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RE: A: What is clustering in Data Science?
Just to give an extra example, jet clustering techniques are used on a daily basis in particle physics. At colliders, the production of a single quark or gluon leads to hundreds of particles that must be clustered into what we call a jet. The clustering algorithm is based on a specific distance taking into account the momenta and energies of the hundreds of out-going particles.