Inhalt

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   Contents
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   Introduction
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  Background and Related Work
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   Kernels and Distances
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   Kernels for Structured Data
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   Edit Distances
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   Metric Learning for Edit Distances
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   Learning Vector Quantization
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   Distance-based Time Series Prediction
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   Sequence Edit Distance Learning
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   Method
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   Experiments
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   Conclusion and Limitations
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   Tree Edit Distance Learning
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   Method
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   Experiments
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   Conclusion
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   Time Series Prediction for Structured Data
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   Background and Related Work
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   Method
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   Experiments
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   Discussion and Conclusion
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   Application to Intelligent Tutoring Systems
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   An integrated view of edit-based hint policies
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   Method
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   Experiments
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   Conclusion
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   Supervised Transfer Learning
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   Related Work
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   Method
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   Experiments
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   Conclusion
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   Application to Bionic Hand Prostheses
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   Experiments
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   Conclusion
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   Conclusions and Outlook
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   Publications in the Context of this Thesis
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   References
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   Glossary
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   Acronyms
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  Proofs
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   Proof of Theorem 2.1
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   Proof of Theorem 2.2
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   Proof of Theorem 2.3
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   Proof of Theorem 2.4
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   Proof of Theorem 2.5
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   Proof of Theorem 2.7
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   Proof of Theorem 2.8
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   Proof of Theorem 3.1
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   Proof of Theorem 3.2
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   Proof of Theorem 3.3
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   Proof of Theorem 3.4
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   Proof of Theorem 3.5
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   Proof of Theorem 4.2
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   Proof of Theorem 4.3
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   Proof of Theorem 5.1
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   Proof of Theorem 6.2
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   Kernelized Othogonal Matching Pursuit
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   Proof of Theorem 7.1