350497c72606f188f83b68588140f0058190559b,GPy/examples/dimensionality_reduction.py,,mrd_simulation,#Any#,102

Before Change

    Y3 -= Y3.mean(0)
    Y1 /= Y1.std(0)
    Y2 /= Y2.std(0)
    Y3 /= Y3.std(0)

    Slist = [s1, s2, sS]
    Ylist = [Y1, Y2]

After Change

    m = mrd.MRD(*Ylist, Q=Q, M=M, kernel=k, initx="concat", _debug=False)
    m.ensure_default_constraints()

    for i, Y in enumerate(Ylist):
        m.set("{}_noise".format(i + 1), Y.var() / 100.)

//     import ipdb;ipdb.set_trace()
    cstr = "variance"
    m.unconstrain(cstr); m.constrain_bounded(cstr, 1e-15, 1.)

//     print "initializing beta"

Instances