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相关论文: Refined Composite Multiscale Dispersion Entropy an…

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Multiscale entropy (MSE) has been a prevalent algorithm to quantify the complexity of fluctuations in the local mean value of biomedical time series. Recent developments in the field have tried to improve the MSE by reducing its variability…

计算工程、金融与科学 · 计算机科学 2017-05-04 Hamed Azami , Alberto Fernandez , Javier Escudero

Objective: Due to the non-linearity of numerous biomedical signals, non-linear analysis of multi-channel time series, notably multivariate multiscale entropy (mvMSE), has been extensively used in biomedical signal processing. However, mvMSE…

定量方法 · 定量生物学 2017-04-14 Hamed Azami , Alberto Fernandez , Javier Escudero

Fluctuation-based dispersion entropy (FDispEn) is a new approach to estimate the dynamical variability of the fluctuations of signals. It is based on Shannon entropy and fluctuation-based dispersion patterns. To quantify the physiological…

神经元与认知 · 定量生物学 2019-03-01 Hamed Azami , Steven E. Arnold , Saeid Sanei , Zhuoqing Chang , Guillermo Sapiro , Javier Escudero , Anoopum S. Gupta

Permutation patterns-based approaches, such as permutation entropy (PerEn), have been widely and successfully used to analyze data. However, these methods have two main shortcomings. First, when a series is symbolized based on permutation…

信息论 · 计算机科学 2017-08-04 Hamed Azami , Javier Escudero

Multiscale fuzzy entropy (MFE) has been a prevalent tool to quantify the complexity of time series. However, it is extremely sensitive to the predetermined parameters and length of time series and it may yield an inaccurate estimation of…

数据分析、统计与概率 · 物理学 2017-10-05 Zhanwei Jiang , Jinde Zheng , Haiyang Pan , Ziwei Pan

As the result of the growing importance of the Human Computer Interface system, understanding human's emotion states has become a consequential ability for the computer. This paper aims to improve the performance of emotion recognition by…

定量方法 · 定量生物学 2018-09-25 Kuan Tung , Po-Kang Liu , Yu-Chuan Chuang , Sheng-Hui Wang , An-Yeu Wu

Here we present an application of two maxentropic procedures to determine the probability density distribution of compound sums of random variables, using only a finite number of empirically determined fractional moments. The two methods…

风险管理 · 定量金融 2014-11-25 Erika Gomes-Gonçalves , Henryk Gzyl , Silvia Mayoral

Doubly selective (DS) channel estimation in largescale multiple-input multiple-output (MIMO) systems is a challenging problem due to the requirement of unaffordable pilot overheads and prohibitive complexity. In this paper, we propose a…

信息论 · 计算机科学 2015-11-10 Bo Gong , Qibo Qin , Xiang Ren , Lin Gui , Hanwen Luo , Wen Chen

Motivated by emerging technologies for energy efficient analog computing and continuous-time processing, this paper proposes continuous-time minimum mean squared error estimation for multiple-input multiple-output (MIMO) systems based on an…

信息论 · 计算机科学 2022-09-05 Ayano Nakai-Kasai , Tadashi Wadayama

To quantify the complexity of a system, entropy-based methods have received considerable critical attentions in real-world data analysis. Among numerous entropy algorithms, amplitude-based formulas, represented by Sample Entropy, suffer…

信号处理 · 电气工程与系统科学 2022-01-12 Hongjian Xiao , Danilo P. Mandic

Remaining useful life (RUL) prediction based on vibration signals is crucial for ensuring the safe operation and effective health management of rotating machinery. Existing studies often extract health indicators (HI) from time domain and…

信号处理 · 电气工程与系统科学 2024-06-26 Yunchong Long , Qinkang Pang , Guangjie Zhu , Junxian Cheng , Xiangshun Li

Mendelian randomization (MR) is a widely used tool for causal inference in the presence of unmeasured confounders, which uses single nucleotide polymorphisms (SNPs) as instrumental variables to estimate causal effects. However, SNPs often…

统计方法学 · 统计学 2025-04-29 Ruoyu Wang , Haoyu Zhang , Xihong Lin

By means of the concept of balanced estimation of diffusion entropy we evaluate reliable scale-invariance embedded in different sleep stages and stride records. Segments corresponding to Wake, light sleep, REM, and deep sleep stages are…

无序系统与神经网络 · 物理学 2012-11-14 Wenqing Zhang , Lu Qiu , Qin Xiao , Huijie Yang , Qingjun Zhang , Jianyong Wang

Quantifying the complexity and irregularity of time series data is a primary pursuit across various data-scientific disciplines. Sample entropy (SampEn) is a widely adopted metric for this purpose, but its reliability is sensitive to the…

应用统计 · 统计学 2024-05-13 Zachary Blanks , Donald E. Brown

We introduce Extrema-Segmented Entropy (ExSEnt), a feature-decomposed framework for quantifying time-series complexity that separates temporal from amplitude contributions. The method partitions a signal into monotonic segments by detecting…

混沌动力学 · 物理学 2025-09-30 Sara Kamali , Fabiano Baroni , Pablo Varona

The ability to accurately detect onset of dementia is important in the treatment of the disease. Clinically, the diagnosis of Alzheimer Disease (AD) and Mild Cognitive Impairment (MCI) patients are based on an integrated assessment of…

信号处理 · 电气工程与系统科学 2022-11-18 Wan-Ting Hsieh , Jeremy Lefort-Besnard , Hao-Chun Yang , Li-Wei Kuo , Chi-Chun Lee

Diffusion Magnetic Resonance Imaging (dMRI) is one of the most important contemporary non-invasive modalities for probing tissue structure at the microscopic scale. The majority of dMRI techniques employ standard single diffusion encoding…

Electrocardiogram (EMG) signals play a significant role in decoding muscle contraction information for robotic hand prosthesis controllers. Widely applied decoders require large amount of EMG signals sensors, resulting in complicated…

最优化与控制 · 数学 2022-11-30 Jin Ren , Guohui Song , Lucia Tabacu , Yuesheng Xu

The complexity of a signal can be measured by the Recurrence period density entropy (RPDE) from the reconstructed phase space. We have chosen a window based RPDE method for the classification of signals, as RPDE is an average entropic…

The industry of wearable remote health monitoring system keeps growing. In the diagnosis of cardiovascular disease, Electrocardiography~(ECG) waveform is one of the major tools which is thus widely taken as the monitoring objective. For the…

信息论 · 计算机科学 2017-04-07 Pengda Huang
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