Conclusion

• New notion of surprising patterns based on

  • Joint support expected from marginals
  • Variation of joint support along time

• Robust MDL formulation

• Efficient algorithms

  • Near-optimal segmentation using shortest path
  • Pruning criteria

• Successful application to real data

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