DATABASE CONCEPTS+MYITLAB
DATABASE CONCEPTS+MYITLAB
18th Edition
ISBN: 9780134821245
Author: KROENKE
Publisher: PEARSON C
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Chapter 6, Problem 6.16RQ
Program Plan Intro

Two-phase locking:

The process in which the locks are acquired during the growing phase and released in a shrinking phase is called two-phase locking.

  • Serializability is the process of processing concurrent transaction which can be achieved through one of the number of different means.
  • One way of achieving serializability is two-phase locking.
  • Using this strategy, locks can be applied on transactions. When one of the locks is released first, no other locks can be applied on that particular transaction.
  • It prevents deadlock which occurs in distributed system.

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details explanation and background   We solve this using a Teacher–Student knowledge distillation framework: We train a Teacher model on a clean and complete dataset where both inputs and labels are available. We then use that Teacher to teach two separate Student models:  Student A learns from incomplete input (some sensor values missing). Student B learns from incomplete labels (RUL labels missing for some samples). We use knowledge distillation to guide both students, even when labels are missing. Why We Use Two Students Student A handles Missing Input Features: It receives input with some features masked out. Since it cannot see the full input, we help it by transferring internal features (feature distillation) and predictions from the teacher. Student B handles Missing RUL Labels: It receives full input but does not always have a ground-truth RUL label. We guide it using the predictions of the teacher model (prediction distillation). Using two students allows each to specialize in…
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