Magic Moments: Moment-based Approaches to Structured Output Prediction

Lecture slides:

• Magic Moments: Moment-based Approaches to Structured Output Prediction
• Outline
• Structured data everywhere!!!
• Learning with structured data
• Supervised learning
• Classification
• Sequence labeling
• Sequence alignment
• RNA secondary structure prediction
• Sequence parsing
• Generative models
• Discriminative models
• Learning in structured output spaces
• Encoding
• Learning in structured output spaces
• Computing moments
• Learning in structured output spaces
• Z-score
• Previous approaches
• SODA
• Rademacher bound
• Z-score approach
• Iterative approach
• Experimental results
• Conclusions
• Thank you

Author: Elisa Ricci, University Of Perugia