~/talk

Data Deduplication For Redundant Graph Structures Files

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Investigates deduplication vs retrieval fragmentation by modeling files as self-avoiding walks on a graph and measuring worst-case chunk-read expansion. Proves the placement problem is NP‑hard (reduces to graph bandwidth), derives simple bounds (cycle bandwidth = 2) and gives a folding/zigzag algorithm for sparse Hamiltonian‑path graphs with an upper bound of about 9k/5 (~1.8) on expansion. Introduces recursive redundancy constructions inspired by Coffey–Klimesh that provably achieve bandwidth reduction (e.g., one extra copy linearizes a cycle), and reports these constructions as effective on the proposed graph models.

AI-written summary · about

  1. 0:00Introduction and context
  2. 1:18Data deduplication basics
  3. 2:22The fragmentation problem
  4. 6:07Retrieval and storage trade-offs
  5. 14:41Modeling files with graphs
  6. 19:14Mathematical analysis of layout
  7. 36:17Role of redundancy
  8. 45:43Conclusion and future research
  9. 48:10Q&A and closing remarks
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