Big data analytics: Perspective shifting from transactions to ecosystems

Daniel Zeng, Robert Lusch

Research output: Contribution to journalReview articlepeer-review

21 Scopus citations


Understanding the flow and interrelated nature of institutions and business entities' processes and exchanges helps researchers develop and apply big data analytics techniques more effectively from an ecosystem-based perspective (rather than individual transactions and components).

Original languageEnglish (US)
Article number6547966
Pages (from-to)2-5
Number of pages4
JournalIEEE Intelligent Systems
Issue number2
StatePublished - 2013


  • artificial intelligence
  • big data analytics
  • ecosystem
  • intelligent systems

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Artificial Intelligence


Dive into the research topics of 'Big data analytics: Perspective shifting from transactions to ecosystems'. Together they form a unique fingerprint.

Cite this