Simpler, Faster, and More Robust T-Test Based Leakage Detection

A. Adam Ding; Cong Chen; Thomas Eisenbarth

doi:10.1007/978-3-319-43283-0_10

Simpler, Faster, and More Robust T-Test Based Leakage Detection

A. Adam Ding, Cong Chen, Thomas Eisenbarth

Institute of IT-Security

Abstract

The TVLA procedure using the t-test has become a popular leakage detection method. To protect against environmental fluctuation in laboratory measurements, we propose a paired t-test to improve the standard procedure. We take advantage of statistical matched-pairs design to remove the environmental noise effect in leakage detection. Higher order leakage detection is further improved with a moving average method. We compare the proposed test with standard t-test on synthetic data and physical measurements. Our results show that the proposed tests are robust to environmental noise.

Original language	English
Title of host publication	Constructive Side-Channel Analysis and Secure Design
Editors	François-Xavier Standaert, Elisabeth Oswald
Number of pages	21
Volume	9689
Publisher	Springer International Publishing
Publication date	23.07.2016
Pages	163-183
ISBN (Print)	978-3-319-43282-3
ISBN (Electronic)	978-3-319-43283-0
DOIs	https://doi.org/10.1007/978-3-319-43283-0_10
Publication status	Published - 23.07.2016
Event	7th International Workshop on Constructive Side-Channel Analysis and Secure Design - Graz, Austria Duration: 14.04.2016 → 15.04.2016

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10.1007/978-3-319-43283-0_10

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title = "Simpler, Faster, and More Robust T-Test Based Leakage Detection",

abstract = "The TVLA procedure using the t-test has become a popular leakage detection method. To protect against environmental fluctuation in laboratory measurements, we propose a paired t-test to improve the standard procedure. We take advantage of statistical matched-pairs design to remove the environmental noise effect in leakage detection. Higher order leakage detection is further improved with a moving average method. We compare the proposed test with standard t-test on synthetic data and physical measurements. Our results show that the proposed tests are robust to environmental noise.",

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Ding, AA, Chen, C & Eisenbarth, T 2016, Simpler, Faster, and More Robust T-Test Based Leakage Detection. in F-X Standaert & E Oswald (eds), Constructive Side-Channel Analysis and Secure Design. vol. 9689, Lecture Notes in Computer Science, vol. 9689, Springer International Publishing, pp. 163-183, 7th International Workshop on Constructive Side-Channel Analysis and Secure Design, Graz, Austria, 14.04.16. https://doi.org/10.1007/978-3-319-43283-0_10

Simpler, Faster, and More Robust T-Test Based Leakage Detection. / Ding, A. Adam; Chen, Cong; Eisenbarth, Thomas.
Constructive Side-Channel Analysis and Secure Design. ed. / François-Xavier Standaert; Elisabeth Oswald. Vol. 9689 Springer International Publishing, 2016. p. 163-183 (Lecture Notes in Computer Science; Vol. 9689).

Research output: Chapters in Books/Reports/Conference Proceedings › Chapter › peer-review

TY - CHAP

T1 - Simpler, Faster, and More Robust T-Test Based Leakage Detection

AU - Ding, A. Adam

AU - Chen, Cong

AU - Eisenbarth, Thomas

PY - 2016/7/23

Y1 - 2016/7/23

N2 - The TVLA procedure using the t-test has become a popular leakage detection method. To protect against environmental fluctuation in laboratory measurements, we propose a paired t-test to improve the standard procedure. We take advantage of statistical matched-pairs design to remove the environmental noise effect in leakage detection. Higher order leakage detection is further improved with a moving average method. We compare the proposed test with standard t-test on synthetic data and physical measurements. Our results show that the proposed tests are robust to environmental noise.

AB - The TVLA procedure using the t-test has become a popular leakage detection method. To protect against environmental fluctuation in laboratory measurements, we propose a paired t-test to improve the standard procedure. We take advantage of statistical matched-pairs design to remove the environmental noise effect in leakage detection. Higher order leakage detection is further improved with a moving average method. We compare the proposed test with standard t-test on synthetic data and physical measurements. Our results show that the proposed tests are robust to environmental noise.

UR - https://www.researchgate.net/publication/305636290_Simpler_Faster_and_More_Robust_T-Test_Based_Leakage_Detection

U2 - 10.1007/978-3-319-43283-0_10

DO - 10.1007/978-3-319-43283-0_10

M3 - Chapter

SN - 978-3-319-43282-3

VL - 9689

T3 - Lecture Notes in Computer Science

SP - 163

EP - 183

BT - Constructive Side-Channel Analysis and Secure Design

A2 - Standaert, François-Xavier

A2 - Oswald, Elisabeth

PB - Springer International Publishing

T2 - 7th International Workshop on Constructive Side-Channel Analysis and Secure Design

Y2 - 14 April 2016 through 15 April 2016

ER -

Simpler, Faster, and More Robust T-Test Based Leakage Detection

Abstract

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