APMonitor
Imbalanced Data Classification
Imbalanced data is a disproportionate number of data points with discrete labels and can be a big challenge to develop an accurate classifier. A classifier attempts to find the data boundary where one class ends and the other begins....
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November 2, 2010 MS Arab Voters stand in line for the midterm election at Salina School in the 14th Congressional District / Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan stand in line to sign in and receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 PAN Arab Voters stand in line for the midterm election at Salina School in the 14th Congressional District/Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan stand in line to sign in and receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 ZO Arab woman holding her ballot with fellow voters in the midterm election at Salina School in the 14th Congressional District / Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan sign in to receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 PAN Voters from the Arab community cast their ballots in the midterm election / Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan stand in line to sign in and receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 ZO Arab voters sign in to receive their ballots for the midterm election at Salina School in the 14th Congressional District/Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan sign in to receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 TD A Voter walks past American flag after casting vote in midterm election / Dearborn, Michigan, United States
A man exits Salina School in Dearborn, Michigan where voters cast their ballots in the midterm election in the 14th Congressional District on Tuesday, November 2, 2010. The steel mill behind the workers is located next to the school.
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November 2, 2010 ZO Arab voters casting ballots in school gym / Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan sign in to receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 PAN Girl wanders around Arab voters standing in line / Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan stand in line to sign in and receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 MS Arab voters signing in / Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan sign in to receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 PAN Voters from the Arab community waiting in line to receive their ballots / Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan stand in line to sign in and receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 MS Arab voters receiving ballots / Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan sign in to receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 WS Voters casting their ballots in gymnasium / Dearborn, Michigan, United States
Voters in Dearborn, Michigan cast their ballots in the midterm election at Lowrey School in the 15th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 WS A voter waiting in line to complete his ballot in a gymnasium / Dearborn, Michigan, United States
Voters in Dearborn, Michigan cast their ballots in the midterm election at Lowrey School in the 15th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 MS A voter from the Arab community files her completed ballot with an American flag on the wall behind her / Dearborn, Michigan, United States
A voter from the Arab community in Dearborn, Michigan files her completed ballot in the midterm election at Lowrey School in the 15th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 MS Voter files ballot / Dearborn, Michigan, United States
A voter in Dearborn, Michigan files his completed ballot in the midterm election at Lowrey School in the 15th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 LS Voters leave voting place precinct / Dearborn, Michigan, United States
People exit Salina School in Dearborn, Michigan where voters cast their ballots in the midterm election in the 14th Congressional District on Tuesday, November 2, 2010. The steel mill behind the workers is located next to the school.
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November 2, 2010 PAN Arab voters standing in line / Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan stand in line to sign in and receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 TD Voters walk past American flag after casting ballots / Dearborn, Michigan, united States
People exit Salina School in Dearborn, Michigan where voters cast their ballots in the midterm election in the 14th Congressional District on Tuesday, November 2, 2010. The steel mill behind the workers is located next to the school.
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November 2, 2010 R/F A voter from the Arab community filing her completed ballot / Dearborn, Michigan, United States
A voter from the Arab community in Dearborn, Michigan files her completed ballot in the midterm election at Lowrey School in the 15th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 ZO Voters from the Arab community signing in to receive their ballots / Dearborn, Michigan, United States
Voters from the Arab community in Dearborn, Michigan sign in to receive their ballots for the midterm election at Salina School in the 14th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 MS A voter filing her completed ballot with an American flag on the wall behind her / Dearborn, Michigan, United States
A voter in Dearborn, Michigan files her completed ballot in the midterm election at Lowrey School in the 15th Congressional District on Tuesday, November 2, 2010.
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November 2, 2010 WS Voters cast their ballots in a gymnasium / Dearborn, Michigan, United States
Voters in Dearborn, Michigan cast their ballots in the midterm election at Lowrey School in the 15th Congressional District on Tuesday, November 2, 2010.
Bloomberg
BofA's Meyer on the Sept. Jobs Report, Labor Market, Consumer Spending
Oct.02 -- Michelle Meyer, head of U.S economics at Bank of America, talks about consumer spending, strains on the labor system and the U.S. September jobs report. She appears on "Bloomberg Markets."