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5 Slides Demo

5 Slides Demo. Abdullah Mueen. 113 days. 4. Indian Rupee (INR) Singapore Dollar (SGD). Primitives for Time Series Data Mining. 3. 2. Time series motifs Time series shapelets Time series join. P. 1. Shapelet. 0. -1. 30. 20. 10. 0. 0. 2000. 4000. 6000. 8000. 10000.

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5 Slides Demo

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  1. 5 Slides Demo Abdullah Mueen

  2. 113 days 4 Indian Rupee (INR) Singapore Dollar (SGD) Primitives for Time Series Data Mining 3 2 • Time series motifs • Time series shapelets • Time series join P 1 Shapelet 0 -1 30 20 10 0 0 2000 4000 6000 8000 10000 Is P within τ? -2 yes no Motif Join -3 0 100 200 300 400 500 600 700 800 -4 3/27/1996 2/24/1998 1/25/2000 12/25/2001 11/25/2003 10/25/2005 9/25/2007 8/25/2009 7/26/2011 6/26/2013

  3. cliched /K L IY SH EY D/ savagely /S AE V IH JH L IY / Phonetic Time Series Mining valueless /V AE L Y UW L AH S/ philosophically /F IH L AH S AA F IH K L IY / deactivate /D IY AE K T IH V EY T / unattached /AH N AH T AE CH T/ gasser /G AE S ER/ appreciable /AH P R IY SH AH B AH L/ • Phoneme Classification • Accent Classification DTW label MFCC label MFCC label DTW label Dual Domain label Dual Domain label

  4. Mining Heterogeneous Online Reviews • Identifying spamming owners • Combining multi-source information • Analytical tool for hosting sites

  5. Mining Motion Data • Classifying motion category • Invariant to plane and length of motion 2 0 -2 F F F -4 0 10 20 30 40 50 60 70 E E E D D D D D D C C C B B A A A A 2 S1 S2 0 -2 z 0/2 -4 Leg y 0/2 0 10 20 30 40 50 60 70 Walking on Carpet (Soft) 4 x 2/4 2 z 0/3 0 y 0/4 Hand x 0/2 Walking on Cement (Hard) -2 0 0.5 1 1.5 2 2.5 3 -4 0 10 20 30 40 50 60 70 x 104

  6. Disbanding 15 5 10 0 Contextual Change Detection 0.35 5 -5 0 -5 -10 -10 -15 -15 0.25 -20 -20 0 10 20 30 40 50 60 70 80 90 100 70 80 90 100 0 10 20 30 40 50 60 5 20 15 0 10 5 -5 0.15 0 Contextual Change -10 -5 -10 -15 -15 -20 -20 70 80 90 100 0 10 20 30 40 50 60 70 80 90 100 0 10 20 30 40 50 60 0.05 Formation 25-May-2007 25-May-2008 25-May-2009 25-May-2010 25-May-2011 25-May-2012

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