Quantum Algorithm on Logistic Regression Problem

被引：0

作者：

Kim, Jun Suk ^{[1
]}

Ahn, Chang Wook ^{[1
]}

机构：

[1] Gwangju Inst Sci & Technol, Sch Elect Engn & Comp Sci, Gwangju, South Korea

来源：

IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | 2019年 / E102D卷 / 04期

关键词：

quantum machine learning; Deutsch-Jozsa Algorithm; logistic regression; feature selection;

D O I：

10.1587/transinf.2018EDL8223

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

We examine the feasibility of Deutsch-Jozsa Algorithm, a basic quantum algorithm, on a machine learning-based logistic regression problem. Its major property to distinguish the function type with an exponential speedup can help identify the feature unsuitability much more quickly. Although strict conditions and restrictions to abide exist, we reconfirm the quantum superiority in many aspects of modern computing.

引用

页码：856 / 858

页数：3

共 50 条

[41] Landslide Susceptibility Assessment for Maragheh County, Iran, Using the Logistic Regression Algorithm
Cemiloglu, Ahmed
Zhu, Licai
Mohammednour, Agab Bakheet
Azarafza, Mohammad
Nanehkaran, Yaser Ahangari
LAND, 2023, 12 (07)
[42] Prediction model of agricultural water quality based on optimized logistic regression algorithm
RongLi Gai
Hao Zhang
EURASIP Journal on Advances in Signal Processing, 2023
[43] Stability Selection using a Genetic Algorithm and Logistic Linear Regression on Healthcare Records
Zamuda, Ales
Zarges, Christine
Stiglic, Gregor
Hrovat, Goran
PROCEEDINGS OF THE 2017 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE COMPANION (GECCO'17 COMPANION), 2017, : 143 - 144
[44] A Third-Order Majorization Algorithm for Logistic Regression With Convergence Rate Guarantees
Zhao, Licheng
Pu, Wenqiang
Zhou, Rui
Shi, Qingjiang
IEEE SIGNAL PROCESSING LETTERS, 2024, 31 : 1700 - 1704
[45] K′ times k-means logistic regression algorithm for imbalanced classification
Zhang, Yanfeng
Wang, Lichun
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2023, 52 (09) : 4252 - 4259
[46] Comparison Of Multinomial Naive Bayes Algorithm And Logistic Regression For Intent Classification In Chatbot
Setyawan, Muhammad Yusril Helmi
Awangga, Rolly Maulana
Efendi, Safif Rafi
PROCEEDINGS OF THE 2018 INTERNATIONAL CONFERENCE ON APPLIED ENGINEERING (ICAE), 2018,
[47] Prediction model of agricultural water quality based on optimized logistic regression algorithm
Gai, RongLi
Zhang, Hao
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2023, 2023 (01)
[48] Prediction of the rate of penetration using logistic regression algorithm of machine learning model
Deng S.
Wei M.
Xu M.
Cai W.
Arabian Journal of Geosciences, 2021, 14 (21)
[49] Bayesian Logistic Regression Model Choice via Laplace-Metropolis Algorithm
Eskandari, Farzad
Meshkani, M. Reza
JIRSS-JOURNAL OF THE IRANIAN STATISTICAL SOCIETY, 2006, 5 (1-2): : 9 - 24
[50] Genetic algorithm with logistic regression feature selection for Alzheimer’s disease classification
R. Divya
R. Shantha Selva Kumari
Neural Computing and Applications, 2021, 33 : 8435 - 8444

← 1 2 3 4 5 →