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Peak Detection Method Evaluation for Ion Mobility Spectrometry by Using Machine Learning Approaches
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1002/cem.998openalex-snapshot
Reduction of ion mobility spectrometry data by clustering characteristic peak structures
inferredcites →https://doi.org/10.1007/978-0-387-84858-7openalex-snapshot
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
inferredcites →https://doi.org/10.1007/s12127-008-0012-7openalex-snapshot
Peak finding and referencing in MCC/IMS-data
inferredcites →https://doi.org/10.1007/s12127-009-0027-8openalex-snapshot
Breit-Wigner-Function and IMS-signals
inferredcites →https://doi.org/10.1007/s12127-011-0081-xopenalex-snapshot
Statistical and bioinformatical methods to differentiate chronic obstructive pulmonary disease (COPD) including lung cancer from healthy control by breath analysis using ion mobility spectrometry
inferredcites →https://doi.org/10.1007/s12127-011-0086-5openalex-snapshot
Ion mobility spectrometry: a personal retrospective
inferredcites →https://doi.org/10.1007/s12127-012-0090-4openalex-snapshot
Detection of characteristic clusters in IMS-Spectrograms of exhaled air polluted with environmental contaminants
inferredcites →https://doi.org/10.1016/j.chroma.2005.01.055openalex-snapshot
Detection of human metabolites using multi-capillary columns coupled to ion mobility spectrometers
inferredcites →https://doi.org/10.1016/j.jchromb.2012.10.028openalex-snapshot
Ion mobility spectrometry for detection of skin volatiles
inferredcites →https://doi.org/10.1021/ac102110yopenalex-snapshot
Automated Peak Detection and Matching Algorithm for Gas Chromatography−Differential Mobility Spectrometry
inferredcites →https://doi.org/10.1021/ac60214a047openalex-snapshot
Smoothing and Differentiation of Data by Simplified Least Squares Procedures.
inferredcites →https://doi.org/10.1088/1752-7155/3/3/034001openalex-snapshot
Ion mobility spectrometry coupled with multi-capillary columns for metabolic profiling of human breath
inferredcites →https://doi.org/10.1109/34.87344openalex-snapshot
Watersheds in digital spaces: an efficient algorithm based on immersion simulations
inferredcites →https://doi.org/10.1111/j.1439-0507.2011.02037.xopenalex-snapshot
Detection of characteristic metabolites of Aspergillus fumigatus and Candida species using ion mobility spectrometry - metabolic profiling by volatile organic compounds
inferredcites →https://doi.org/10.1145/130385.130401openalex-snapshot
A training algorithm for optimal margin classifiers
inferredcites →https://doi.org/10.1186/1471-2105-12-77openalex-snapshot
pROC: an open-source package for R and S+ to analyze and compare ROC curves
inferredcites →https://doi.org/10.17877/de290r-14219openalex-snapshot
Identification and quantification of peaks in spectrometric data
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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Identifying Nickel Contamination in Soil Using Vis-Nir Data and Machine Learning: Dealing with Imbalanced Datasets
inferred← citeshttps://doi.org/10.1002/jssc.202400051openalex-snapshot
Deep learning framework for peak detection at the intact level of therapeutic proteins
inferred← citeshttps://doi.org/10.1007/978-3-030-25147-5_3openalex-snapshot
Modelling and Classification of GC/IMS Breath Gas Measurements for Lozenges of Different Flavours
inferred← citeshttps://doi.org/10.1007/978-3-662-44753-6_18openalex-snapshot
An Online Peak Extraction Algorithm for Ion Mobility Spectrometry Data
inferred← citeshttps://doi.org/10.1007/s12127-014-0145-9openalex-snapshot
Signals of neutropenia in human breath?
inferred← citeshttps://doi.org/10.1007/s12127-014-0147-7openalex-snapshot
Signals in asbestos related diseases in human breath - preliminary results
inferred← citeshttps://doi.org/10.1007/s12127-018-0229-zopenalex-snapshot
Application of multi-capillary column – ion mobility spectrometry (MCC-IMS) in rubber chemistry and technology
inferred← citeshttps://doi.org/10.1016/j.aca.2024.342204openalex-snapshot
Automated 2D peak detection in gas chromatography-ion mobility spectrometry through persistent homology
inferred← citeshttps://doi.org/10.1016/j.hazadv.2024.100489openalex-snapshot
Leveraging visible-near-infrared spectroscopy and machine learning to detect nickel contamination in soil: Addressing class imbalances for environmental management
inferred← citeshttps://doi.org/10.1021/acs.analchem.0c04576openalex-snapshot
Discriminatory Detection of ssDNA by Surface-Enhanced Raman Spectroscopy (SERS) and Tree-Based Support Vector Machine (Tr-SVM)
inferred← citeshttps://doi.org/10.1039/c6an01008copenalex-snapshot
Chemometrics for ion mobility spectrometry data: recent advances and future prospects
inferred← citeshttps://doi.org/10.1088/0957-0233/25/6/065108openalex-snapshot
Towards point of care testing forC. difficileinfection by volatile profiling, using the combination of a short multi-capillary gas chromatography column with metal oxide sensor detection
inferred← citeshttps://doi.org/10.1088/1752-7155/10/1/016009openalex-snapshot
Diet-induced and mono-genetic obesity alter volatile organic compound signature in mice
inferred← citeshttps://doi.org/10.1088/1752-7155/10/3/034002openalex-snapshot
A systematic review of breath analysis and detection of volatile organic compounds in COPD
inferred← citeshttps://doi.org/10.1088/1752-7155/8/2/027104openalex-snapshot
Ion mobility spectrometry in breath research
inferred← citeshttps://doi.org/10.1088/1752-7155/9/2/027106openalex-snapshot
Application of an artificial neural network model for selection of potential lung cancer biomarkers
inferred← citeshttps://doi.org/10.1117/12.2518929openalex-snapshot
Machine learning based spectral interpretation in chemical detection
inferred← citeshttps://doi.org/10.1186/1471-2105-15-25openalex-snapshot
A modular computational framework for automated peak extraction from ion mobility spectra
inferred← citeshttps://doi.org/10.1186/s13015-015-0045-5openalex-snapshot
An online peak extraction algorithm for ion mobility spectrometry data
inferred← citeshttps://doi.org/10.1371/journal.pone.0114555openalex-snapshot
Exhaled Breath Analysis for Lung Cancer Detection Using Ion Mobility Spectrometry
inferred← citeshttps://doi.org/10.1371/journal.pone.0184321openalex-snapshot
A detailed comparison of analysis processes for MCC-IMS data in disease classification—Automated methods can replace manual peak annotations
inferred← citeshttps://doi.org/10.17877/de290r-17270openalex-snapshot
Unimodal spline regression and its use in various applications with single or multiple modes
inferred← citeshttps://doi.org/10.2478/bipie-2021-0003openalex-snapshot
Preprocessing Methods for GC-IMS Image Analysis
inferred← citeshttps://doi.org/10.3390/cancers14133182openalex-snapshot
External Validation of a Breath-Based Prediction Model for Malignant Pleural Mesothelioma
inferred← citeshttps://doi.org/10.3390/metabo10100393openalex-snapshot
BALSAM—An Interactive Online Platform for Breath Analysis, Visualization and Classification
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Metabolites Best Paper Awards for 2015
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Using the Expectation Maximization Algorithm with Heterogeneous Mixture Components for the Analysis of Spectrometry Data
inferred← citeshttps://doi.org/10.48550/arxiv.1606.01666openalex-snapshot
Beyond unimodal regression: modelling multimodality with piecewise unimodal regression or deconvolution models
inferred← citeshttps://doi.org/10.7287/peerj.preprints.1294v1openalex-snapshot
From raw ion mobility measurements to disease classification: a comparison of analysis processes
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