Yunxiao Deng

Coalescing Data and Decision Sciences for Analytics

  • Yunxiao Deng
  • Junyi Liu
  • Suvrajeet Sen
    • Categories Stochastic Programming Tags , ,

    The dream of analytics is to work from common, clean, and consistent data sources in a manner that all of its facets (descriptive, predictive, and prescriptive) are sup- ported via a coherent vision of data and decision sciences. To the extent that data and decisions sciences work within logically/mathematically consistent frameworks, and that these paradigms … Read more

    Learning Enabled Optimization: Towards a Fusion of Statistical Learning and Stochastic Optimization

  • Yunxiao Deng
  • Suvrajeet Sen
    • Categories Problem Solving Environments, Statistics, Stochastic Programming Tags , , ,

    Several emerging applications, such as “Analytics of Things” and “Integrative Analytics” call for a fusion of statistical learning (SL) and stochastic optimization (SO). The Learning Enabled Optimization paradigm fuses concepts from these disciplines in a manner which not only enriches both SL and SO, but also provides a framework which supports rapid model updates and … Read more