4 research outputs found
Logistic regression over encrypted data from fully homomorphic encryption
- Author
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- Field of study
Privacy-preserving computations of predictive medical models with minimax approximation and non-adjacent form
- Author
- Publication venue
- Springer Verlag
- Publication date
- 01/04/2017
- Field of study
© International Financial Cryptography Association 2017. In 2014, Bos et al. introduced a cloud service scenario to provide private predictive analyses on encrypted medical data, and gave a proof of concept implementation by utilizing homomorphic encryption (HE) scheme. In their implementation, they needed to approximate an analytic predictive model to a polynomial, using Taylor approximations. However, their approach could not reach a satisfactory compromise so that they just restricted the pool of data to guarantee suitable accuracy. In this paper, we suggest and implement a new efficient approach to provide the service using minimax approximation and Non-Adjacent Form (NAF) encoding. With our method, it is possible to remove the limitation of input range and reduce maximum errors, allowing faster analyses than the previous work. Moreover, we prove that the NAF encoding allows us to use more efficient parameters than the binary encoding used in the previous work or balaced base-B encoding. For comparison with the previous work, we present implementation results using HElib. Our implementation gives a prediction with 7-bit precision (of maximal error 0.0044) for having a heart attack, and makes the prediction in 0.5 s on a single laptop. We also implement the private healthcare service analyzing a Cox Proportional Hazard Model for the first time.N
Nonlinear optimization of a new polynomial tyre model
- Author
- A Ferrara
- A Ferrara
- A Ortiz
- Alberto LĂłpez
- Antonio Ortiz
- B Balaram
- CG Broyden
- CG Broyden
- Cristina Moriano
- D Marquardt
- DE Goldberg
- DM Gay
- E Kvaalen
- EY Remez
- FML Amirouche
- HB Pacejka
- J Nocedal
- J Valdvogel
- JA Cabrera
- JA Nelder
- JC Lagarias
- JH Holland
- José Luis Olazagoitia
- L Fox
- M Abramowitz
- MJD Powel
- MJD Powell
- R Fletcher
- V Totik
- WC Davidon
- WY Sun
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- Field of study
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- Van Lancker
- Van Lancker
- Van Lancker
- Van Lancker Sidtis
- Van Lancker Sidtis
- Van Lancker Sidtis
- Van Lancker Sidtis
- Van Lancker Sidtis
- Van Lancker Sidtis
- Van Lancker Sidtis
- Van Lierde
- Van Lierde
- Van Opzeeland
- Van Wallendael
- Vanags
- Vargas
- Vennard
- Verhulst
- Vilkki
- Vingerhoets
- Voiers
- von Kriegstein
- von Kriegstein
- von Kriegstein
- von Kriegstein
- Vorperian
- Vorperian
- Vorperian
- Voyer
- Vrij
- Vukovic
- Wagner
- Wahlin
- Waksler
- Walden
- Walker
- Waln
- Walton
- Wang
- Wang
- Wang
- Ward
- Ward
- Ward
- Warren
- Warren
- Warrington
- Watanabe
- Wayland
- Weinberg
- Weirich
- Weismer
- Weismer
- Welch
- Welles
- Wells
- Wennerstrom
- Werner
- Werner
- Wertheimer
- Whalen
- Whipple
- Whiteley
- Whiteside
- Whiteside
- Whiteside
- Whitman-Linsen
- Wichmann
- Wichmann
- Wicklund
- Wiethoff
- Wilder
- Wilder
- Wildgruber
- Wildgruber
- Wilding
- Wilkinson
- Williams
- Williams
- Williams
- Willis
- Wilson
- Winer
- Winkworth
- Winkworth
- Winograd
- Winters
- Wirz
- Wodehouse
- Wolfe
- Wolfe
- Wong
- Wong
- Wong
- Woo
- Woodson
- Wray
- Wray
- Wray
- Wray
- Wuyts
- Xue
- Xue
- Xue
- Yarmey
- Yarmey
- Yarmey
- Yarmey
- Yarmey
- Yarmey
- Yin
- Yoshida
- Yost
- Young
- Young
- Young
- Young
- Young
- Yule
- Zajonc
- Zajonc
- Zajonc
- Zander
- Zatorre
- Zatorre
- Zemlin
- Zetterholm
- Zetterholm
- Zhang
- Zhang
- Zhang
- Zhao
- Zuckerman
- Zuckerman
- Zuckerman
- Zuckerman
- Zuckerman
- Zuckerman
- Zuckerman
- Publication venue
- 'Wiley'
- Publication date
- Field of study