analyzing organization e-mails in near real time using hadoop ecosystem tools by miguel romero &...
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© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
Analyzing organization e-mails in Near Real Time using
Hadoop Ecosystem tools
Big Data Spain 2015
Miguel Romero, Hadoop Architect (@donkelito)
Alberto de Santos, Data Scientist (@adesantossierra)
Analytics and Data Management, Enterprise Services
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
Un trabajador feliz se ausenta un 28,4% menos
Un trabajador feliz es un 22% más productivo que
uno infeliz
$100,000
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
Hacerme su
amigo
¿Redes sociales
?
¡Correo de
empresa!
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
To/FromTo/From
AsuntoAsunto
ContenidoContenido
AdjuntosAdjuntos
¿Qué datos tengo?
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
¿Qué grupos he encontrado?
Entender quiénes envían/reciben más emailsUsuarios más influyentesDetectar grupos de redes y entender sus característicasAnalizar comunidades: cómo se forman, cómo se agregan integrantesDetectar evangelizadoresDetectar expertosMezcla de comunidadesHombres bisagra
Agregación multiescalaNormalized CutsMax-flow min-cut algorithm
To/FromTo/From
AsuntoAsunto
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
¿De qué hablan en esas comunidades?
To/FromTo/From
AsuntoAsunto
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
¿De qué hablan en esas comunidades?
To/FromTo/From
AsuntoAsunto
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
¿De qué hablan en esas comunidades?
To/FromTo/From
AsuntoAsunto
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
Online vs offline methods
Detección de grupos
¿de qué se habla en cada grupo?
Perfiles más influyentes
Modelos clasificación
Detección de anomalías
Evolución de conversacionesEvolución de las
comunidades
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
Muchas gracias
Big Data Spain 2015
Miguel Romero (@donkelito)
Alberto de Santos (@adesantossierra)
Analytics and Data Management, Enterprise Services