[06/13] incubator-hivemall-site git commit: Updated project team and userguide

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[04/13] incubator-hivemall-site git commit: Updated project team and userguide

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[07/13] incubator-hivemall-site git commit: Updated project team and userguide

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[11/13] incubator-hivemall-site git commit: Updated project team and userguide

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[09/13] incubator-hivemall-site git commit: Updated project team and userguide

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[08/13] incubator-hivemall-site git commit: Updated project team and userguide

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[03/13] incubator-hivemall-site git commit: Updated project team and userguide

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[1/2] incubator-hivemall git commit: Close #33: [HIVEMALL-44][SAPRK] Implement a prototype of Join with TopK for DataFrame/Spark

e51 Author: Takeshi YAMAMURO <linguin@gmail.com> Authored: Thu Feb 2 10:16:47 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Thu Feb 2 10:16:47 2017 +0900 -- docs/gitbook/spark/misc/topk_join.md

incubator-hivemall git commit: Close #38: Fixed drop function DDLs

Feb 7 18:15:28 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Tue Feb 7 18:15:28 2017 +0900 -- resources/ddl/define-additional.hive | 12 +- resources/ddl/define-all.deprecated.hive | 56 ++--- resou

incubator-hivemall git commit: Added missing license headers in misc.md and add committers in pom.xml

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incubator-hivemall git commit: Close #40: Add documentation for SST and ChangeFinder

il.com> Authored: Wed Feb 8 18:18:38 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Wed Feb 8 18:18:38 2017 +0900 -- .../resources/hivemall/anomaly/synthetic5d.t.gz | Bin 0 -> 92896 bytes docs/

incubator-hivemall git commit: Close #21: Add github pull request template

ored: Mon Jan 23 12:10:40 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Mon Jan 23 12:10:40 2017 +0900 -- .github/PULL_REQUEST_TEMPLATE | 19 +++ 1 file changed

incubator-hivemall git commit: Close #22: Reduced -Xmx and -MaxPermGen to avoid TravisCI build errors

lt;wgy...@gmail.com> Authored: Mon Jan 23 15:58:09 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Mon Jan 23 15:58:09 2017 +0900 -- spark/spark-1.6/pom.xml | 4 ++-- spark/spark-2.0/pom.xml | 4 ++-- 2 f

incubator-hivemall git commit: Updated PR template

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incubator-hivemall git commit: Close #45: [HIVEMALL-71] Handle null values and add a unit Tests to RescaleUDF

ang <wgy...@gmail.com> Authored: Thu Feb 16 15:16:45 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Thu Feb 16 15:16:45 2017 +0900 -- .gitignore | 1 + .../java/hivemal

incubator-hivemall git commit: Close #48: [HIVEMALL-77] Support CSRMatrix and DenseMatrix

il.com> Authored: Thu Feb 23 19:30:58 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Thu Feb 23 19:30:58 2017 +0900 -- .../java/hivemall/matrix/CSRMatrixBuilder.java | 83 + .../hivemall/matrix/DenseMat

[10/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[13/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[18/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[15/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[02/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[16/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[03/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[08/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[06/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[14/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[12/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[11/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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[17/18] incubator-hivemall-site git commit: Updated userguide for spark and anomaly detection

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incubator-hivemall git commit: Added documentation about rownum()

ttp://git-wip-us.apache.org/repos/asf/incubator-hivemall/tree/247e1aef Diff: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/diff/247e1aef Branch: refs/heads/master Commit: 247e1aef87ddc789dacfb74e469263e7e2ab603e Parents: 389a9e3 Author: myui <yuin...@gmail.com> Authored: Fri Feb 10

incubator-hivemall git commit: Close #44: [HIVEMALL-65] Update define-all.spark and import-packages.spark

ang <wgy...@gmail.com> Authored: Thu Feb 16 01:10:00 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Thu Feb 16 01:10:00 2017 +0900 -- resources/ddl/define-all.spark | 176 +++

incubator-hivemall git commit: Close #46: [HIVEMALL-72] Fix corner-case rescale UDF behavior to return range [0.0, 1.0]

hor: Makoto Yui <yuin...@gmail.com> Authored: Fri Feb 17 19:05:19 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Fri Feb 17 19:05:19 2017 +0900 -- .../src/main/java/hivemall/ftvec/scaling/RescaleUDF.java | 6 +

[6/6] incubator-hivemall git commit: Close #13: Implement Kernel Expansion Passive Aggressive Classification

/391e7f1c Diff: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/diff/391e7f1c Branch: refs/heads/master Commit: 391e7f1c65c7084acfbfe6b2491765a4dcd8212a Parents: 273851f Author: Sotaro Sugimoto <sotaro.sugim...@gmail.com> Authored: Mon Jan 16 16:01:46 2017 +0900 Committer: myui

[5/6] incubator-hivemall git commit: Close #13: Implement Kernel Expansion Passive Aggressive Classification

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incubator-hivemall git commit: Fixed test errors

wip-us.apache.org/repos/asf/incubator-hivemall/tree/ac4136f8 Diff: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/diff/ac4136f8 Branch: refs/heads/master Commit: ac4136f82b79fd69a8a4fb14eb6d72585515545e Parents: 391e7f1 Author: myui <yuin...@gmail.com> Authored: Mon Jan 16 18:22:21 2

[2/6] incubator-hivemall git commit: Close #13: Implement Kernel Expansion Passive Aggressive Classification

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[3/6] incubator-hivemall git commit: Close #13: Implement Kernel Expansion Passive Aggressive Classification

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[1/6] incubator-hivemall git commit: Close #13: Implement Kernel Expansion Passive Aggressive Classification

Repository: incubator-hivemall Updated Branches: refs/heads/master 273851f39 -> 391e7f1c6 http://git-wip-us.apache.org/repos/asf/incubator-hivemall/blob/391e7f1c/resources/ddl/define-all-as-permanent.hive -- diff --git

[4/6] incubator-hivemall git commit: Close #13: Implement Kernel Expansion Passive Aggressive Classification

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incubator-hivemall git commit: Close #19: Add Java annotations

ttp://git-wip-us.apache.org/repos/asf/incubator-hivemall/tree/38224bb2 Diff: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/diff/38224bb2 Branch: refs/heads/master Commit: 38224bb23bd64ebc5187a1fd506d2031b6d0f446 Parents: ac4136f Author: myui <yuin...@gmail.com> Authored: Mon Jan 16

incubator-hivemall git commit: Close #52: [HIVEMALL-78] Implement AUC UDAF for binary classification

awa <k.tak...@gmail.com> Authored: Tue Feb 28 18:45:11 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Tue Feb 28 18:51:45 2017 +0900 -- .../main/java/hivemall/evaluation/AUCUDAF.java | 286 ++

incubator-hivemall git commit: Fixed a documentation error in AUC computation

b55 Tree: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/tree/1e83eb55 Diff: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/diff/1e83eb55 Branch: refs/heads/master Commit: 1e83eb55d7bedb6be965cc04a61d7a7d995abc9d Parents: 97bc912 Author: myui <yuin...@gmail.com> Authored

incubator-hivemall git commit: Close #56: [HIVEMAL-83] Fix wrong getV() arg on ffm_predict

;k.tak...@gmail.com> Authored: Thu Mar 2 15:40:02 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Thu Mar 2 15:40:02 2017 +0900 -- core/src/main/java/hivemall/fm/FFMPredictUDF.java | 2 +- 1 file changed, 1 insertion

incubator-hivemall git commit: Close #42: [HIVEMALL-38][SPARK] Support ChangeFinderUDF in DataFrame/Spark

shi Yamamuro <yamam...@apache.org> Authored: Thu Mar 2 16:03:36 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Thu Mar 2 16:03:36 2017 +0900 -- .../scala/org/apache/spark/sql/hive/HivemallOps.scala | 13 +++

incubator-hivemall git commit: Close #55: [HIVEMALL-81] Document ranking measures

il.com> Authored: Thu Mar 2 16:00:12 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Thu Mar 2 16:00:12 2017 +0900 -- docs/gitbook/SUMMARY.md | 2 + docs/gitbook/eval/rank.md | 262 +

[08/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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[02/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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[14/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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[12/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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[10/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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[06/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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incubator-hivemall git commit: Close #53: [HIVEMAL-82] Add ranking measures to DDL

il.com> Authored: Thu Mar 2 15:48:48 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Thu Mar 2 15:48:48 2017 +0900 -- resources/ddl/define-all-as-permanent.hive | 15 +++ resources/ddl/

[04/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

"learning;","librari","machin","machines,","mainli","model","nearest","neighbor,","number","offer","pig","platform","predict","provid","queri","reco

[09/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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[05/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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[07/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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[03/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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[11/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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[13/14] incubator-hivemall-site git commit: Update user guide for AUC and ranking evaluation metrics

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incubator-hivemall git commit: Close #54: [HIVEMALL-76][SPARK] Fix worng ranks in top-K funcs

;yamam...@apache.org> Authored: Thu Mar 2 23:48:04 2017 +0900 Committer: myui <yuin...@gmail.com> Committed: Thu Mar 2 23:48:04 2017 +0900 -- .../sql/catalyst/expressions/EachTopK.scala | 27 + ...

[09/11] incubator-hivemall-site git commit: Updated the site using maven site plugin

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[01/11] incubator-hivemall-site git commit: Updated the site using maven site plugin

t","twitter-wjs"); + + + + + + + + + + + + + + +Apache Hivemall + +

[08/11] incubator-hivemall-site git commit: Updated the site using maven site plugin

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[05/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[32/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[03/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[17/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[15/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[04/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[11/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[19/51] [partial] incubator-hivemall-site git commit: Added the user guide

permanent functions +The following is an auxiliary step to define functions for hivemall databases, not for the default database. +CREATE DATABASE IF NOT EXISTS hivemall; +USE hivemall; + +Then, create permanent functions using https://github.com/myui/hivemall/blob/master/resources/ddl/define-all

[28/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[27/51] [partial] incubator-hivemall-site git commit: Added the user guide

+ + + + +Feature Hashing + + + + + + + + + + + + + + + Hivemall supports https://github.com/myui/hivemall/wiki/Feature-hashing; target="_blank">Feature Hashing (a.k.a. hashing trick) thr

[18/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[30/51] [partial] incubator-hivemall-site git commit: Added the user guide

,features) +from dual; + +Find the details of the option in https://github.com/myui/hivemall/blob/master/core/src/main/java/hivemall/dataset/LogisticRegressionDataGeneratorUDTF.java#L69; target="_blank">LogisticRegressionDataGeneratorUDTF.java. +You can generate a sparse dataset as well

[21/51] [partial] incubator-hivemall-site git commit: Added the user guide

lassifiers of Hivemall takes 2 (or 3) arguments: features, label, and options (a.k.a. http://en.wikipedia.org/wiki/Hyperparameter; target="_blank">hyperparameters). The first two arguments of training functions (e.g., https://github.com/myui/hivemall/wiki/a9a-binary-classification-(logistic-r

[33/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[38/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[37/51] [partial] incubator-hivemall-site git commit: Added the user guide

op fs -mkdir -p /dataset/news20-binary/train +hadoop fs -mkdir -p /dataset/news20-binary/test + +hadoop fs -copyFromLocal news20.train.t /dataset/news20-binary/train +hadoop fs -copyFromLocal news20.test.t /dataset/news20-binary/test +Training/test data prepareation +create database news20; +use

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+ +Perceptron, Passive Aggressive + + + + + + + + + + + + + + + UDF preparation +delete jar /home/myui/tmp/hivemall.jar; +add jar /home/myui/tmp/hivemall.jar; + +source /home/myui/tmp/define-a

[29/51] [partial] incubator-hivemall-site git commit: Added the user guide

Statistical evaluation of a prediction model + + + + + + + + + + + + + + + Using the https://github.com/myui/hivemall/wiki/E2006-tfidf-regression-evaluation-(PA,-AROW" target="_blank

[42/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[31/51] [partial] incubator-hivemall-site git commit: Added the user guide

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[05/12] incubator-hivemall-site git commit: added footers in the user guide

quot;},"pluginsConfig":{"emphasize":{},"callouts":{},"etoc":{"maxdepth":3,"mindepth":1,"notoc":true},"github":{"url":"<a rel="nofollow" href="https://github.com/apache/incubator-hive

[02/12] incubator-hivemall-site git commit: added footers in the user guide

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[11/12] incubator-hivemall-site git commit: added footers in the user guide

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[01/12] incubator-hivemall-site git commit: added footers in the user guide

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[06/12] incubator-hivemall-site git commit: Fixed links in the user guide

quot;:"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"showLevel":true},"anchorjs&quot">https://github.com/apache/incubator-hivemall/docs/gitbook","

[05/12] incubator-hivemall-site git commit: Fixed links in the user guide

ltipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"style

incubator-hivemall git commit: Close #18: Update MurmurHash document

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[2/2] incubator-hivemall git commit: Close #15: Implement Feature Selection functions (chi2, snr)

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[42/50] [abbrv] incubator-hivemall git commit: Refine access modifiers/calls

Refine access modifiers/calls Project: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/repo Commit: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/commit/ddd8dc2d Tree: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/tree/ddd8dc2d Diff:

[37/50] [abbrv] incubator-hivemall git commit: Add exception

Add exception Project: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/repo Commit: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/commit/33eab26f Tree: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/tree/33eab26f Diff:

[31/50] [abbrv] incubator-hivemall git commit: Support implicit-Krylov-approximation-based efficient SST

Support implicit-Krylov-approximation-based efficient SST Project: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/repo Commit: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/commit/998203d5 Tree: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/tree/998203d5 Diff:

[16/50] [abbrv] incubator-hivemall git commit: refine chi2

refine chi2 Project: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/repo Commit: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/commit/a16a3fde Tree: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/tree/a16a3fde Diff:

[44/50] [abbrv] incubator-hivemall git commit: Updated license headers

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[11/50] [abbrv] incubator-hivemall git commit: Add optimizer implementations

http://git-wip-us.apache.org/repos/asf/incubator-hivemall/blob/f81948c5/core/src/main/java/hivemall/optimizer/LossFunctions.java -- diff --git a/core/src/main/java/hivemall/optimizer/LossFunctions.java

[17/50] [abbrv] incubator-hivemall git commit: refine transpose_and_dot

refine transpose_and_dot Project: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/repo Commit: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/commit/abbf5492 Tree: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/tree/abbf5492 Diff:

[47/50] [abbrv] incubator-hivemall git commit: Merge branch 'sst-changepoint' of https://github.com/takuti/hivemall into JIRA-22/pr-356

/incubator-hivemall/tree/cc344351 Diff: http://git-wip-us.apache.org/repos/asf/incubator-hivemall/diff/cc344351 Branch: refs/heads/JIRA-22/pr-356 Commit: cc34435155e86718acb49fa42208aff730bb756c Parents: 72d6a62 998203d Author: myui <yuin...@gmail.com> Authored: Fri Dec 2 16:55:23 2016 +0900 Com

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