Human-Centric Interfaces for Ambient Intelligence

CHAPTER 15 New Frontiers in Machine Learning for Predictive User Modeling

Ashish Kapoor

Microsoft Research, Redmond, Washington

• 15.1 Introduction 374
  • 15.1.1 Multimodal Affect Recognition 375
  • 15.1.2 Modeling Interruptability 377
  • 15.1.3 Classifying Voice Mails 377
  • 15.1.4 Brain–Computer Interfaces for Visual Recognition 377
• 15.2 A Quick Primer: Gaussian Process Classification 378
• 15.3 Sensor Fusion 379
  • 15.3.1 Multimodal Sensor Fusion for Affect Recognition 380
  • 15.3.2 Combining Brain–Computer Interface with Computer Vision 381
• 15.4 Semisupervised Learning 383
  • 15.4.1 Semisupervised Affect Recognition 384
• 15.5 Active Learning 386
  • 15.5.1 Modeling Interruptability 386
  • 15.5.2 Classifying Voice Mails 387
• 15.6 Conclusions 390
• Acknowledgments ...