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Table 2 F1 score comparison with the data of Fig. 6

From: Infrared spectrum analysis of organic molecules with neural networks using standard reference data sets in combination with real-world data

Functional group

Fine et al. [9]

Own NIST

Own NIST

Own NIST

+Chemotion

+Chemotion sub

Alkane

0.9323

0.9562\(\pm 0.01\)

0.9377\(\pm 0.0\)

0.9515\(\pm 0.0\)

Methyl

0.931

0.9475\(\pm 0.0\)

0.9139\(\pm 0.01\)

0.925\(\pm 0.01\)

Alkene

0.8196

0.8579\(\pm 0.03\)

0.7965\(\pm 0.01\)

0.8443\(\pm 0.01\)

Alkyne

0.8481

0.9176\(\pm 0.04\)

0.7803\(\pm 0.03\)

0.837\(\pm 0.04\)

Alcohols

0.911

0.9656\(\pm 0.01\)

0.9173\(\pm 0.01\)

0.9564\(\pm 0.0\)

Amines

0.853

0.8592\(\pm 0.01\)

0.7639\(\pm 0.02\)

0.8225\(\pm 0.02\)

Nitriles

0.5533

0.6859\(\pm 0.07\)

0.7387\(\pm 0.03\)

0.7524\(\pm 0.08\)

Aromatics

0.9826

0.9759\(\pm 0.0\)

0.9682\(\pm 0.0\)

0.972\(\pm 0.0\)

Alkyl halides

0.8556

0.8105\(\pm 0.02\)

0.7583\(\pm 0.02\)

0.8594\(\pm 0.01\)

Esters

0.9138

0.9366\(\pm 0.02\)

0.9062\(\pm 0.01\)

0.9362\(\pm 0.01\)

Ketones

0.8572

0.8758\(\pm 0.02\)

0.8121\(\pm 0.02\)

0.8635\(\pm 0.01\)

Aldehydes

0.8667

0.9023\(\pm 0.08\)

0.805\(\pm 0.01\)

0.8697\(\pm 0.05\)

Carboxylic acids

0.9171

0.9228\(\pm 0.03\)

0.888\(\pm 0.04\)

0.9057\(\pm 0.03\)

Ether

0.9191

0.8565\(\pm 0.02\)

0.8268\(\pm 0.01\)

0.8318\(\pm 0.03\)

Acyl halides

0.7368

0.8907\(\pm 0.08\)

0.7789\(\pm 0.21\)

0.8339\(\pm 0.15\)

Amides

0.5578

0.8019\(\pm 0.03\)

0.8188\(\pm 0.02\)

0.8479\(\pm 0.04\)

Nitro

0.9334

0.9281\(\pm 0.03\)

0.8659\(\pm 0.05\)

0.9108\(\pm 0.03\)