Return-Path: X-Original-To: archive-asf-public-internal@cust-asf2.ponee.io Delivered-To: archive-asf-public-internal@cust-asf2.ponee.io Received: from cust-asf.ponee.io (cust-asf.ponee.io [163.172.22.183]) by cust-asf2.ponee.io (Postfix) with ESMTP id 318DC200CF0 for ; Mon, 21 Aug 2017 10:18:05 +0200 (CEST) Received: by cust-asf.ponee.io (Postfix) id 302A2164316; Mon, 21 Aug 2017 08:18:05 +0000 (UTC) Delivered-To: archive-asf-public@cust-asf.ponee.io Received: from mail.apache.org (hermes.apache.org [140.211.11.3]) by cust-asf.ponee.io (Postfix) with SMTP id 7D13A1642EA for ; Mon, 21 Aug 2017 10:18:04 +0200 (CEST) Received: (qmail 86153 invoked by uid 500); 21 Aug 2017 08:18:03 -0000 Mailing-List: contact issues-help@hivemall.incubator.apache.org; run by ezmlm Precedence: bulk List-Help: List-Unsubscribe: List-Post: List-Id: Reply-To: dev@hivemall.incubator.apache.org Delivered-To: mailing list issues@hivemall.incubator.apache.org Received: (qmail 86144 invoked by uid 99); 21 Aug 2017 08:18:03 -0000 Received: from pnap-us-west-generic-nat.apache.org (HELO spamd2-us-west.apache.org) (209.188.14.142) by apache.org (qpsmtpd/0.29) with ESMTP; Mon, 21 Aug 2017 08:18:03 +0000 Received: from localhost (localhost [127.0.0.1]) by spamd2-us-west.apache.org (ASF Mail Server at spamd2-us-west.apache.org) with ESMTP id 13BF41A097D for ; Mon, 21 Aug 2017 08:18:03 +0000 (UTC) X-Virus-Scanned: Debian amavisd-new at spamd2-us-west.apache.org X-Spam-Flag: NO X-Spam-Score: -4.021 X-Spam-Level: X-Spam-Status: No, score=-4.021 tagged_above=-999 required=6.31 tests=[KAM_LAZY_DOMAIN_SECURITY=1, RCVD_IN_DNSWL_HI=-5, RCVD_IN_MSPIKE_H3=-0.01, RCVD_IN_MSPIKE_WL=-0.01, RP_MATCHES_RCVD=-0.001] autolearn=disabled Received: from mx1-lw-us.apache.org ([10.40.0.8]) by localhost (spamd2-us-west.apache.org [10.40.0.9]) (amavisd-new, port 10024) with ESMTP id jOZbTk7xAk2b for ; Mon, 21 Aug 2017 08:18:02 +0000 (UTC) Received: from mail.apache.org (hermes.apache.org [140.211.11.3]) by mx1-lw-us.apache.org (ASF Mail Server at mx1-lw-us.apache.org) with SMTP id 1589761131 for ; Mon, 21 Aug 2017 08:17:59 +0000 (UTC) Received: (qmail 85947 invoked by uid 99); 21 Aug 2017 08:17:59 -0000 Received: from git1-us-west.apache.org (HELO git1-us-west.apache.org) (140.211.11.23) by apache.org (qpsmtpd/0.29) with ESMTP; Mon, 21 Aug 2017 08:17:59 +0000 Received: by git1-us-west.apache.org (ASF Mail Server at git1-us-west.apache.org, from userid 33) id 4F4DFF5EE9; Mon, 21 Aug 2017 08:17:58 +0000 (UTC) From: takuti To: issues@hivemall.incubator.apache.org Reply-To: issues@hivemall.incubator.apache.org References: In-Reply-To: Subject: [GitHub] incubator-hivemall pull request #107: [HIVEMALL-132] Generalize f1score UDAF... Content-Type: text/plain Message-Id: <20170821081758.4F4DFF5EE9@git1-us-west.apache.org> Date: Mon, 21 Aug 2017 08:17:58 +0000 (UTC) archived-at: Mon, 21 Aug 2017 08:18:05 -0000 Github user takuti commented on a diff in the pull request: https://github.com/apache/incubator-hivemall/pull/107#discussion_r134141287 --- Diff: docs/gitbook/eval/multilabel_classification_measures.md --- @@ -0,0 +1,144 @@ + + + + +# Multi-label classification + + +Multi-label classification problem is the task to predict the labels given categorized dataset. +Each sample $$i$$ has $$l_i$$ labels, where $$L$$ is the number of unique labels in the dataset, and $$0 \leq l_i \leq |L| $$. + +This page focuses on evaluation of the results from such multi-label classification problems. + +# Example + +For the metrics explanation, this page introduces toy example dataset. + +## Data + +The following table shows the sample of multi-label classification's prediction. +Animal names represent the tags of blog post. +Left column includes supervised labels, --- End diff -- Let you fix typo and strange capitalization as: "Left column includes supervised labels, and right column includes predicted labels by a multi-label classifier." --- If your project is set up for it, you can reply to this email and have your reply appear on GitHub as well. If your project does not have this feature enabled and wishes so, or if the feature is enabled but not working, please contact infrastructure at infrastructure@apache.org or file a JIRA ticket with INFRA. ---