Integrated machine learning-based approach to evaluate authenticity in various food matrices via MALDI-TOF-MS technology
Posters | 2023 | Bruker | ASMSInstrumentation
MALDI, LC/MS, LC/TOF
IndustriesFood & Agriculture
ManufacturerBruker
Key wordsrois, probability, authenticity, food, milk, olive, oil, learning, greyscale, values, lipid, deep, classification, maldi, eis, origin, neural, region, refined, virgin, tof, convert, interest, convolutional, exemplifying, extracted, image, code, overfitting, investigate, roo, based, output, encodes, extra, network, mzxml, assessment, methodology, communicates, bits, inspired, evoo, pairwise, triacylglycerol, products, exploits, profile, sheep, model
Similar PDF
Use of MALDI-TOF mass spectrometry and machine learning to detect the adulteration of extra virgin olive oils
2018|Shimadzu|Posters
PO-CON1811E Use of MALDI-TOF mass spectrometry and machine learning to detect the adulteration of extra virgin olive oils ASMS 2018 MP 521 Simona Salivo1; Tom K. Abban1; Ismael Duque2; Luis Mancera2; Matthew E. Openshaw1 1 Shimadzu, Manchester, UK; 2 Clover…
Key words
machine, machinemaldi, maldilearning, learningvirgin, virginolive, oliveneural, neuraladulteration, adulterationoils, oilsextra, extratof, tofdetect, detectolo, oloooo, oooanns, annsoil
Methodologies for Food Fraud
2019|Agilent Technologies|Others
Food Fraud Guide Methodologies for Food Fraud Tips for robust experimental results Executive summary Knowing that food fraud scandals often drive public awareness and regulatory changes, the goal of this paper is to present analytical techniques and experimental methodologies, and…
Key words
prediction, predictionrice, ricenontargeted, nontargetedclass, classstatistical, statisticalfood, foodgeographic, geographiccan, canidentify, identifyfeature, featureauthenticity, authenticitydata, datasors, sorstools, toolsfinding
Extra-virgin olive oil authentication: triacylglycerol profiling and machine learning using the Shimadzu MALDI-8020/MALDI-8030 and eMSTAT Solution
2022|Shimadzu|Applications
MALDI-TOF Mass Spectrometry Analysis Application News MALDI-8030 Extra-virgin olive oil authentication: triacylglycerol profiling and machine learning using the Shimadzu MALDI-8020/MALDI-8030 and eMSTAT Solution™ S. Salivo User Benefits Minimal sample preparation which does not require labor-intensive procedures and excessive solvent…
Key words
evoo, evoosunflower, sunflowermachine, machinelearning, learningadulterated, adulteratedtag, tagmultivariate, multivariateoil, oilemstat, emstatldi, ldishimadzu, shimadzuanalysis, analysisauc, aucclassification, classificationpca
Extra-virgin olive oil authentication: triacylglycerol profiling and machine learning using the Shimadzu MALDI-8020/MALDI-8030 and eMSTAT Solution
2022|Shimadzu|Applications
MALDI-TOF Mass Spectrometry Analysis Application News MALDI-8030 Extra-virgin olive oil authentication: triacylglycerol profiling and machine learning using the Shimadzu MALDI-8020/MALDI-8030 and eMSTAT Solution™ S. Salivo (KRATOS ANALYTICAL LTD.) User Benefits Minimal sample preparation which does not require labor-intensive procedures…
Key words
evoo, evoosunflower, sunflowermachine, machinelearning, learningadulterated, adulteratedtag, tagmultivariate, multivariateoil, oilemstat, emstatldi, ldishimadzu, shimadzuanalysis, analysisclassification, classificationauc, aucpca