Supervised Learning Classifiers for Electrical Impedance-based Bladder State Detection
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Summary
This paper represents the first study to use machine learning for bladder state detection with electrical impedance measurements and the results show promise for impedance-based bladder state Detection to support those living with urinary incontinence.
- Type
- article
- Published
- 2018-03-29
- Cited by
- 43
- References
- 39
- Access
- Open access
- OpenAlex
- https://openalex.org/W2795280487
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:4395983
Keywords
Urinary incontinence, Artificial intelligence, Support vector machine, Computer science, Electrical impedance
References
- The Visible Human Project
- A Phase-Based Electrical Plethysmography Approach to Bladder Volume Measurement
- The prevalence of urinary incontinence among community dwelling adult women: results from the National Health and Nutrition Examination Survey.
- Cost-sensitive ensemble classifiers for microwave breast cancer detection
- Male urinary incontinence: prevalence, risk factors, and preventive interventions.
- Noninvasive electrical impedance analysis to measure human urinary bladder volume
- Bioimpedance and Bioelectricity Basics
- Electrical conductivity of tissue at frequencies below 1 MHz
- Efficient p ‐ InP ( Rh ‐ H alloy ) and p ‐ InP ( Re ‐ H alloy ) Hydrogen Evolving Photocathodes
- Impedance Ratio Method for Urine Conductivity-Invariant Estimation of Bladder Volume
- 6th International Consultation on Incontinence. Recommendations of the International Scientific Committee: EVALUATION AND TREATMENT OF URINARY INCONTINENCE, PELVIC ORGAN PROLAPSE AND FAECAL INCONTINENCE
- Bladder volume estimation from electrical impedance tomography
- The burden of lower urinary tract symptoms: evaluating the effect of LUTS on health‐related quality of life, anxiety and depression: EpiLUTS
- A review of errors in multi-frequency EIT instrumentation
- Design and evaluation of an ultrasound-based bladder volume monitor
- Pilot study: electrical impedance based tissue classification using support vector machine classifier
- The impact of overactive bladder, incontinence and other lower urinary tract symptoms on quality of life, work productivity, sexuality and emotional well‐being in men and women: results from the EPIC study
- Design of an Ultrasound Bladder Volume Measurement and Alarm System
- Urinary retention in adults: diagnosis and initial management.
- Type 2 diabetes mellitus and risk of stress, urge, and mixed urinary incontinence
Cited by
- Relationship Between Amyloid-β Positivity and Progression to Mild Cognitive Impairment or Dementia over 8 Years in Cognitively Normal Older Adults
- Image-based classification of bladder state using electrical impedance tomography
- Multiclass SVM for Bladder Volume Monitoring using Electrical Impedance Measurements
- Linear Regression for Estimating Bladder Volume with Voltage Signals
- Superior Memory Reduces 8-year Risk of Mild Cognitive Impairment and Dementia But Not Amyloid β-Associated Cognitive Decline in Older Adults.
- Detection of Vesicoureteral Reflux Using Electrical Impedance Tomography
- Analysis of measurement electrode location in bladder urine monitoring using electrical impedance
- Rates of age- and amyloid β-associated cortical atrophy in older adults with superior memory performance
- Cheminformatics Explorations of Natural Products.
- The Challenge of DNA Barcoding Saproxylic Beetles in Natural History Collections—Exploring the Potential of Parallel Multiplex Sequencing With Illumina MiSeq
- SiGe nanocrystals in SiO2 with high photosensitivity from visible to short-wave infrared
- Bladder Volume Monitoring Using Electrical Impedance Tomography With Simultaneous Multi-Tone Tissue Stimulation and DFT-Based Impedance Calculation Inside an FPGA
- Effects of Cilia Movement on Fluid Velocity: II Numerical Solutions Over a Fixed Domain
- A serological survey of Bacillus anthracis reveals widespread exposure to the pathogen in free-range and captive lions in Zimbabwe.
- Drivers of tropical soil invertebrate community composition and richness across tropical secondary forests using DNA metasystematics
- Construction and Simulation Analysis of 3D Model Based on Bladder
- A comprehensive survey on non-invasive wearable bladder volume monitoring systems
- Non-linear Optimization Scheme Applied to EIT Medical Images Based on the Gauss-Newton Method With Iterative Conductivity Update and Total Variation Regularization
- Electrical Impedance Tomography – Recent Applications and Developments
- Non-invasive urine volume estimation in the bladder by electrical impedance-based methods: A review.
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