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活动简介

Many computer applications result in large volumes of data that require a set of techniques and tools to extract useful information for decision support, prediction, exploration and understanding of the phenomena governing the data sources. This workshop aims to bring together professionals, researchers, and practitioners to discuss efficient techniques, methods and tools to manage, exploit and interpret the increasing volumes of data in environments that may change continuously. The goal is to build models that are able to tackle and govern the high variability in stationary or non-stationary or complex hybrid systems. Such systems are relevant to various applications such as: medical diagnostics, robotics, business, industrial control, fault detection, quality control, surface inspection, system identification, transportation, communications, web applications, environmental monitoring, biomedical systems, decision support systems, and security. This workshop invites submissions featuring new advances in the area of machine learning and data mining.

征稿信息

重要日期

2016-08-06
初稿截稿日期
2016-10-01
终稿截稿日期

征稿范围

Topics covered by this workshop include but are not limited to:

  • Supervised learning (Single- and multi-label classification)

  • Unsupervised learning

  • Semi-supervised learning

  • Active learning

  • Deep learning

  • Reinforcement learning

  • Regression and approximation 

  • Data mining and knowledge discovery

  • Ensemble methods (bagging, boosting, model fusion techniques, etc)

  • Feature selection and reduction 

  • Incremental and online learning 

  • Concept drift and shift in data streams

  • Adaptive data pre-processing

  • Real world applications such as:

  1. Big Data

  2. Cloud computing

  3. Modelling and system identification

  4. Time-Series prediction and forecasting 

  5. Quality control systems and condition monitoring

  6. Fault detection, isolation, identification and diagnosis

  7. Predictive maintenance and prognostics 

  8. Internet

  9. Decision support systems

  10. (Bio)Medical applications 

  11. Robotics, intelligent transport and advanced manufacturing

  12. Multi-media applications

  13. Social networksAuthors 

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重要日期
  • 会议日期

    12月18日

    2016

    12月20日

    2016

  • 08月06日 2016

    初稿截稿日期

  • 10月01日 2016

    终稿截稿日期

  • 12月20日 2016

    注册截止日期

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