.png){kind=icon}
返回
Information visualization and machine learning driven methods for impedimetric biosensing
.png){kind=icon}
PRE
AI
DOI：10.1016/j.trac.2023.117115.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
This review addresses the convergence of impedimetric biosensing technologies and computational methods facilitating data information visualization. The literature brings various methodologies and analytical techniques associated with impedance measurements for biosensing, ranging from versatile testing platforms to management decisions according to the reported detection level. To this end, there has been a growing need for multivariate methods in data analysis, with a steady increase in machine learning methods to determine biosensing parameters. It has been expanded to calibration, analysis, classification, regression procedures, and more recently, calibration space and data inspection rules to optimize the device performance. Consequently, there has been a significant improvement in the automation and accuracy of data, with immediate impacts on diagnostics and protocols in recent years. We focus here on impedimetric biosensing and how multivariate methods combined with machine learning tools (artificial neural network, random forest, decision three, support vector machine, etc.) contribute to the outstanding performance of these devices.
Keyword:
Impedance
Information visualization
Machine learning
Biosensor
期刊
IF:
12
论文数:
7.3K
被引数:
3.9W
机构
引用论文
Dual-modality impedimetric immunosensor for early detection of prostate-specific antigen and myoglobin markers based on antibody-molecularly imprinted polymer.png)
TALANTA
OAAI
TALANTAIF6.1
OAAI分享收藏Altered mucins and aquaporins indicate dry eye outcome in patients undergoing Vitreo-retinal surgeryPLOS ONEOAAI
PLOS ONEIF0
OAAI分享收藏Genosensor made with a self-assembled monolayer matrix to detect MGMT gene methylation in head and neck cancer cell lines用自组装单层基质制成的Genosensor检测头颈部癌细胞系中的MGMT基因甲基化TALANTA
TALANTAIF6.1
PREAI
分享收藏Nanostructured functional peptide films and their application in C-reactive protein immunosensorsBIOELECTROCHEMISTRYOAAI
BIOELECTROCHEMISTRYIF4.5
OAAI分享收藏Specific phages-based electrochemical impedimetric immunosensors for label-free and ultrasensitive detection of dual prostate-specific antigens基于特定噬菌体的电化学阻抗免疫传感器，用于无标记和超灵敏检测双重前列腺特异性抗原
PREAI
分享收藏Electrochemical immunosensors: Critical survey of different architectures and transduction strategies电化学免疫传感器: 不同结构和转导策略的批判性调查
PREAI
分享收藏
查看更多内容