Github user takuti commented on a diff in the pull request:

    https://github.com/apache/incubator-hivemall/pull/107#discussion_r134141649
  
    --- Diff: docs/gitbook/eval/multilabel_classification_measures.md ---
    @@ -0,0 +1,144 @@
    +<!--
    +  Licensed to the Apache Software Foundation (ASF) under one
    +  or more contributor license agreements.  See the NOTICE file
    +  distributed with this work for additional information
    +  regarding copyright ownership.  The ASF licenses this file
    +  to you under the Apache License, Version 2.0 (the
    +  "License"); you may not use this file except in compliance
    +  with the License.  You may obtain a copy of the License at
    +
    +    http://www.apache.org/licenses/LICENSE-2.0
    +
    +  Unless required by applicable law or agreed to in writing,
    +  software distributed under the License is distributed on an
    +  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
    +  KIND, either express or implied.  See the License for the
    +  specific language governing permissions and limitations
    +  under the License.
    +-->
    +
    +<!-- toc -->
    +
    +# 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,
    +Right column includes are predicted labels by a Multi-label classifier.
    +
    +| truth labels| predicted labels |
    +|:---:|:---:|
    +|cat, dog | cat, bird |
    +| cat, bird | cat, dog |
    +| | cat |
    +| bird | bird |
    +| bird, cat | bird, cat |
    +| cat, dog, bird | cat, dog |
    +| dog | dog, bird|
    +
    +
    +# Evaluation metrics for multi-label classification
    --- End diff --
    
    Much more easier to understand than the explanation of binary 
classification 👍 


---
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 infrastruct...@apache.org or file a JIRA ticket
with INFRA.
---

Reply via email to