Return-Path: X-Original-To: apmail-spark-issues-archive@minotaur.apache.org Delivered-To: apmail-spark-issues-archive@minotaur.apache.org Received: from mail.apache.org (hermes.apache.org [140.211.11.3]) by minotaur.apache.org (Postfix) with SMTP id 8089E179AE for ; Tue, 21 Apr 2015 08:04:59 +0000 (UTC) Received: (qmail 65048 invoked by uid 500); 21 Apr 2015 08:04:59 -0000 Delivered-To: apmail-spark-issues-archive@spark.apache.org Received: (qmail 65018 invoked by uid 500); 21 Apr 2015 08:04:59 -0000 Mailing-List: contact issues-help@spark.apache.org; run by ezmlm Precedence: bulk List-Help: List-Unsubscribe: List-Post: List-Id: Delivered-To: mailing list issues@spark.apache.org Received: (qmail 65008 invoked by uid 99); 21 Apr 2015 08:04:59 -0000 Received: from arcas.apache.org (HELO arcas.apache.org) (140.211.11.28) by apache.org (qpsmtpd/0.29) with ESMTP; Tue, 21 Apr 2015 08:04:59 +0000 Date: Tue, 21 Apr 2015 08:04:59 +0000 (UTC) From: "zhengruifeng (JIRA)" To: issues@spark.apache.org Message-ID: In-Reply-To: References: Subject: [jira] [Updated] (SPARK-7008) An implementation of Factorization Machine (LibFM) MIME-Version: 1.0 Content-Type: text/plain; charset=utf-8 Content-Transfer-Encoding: 7bit X-JIRA-FingerPrint: 30527f35849b9dde25b450d4833f0394 [ https://issues.apache.org/jira/browse/SPARK-7008?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ] zhengruifeng updated SPARK-7008: -------------------------------- Summary: An implementation of Factorization Machine (LibFM) (was: An Implement of Factorization Machine (LibFM)) > An implementation of Factorization Machine (LibFM) > -------------------------------------------------- > > Key: SPARK-7008 > URL: https://issues.apache.org/jira/browse/SPARK-7008 > Project: Spark > Issue Type: New Feature > Components: MLlib > Affects Versions: 1.3.0, 1.3.1, 1.3.2 > Reporter: zhengruifeng > Labels: features, patch > Attachments: FM_convergence_rate.xlsx, QQ20150421-1.png, QQ20150421-2.png > > > An implement of Factorization Machines based on Scala and Spark MLlib. > Factorization Machine is a kind of machine learning algorithm for multi-linear regression, and is widely used for recommendation. > Factorization Machines works well in recent years' recommendation competitions. > Ref: > http://libfm.org/ > http://doi.acm.org/10.1145/2168752.2168771 > http://www.inf.uni-konstanz.de/~rendle/pdf/Rendle2010FM.pdf -- This message was sent by Atlassian JIRA (v6.3.4#6332) --------------------------------------------------------------------- To unsubscribe, e-mail: issues-unsubscribe@spark.apache.org For additional commands, e-mail: issues-help@spark.apache.org