Robust Wavelength Selection for Partial Least Squares Sugar Content Estimation Using Combinatorial Bayesian Optimization

arXiv:2607.27645 · stat.ML, cs.LG · Submitted 2026-07-30 · Read on arXiv

Mitsunobu Kanebako, Ami S. Koshikawa, Masaru Hitomi, Takuro Tanaka, Mahito Chiba, Maiko Mori, Masayuki Ohzeki

stat.ML, cs.LG

Submitted: 2026-07-30

Code: https://github.com/nevernervous78/nirpyresearch

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Papers — 19× in this paper · explained in 3 episodes
• Accuracy — 16× in this paper · explained in 1 episode
• Acquisition Function — 13× in this paper · explained in 1 episode
• Consistency — 12× in this paper · explained in 3 episodes
• Surrogate Model — 10× in this paper · explained in 3 episodes
• Robustness — 9× in this paper · explained in 6 episodes
• Bayesian Optimization — 8× in this paper · explained in 3 episodes
• Hamming Distance — 8× in this paper · explained in 2 episodes
• Objective Function — 6× in this paper · explained in 2 episodes
• Interpretability — 5× in this paper · explained in 15 episodes
• Feature Selection — 3× in this paper · explained in 4 episodes
• Generalization — 3× in this paper · explained in 14 episodes
• Quantum Annealing — 3× in this paper · explained in 2 episodes
• Combinatorial Optimization — 2× in this paper · explained in 2 episodes
• Latent Variables — 2× in this paper · explained in 2 episodes
• Overfitting — 2× in this paper · explained in 2 episodes
• Coherence — 1× in this paper · explained in 2 episodes
• Genetic Algorithm (GA) — 1× in this paper · explained in 2 episodes
• Quantum Annealing (QA) — 1× in this paper · explained in 3 episodes
• Selection Bias — 1× in this paper · explained in 5 episodes
• Sparsity — 1× in this paper · explained in 5 episodes

Sources

• Quantum-classical hybrid algorithm using quantum annealing for multi-objective job shop scheduling
• Distinguishing thermal versus quantum annealing using probability-flux signatures across interaction networks
• Next-Generation Topology of D-Wave Quantum Processors
• Fast clique minor generation in Chimera qubit connectivity graphs

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