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Alan J. Michaels

6 papers hereh-index 181k citations76 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author1
  • last author5

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • eess.SP4
  • cs.LG2

identity via Semantic Scholar / OpenAlex

activity
20182022
most citedTraining Data Augmentation for Deep Learning Radio Frequency Systems

28 citations · 69 across the 6 of their papers we have counts for

collaborators
Showing 2022Show all

3 papers · 1 filter

eess.SP2022★ 3 cited

An Analysis of RF Transfer Learning Behavior Using Synthetic Data

Lauren J. Wong, Sean McPherson, Alan J. Michaels

Transfer learning (TL) techniques, which leverage prior knowledge gained from data with different distributions to achieve higher performance and reduced training time, are often u…

eess.SP2022★ 4 cited

Assessing the Value of Transfer Learning Metrics for RF Domain Adaptation

Lauren J. Wong, Sean McPherson, Alan J. Michaels

The use of transfer learning (TL) techniques has become common practice in fields such as computer vision (CV) and natural language processing (NLP). Leveraging prior knowledge gai…

cs.LG2022★ 2 cited

Training from Zero: Radio Frequency Machine Learning Data Quantity Forecasting

William H. Clark, Alan J. Michaels

The data used during training in any given application space is directly tied to the performance of the system once deployed. While there are many other factors that go into produc…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.