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Re: Top-N recommendations from SVD - Mahout - [mail # user]
...I already committed a fix in that direction. I modified our FixedSizePriorityQueue to allow inspection of its head for direct comparison. This obviates the need to instantiate a Comparable a...
   Author: Sebastian Schelter, 2013-03-06, 16:07
Re: Top-N recommendations from SVD - Mahout - [mail # user]
...I tried to rework and optimize the code a little in trunk today, https://issues.apache.org/jira/browse/MAHOUT-1151  You could use this as a basis for further optimization.  Best, S...
   Author: Sebastian Schelter, 2013-03-06, 12:23
Re: Top-N recommendations from SVD - Mahout - [mail # user]
...Btw, all important jobs in ALS are map-only, so its the number of map slotes that counts.  On 06.03.2013 12:11, Sean Owen wrote:...
   Author: Sebastian Schelter, 2013-03-06, 11:16
Re: Top-N recommendations from SVD - Mahout - [mail # user]
...Looking forward to your debugging results. Could you have a look at the GC behavior? Maybe we should remove the per-tuple object instantiation in line 153:  topKItems.offer(new GenericR...
   Author: Sebastian Schelter, 2013-03-06, 11:00
Re: Top-N recommendations from SVD - Mahout - [mail # user]
...Hi Josh,  The factorization should be quite a bit faster with the current trunk, as we reworked the QR decomposition used for solving the least squares problems of ALS.  I think we...
   Author: Sebastian Schelter, 2013-03-06, 10:29
Re: Using ALS job to extract the decomposed matrices - Mahout - [mail # user]
...The difference is that the job used a reduce-side join to join feature vectors and ratings in 0.5 which is scalable but very slow.  We changed this to a broadcast join in later versions...
   Author: Sebastian Schelter, 2013-02-27, 10:31
Re: Using ALS job to extract the decomposed matrices - Mahout - [mail # user]
...Hell Razon,  this a strange bug that should not happen. It seems that some of the vectors supplied to the solver are null. Are you sure that there no exceptions previous to this one? &n...
   Author: Sebastian Schelter, 2013-02-27, 09:55
Re: 0.8? - Mahout - [mail # dev]
...Fine for me as well.  On 04.02.2013 05:08, Jake Mannix wrote:...
   Author: Sebastian Schelter, 2013-02-04, 07:25
Re: 0.8? - Mahout - [mail # dev]
...I also think that 0.8 should include the new clustering stuff, I recall we wanted even release numbers to contain new features. I plan a hack evening in Berlin with Isabel and Zeno (who port...
   Author: Sebastian Schelter, 2013-02-02, 10:33
[MAHOUT-1144] Wrong normalization in SVD++ - Mahout - [issue]
...Reported by Agnonchik:Seems that I have found a discrepancy of this implementation from the original Yehuda Koren's SVD++ algorithm.line 140:double denominator = Math.sqrt(itemsByUser.size()...
http://issues.apache.org/jira/browse/MAHOUT-1144    Author: Sebastian Schelter, 2013-01-31, 11:15
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