Big Data Mining in Business and Finance

  • Typ: Seminar (in englischer Sprache)
  • Lehrstuhl: Ökonometrie und Statistik
  • Semester: SS 2015
  • Ort:

    Blockveranstaltung, Raum wird noch bekanntgegeben.

  • Zeit:

    Blockveranstaltung, Zeit wird noch bekanntgegeben.

  • Dozent:

    Nazemi

  • SWS: 2
  • ECTS: 4
  • LVNr.: 2520363
  • Prüfung:

    nach Vereinbarung

Inhalt

  • Introduction to Big Data Mining
  • Networks in finance
  • Big Data Mining Tools
  • Fraud Detection with Hadoop
  • Text Mining for Market Prediction
  • Financial Network and Contagion
  • Credit Scoring using Social Network Data
  • Social Network Analysis for consumer churn prediction
  • Big Data Mining in Finance
  • Big Data Mining in Business

Literatur:

  • Baesens, B., (2014). Analytics in a Big Data World: The Essential Guide to Data Science and its Applications, Wiley.
  • Chen, M., Mao, S., Zhang, Z., Leung, V., (2014). Big Data: Related Technologies, Challenges and Future Prospects, Springer.
  • Jackson, M. O., (2010). Social and Economic Networks, Princeton University Press.
  • Leskovec, J., Rajaraman, A., Ullman, J. D., (2014). Mining of Massive Datasets, Cambridge University Press.
  • Prajapati, V., (2013). Big Data Analytics with R and Hadoop, Packt Publishing