam?
Generic Short Text Classifier Romit Singhai
2.
Some Stats • 241
million active user accounts per month • 5% are spam account
3.
Some More Stats… •
130 million mobile users • Two thirds of mobile users received SMS spam
4.
Data Pipeline Acquisition (TwiAer API) Cleaning
and Munging Feature Engineering Feature Selection Feature Extraction
5.
Text Classification
6.
Text Classification
7.
Confusion Matrix
8.
Feature Engineering
9.
Feature Engineering
10.
Generic Classifier • Added
SMS data to Twitter Data o Tweet + SMS (AUC=0.91) • Just meta features o Random Forest Classifier(Mean Accuracy 0.70)
11.
Benefits • Reduce operational
cost • Improve Security • Supports Revenue Model
12.
Next Steps… • Incorporate
data from other platforms • Analyze and Extract more meta features • “Catch All” Classifier as API
13.
Thanks Romit Singhai romits@gmail.com