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Motivated by the insect olfactory system, which resolves both the identity and the quantity of a nectar in parallel based on the same sensory cue, we address the problem of Volatile Organic Compound (VOC) classification and regression in a unified setting. We derive a maximum margin formulation for minimizing the empirical regression error and the classification error jointly, and then call the sequential...
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