AAI_2025_Capstone_Chronicles_Combined

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Contents

Introduction

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Data Summary

5 FeaturesandDataCharacteristics. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 DataPreparation....................................... 6 Variable Relevance and Relationships for Clustering . . . . . . . . . . . . . . . . . . . . 6

Background 8 Existing Applications of Deep Clustering . . . . . . . . . . . . . . . . . . . . . . . . . 11

Experimental Methods

11 DECModelOverview ................................... 11 LSTM-DECBasedModel .............................. 12 LSTM-DECModelOptimization.............................. 13 FinalModelOptimization.................................. 13 HumanEvaluation .................................. 15 AlternativeModelsOverview................................ 15 AlternativeModelsOptimization.............................. 16

Results

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Conclusions

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Appendix A: LLM Interpretation of DEC Clusters

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Appendix B: Faceting Example

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Appendix C: Prompt Library

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