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Jun 9, 2017 at 2:12 comment added Charlie Parker I'm confused what your asking. Are you confused why SGD is not able to get trapped in saddle point because of the inherit noise SGD has, so according to you it should be able to escape? (unlike if it was full batch GD then if the gradient is zero and no noise then it can't escape, is that what your asking?)
Jun 9, 2017 at 1:51 answer added Ali Abbasinasab timeline score: 4
S May 15, 2017 at 16:15 history bounty ended Sorrow
S May 15, 2017 at 16:15 history notice removed Sorrow
May 12, 2017 at 1:05 answer added Antimony timeline score: 22
May 11, 2017 at 15:02 answer added Aksakal timeline score: 0
May 11, 2017 at 13:26 comment added EngrStudent Moti gets it. The saddle point with very high slopes and surrounded by zero slope launches a gradient descent with large-steps into "the badlands" from which it cannot recover. Think about looking for a well on an essentially flat plain. Now think about the well as dry, and with an ant-hill in the center. A gradient-descent that lands on the ant-hill, but not at the exact top, is going to shoot the search out radially. Now imagine that the step-size for the search is a thousand times larger than the diameter of the well. If the search ever finds the well, the anthill shoots it to montana
May 11, 2017 at 13:14 answer added MotiNK timeline score: 0
May 11, 2017 at 12:50 history edited GeoMatt22 CC BY-SA 3.0
fix typos, remove "saddle point approximation" tag
S May 11, 2017 at 12:44 history bounty started Sorrow
S May 11, 2017 at 12:44 history notice added Sorrow Authoritative reference needed
May 10, 2017 at 10:11 history tweeted twitter.com/StackStats/status/862248608036466688
May 7, 2017 at 17:48 history edited Fixining_ranges CC BY-SA 3.0
edited body
May 7, 2017 at 15:33 review First posts
May 7, 2017 at 15:54
May 7, 2017 at 15:24 history asked Fixining_ranges CC BY-SA 3.0