▼SIGNATE Student Cup 2021春の概要はこちら

※予測部門のデータのダウンロードおよび投稿を行うにはSIGNATE Campus」に予めご登録をお願いいたします(ご登録後に「データ」タブが表示されます)


お知らせ(2021.06.15): 表彰式における入賞者プレゼン動画・資料の公開

6/5の表彰式における入賞者プレゼンの動画・資料を「入賞者レポート」ページにて公開致しました。
表彰式に参加できなかった学生の皆様も、今後のスキルアップを目指して、ぜひ入賞者の方の素晴らしいプレゼン・ソリューションを参考にして下さい!

【予測部門のプレゼン動画・資料】

【インサイト部門のプレゼン動画・資料はこちら】


お知らせ(2021.05.27): 表彰式の申し込み受付を開始しました!

6/5(土)13:00より、本コンペティションの表彰式をオンラインで開催いたします。
上位入賞された方のソリューションを学べるチャンスですので、ご興味のある学生の皆様、ぜひともご参加ください!

【表彰式の参加申し込みはこちらから】



▼タスク説明【予測部門】

予測部門では、楽曲の長さや人気度、アコースティック度といった様々な曲の特徴から、その曲がどのジャンル(全11種類)に該当するかを推定していただきます。
※予測に使用する楽曲の特徴情報は、データページをご参照下さい





▼評価関数

・精度評価は、評価関数「F1score」(マクロ平均)を使用します。
・評価値は0~1の値をとり、精度が高いほど大きな値となります。


▼最終順位の決定
1. コンテスト最終日までの評価(暫定評価)は評価用データセットの一部で評価し、
 コンテスト終了後の評価(最終評価)は評価用データセットの残りの部分で評価します。
 リーダーボードはコンテスト終了時に自動的に最終評価に切り替わり、それを元に最終順位を決定します。
 このため、開催中と終了後では順位が大きく変動する場合もあります。
2. スコアが同値の場合は、早い日時でご応募いただいた参加者を上位とします。
3. 入賞候補者の方には順位確定の際に下記の情報を提出していただきます。
 ・予測モデルのソースコード
 ・学習済モデル
 ・予測結果の再現の為の手順書(前処理部分、学習部分、予測部分が分かるよう明記)
 ・実行環境(OSのバージョン、使用ソフトウェア及び解析手法) 
 ・乱数シード(Random Forest等の乱数を利用した手法の場合)
 ・各説明変数の予測モデルへの寄与度(寄与度の算出が可能な手法を用いた場合)
 ・データの解釈、工夫点、モデリングから得られる示唆等(※入賞者アンケートのサンプルはこちら
4. 再現性検証期間中、入賞候補者及び、その提出モデルが下記いずれかに該当する場合は懸賞の獲得資格を失います。
 ・事務局からの手続き上の連絡・要求に対して指定された期限内に対応しない
 ・参加条件やルールを満たしていない
 ・モデルの予測結果を再現できない
 ・アカウントのSMS認証が完了していない場合
 ・その他、事務局が不当と判断した場合

▼心構え

・特に運用性・拡張性を鑑みた実装を期待します。すなわち、機械的・自動的な処理に基づく学習・推論を前提とし、人間の判断に依存しない処理フローを期待します。


▼システムの利用

・個人で参加する場合、アカウントは1人につき1つまで。
・予測部門、インサイト部門ともにチーム参加可とします。
・チームでの参加を希望する場合、代表者を含めて最大5人のチームが作成可能です。
 ※チームを作成する場合は、各部門のコンペページ右上の「チーム作成」ボタンより、チームリーダーとなる方がお申込み下さい。
 
※本コンペでチームを作成をされる場合は4/25(日)までにお申込み下さい。
 ※チームリーダー(チーム参加の申込者)がSIGNATEから退会すると、チームは解散として扱われます。チームを解散すると、それまでメンバーとして参加していたユーザーは、チームとしても個人としても、当該コンペに投稿できなくなりますのでご注意下さい。
 ※その他、チーム機能の詳細はこちらをご参考下さい(https://signate.jp/features/team)。
・1日の投稿上限回数は5回/日とします。


▼情報の取り扱い

・本コンペティション期間中の学習済みモデルや分析結果(ソースコード、アプローチ、戦略等)は本コンペティションの規約に同意の上、フォーラムのみで共有可能です。


▼データの利用

・手動でラベル付けした結果を提出することは禁止します。

・学習データのラベルを書き換えてモデルを学習することは禁止します。ただし、統計的かつ機械的な手法により学習用データを水増しして利用することは可能です。

・提供データ以外のデータを用いてモデルを学習することは禁止します。ただし、オープンソースの学習済みモデルやライブラリは使用可能です。
 ※学習済みモデルを使用する際は、入賞時にソース(論文のリンク等)を明記して頂く必要があります。

・有償のAPI、あるいは無償利用枠を超える範囲でAPIを使用する実装は禁止します。


▼実装方法

・モデルの学習に利用するツールは、オープン且つ無料なもの (python, R等) に限定します。 

・同じフォーマットで、異なるデータを入力した場合にも同様なロジックで予測できなければなりません。

・追加費用を伴わない(有償の外部API等を使用しない)環境下で、提案した手法が再現でき、かつ継続使用が可能なように実装をお願いします。 ※GPUの使用を前提とした実装は可能です。

・ソースコードは、原則的に前処理・学習・予測の3つに分け、それぞれを実行すれば処理が進むように実装して下さい。
 ①preprocess
  提供データを読み込み、データに前処理を施し、モデルに入力が可能な状態でファイル出力するモジュール。
  get_train_dataやget_test_dataのように、学習用と評価用を分けて、前処理を行う関数を定義してください。
  ※preprocessに渡す情報として、学習用データと評価用データを混在させることは可能ですが、
  get_train_dataで返す結果は前処理された学習用データ、get_test_dataで返す結果は前処理された
  評価用データとなるように、処理の内容を独立させて下さい。
 ②train
  ①で作成したファイルを読み込み、モデルを学習するモジュール。
  学習済みモデルや特徴量、クロスバリデーションの評価結果を出力する関数も定義してください。 
 ③predict
  ①で作成したテストデータ及び②で作成したモデルを読み込み、予測結果をファイルとして出力するモジュール。


Disclosure policy

As a general rule, in accordance with Article 4, Paragraph 1 of the terms of participation, diclosing any contents such as insights and deliverables transmitted through the information or data provided by our company in relation to this competition is not permitted, however, only after the completion of this competition and for non-commercial purposes, it will be possible to disclose the contents within the score of the table below
Model *1
Public
Analysis results *2
Public
Public : Posting to social media sites, blogs and source repositories, and citing to papers
Restricted : Using in a limited range from research, education to seminars, where many unspecified people cannot access
*1 Execution unit source code and learned models
*2 The insights obtained using the information and data provided, or the solutions including scripts and processed data such as summary statistics

▼本コンペ特約事項
株式会社SIGNATE(以下、「主催者」といいます。)は、SIGNATE Campus利用会員に対し、スキルアップとキャリア意識の醸成を目的に、SIGNATE Student Cup 2021春(以下、「本コンペ」といいます。)を開催いたします。
本コンペにおける参加規約第3条の「権利譲渡対象者」は主催者とします。但し、参加者が、自身で開発したアルゴリズム及びその他本コンペへの参加に関連して作成した資料等(最終提出物及び最終審査用提出物を含みます。)を自身のSNSやブログ等で公開することについては、公開時に本コンペへの参加に関連して作成したものであることを明記する場合においては、何ら制限しません。



Terms of Participation in SIGNATE Competition

In order to participate in the Competition, you are required to agree to these Terms, in addition to the Terms of Use of SIGNATE.JP Site (hereinafter referred to as the “Terms of Use”). You should participate in the Competition after reading carefully and agreeing to these Terms. These Terms, the matters that are displayed as “additional matters” that you have agreed to when participating in a Competition, the Terms of Use and other terms and conditions that you have agreed to (hereinafter collectively referred to as “these Terms, etc.”) shall all be binding on the Participant.


Article 1. Definitions

1.For the purpose of these Terms, the following terms shall be defined as follows:

(1)"Site" means the website "SIGNATE (https://signate.jp)” on which the Competitions are posted.
(2)"Competition" means any competition on AI development or data analysis on the Site as held by the Host.
(3)"Host" is the host(s) of the Competitions. The Host may be SIGNATE, Inc. (hereinafter referred to as the “Company”) or the Company’s client companies, affiliated companies, schools or organizations, etc. (hereinafter referred to as the “Client(s)”).
(4)"Participant(s)" means the member(s) who participate in a Competition.
(5)"Submissions" means, collectively, the analysis and prediction results and reports, etc. as submitted in the Competition.
(6)"Final Submissions" means the Submissions that are specified by a Participant on the prescribed page in the Site by the time of completion of a Competition.
(7)"Winner Candidate" means the Participant who has received a notice from the Company that he/she is nominated as a winner candidate.
(8)"Submissions for Final Judgment" means the analysis and prediction model and learning data, etc. as submitted by a Winner Candidate pursuant to the instructions of the Company.
(9)"Final Judgment" means the acceptance inspection and judgment, including reproducibility verification, by the Company for the Final Submissions and Submissions for Final Judgment of a Winner Candidate.
(10)"Winner" means the Winner Candidate who is informed by the Company that he/she has won a prize.

Article 2 Competition

1.A member who desires to participate in a Competition shall be required to agree to these Terms and to satisfy the conditions for participation as specified in each such Competition. Any person who is not a member shall not participate in any Competition.
2.Participants shall participate in each Competition in the manner as advised by the Company and shall be obligated to comply with the rules as prescribed in each Competition.
3.Participants may submit the Submissions for the assignment of each Competition during the period of such Competition and submit a proposal on the method of solving the problem to the Host by the end of the period of the said Competition.
4.Participants may submit the Final Submissions in the form specified in each Competition by the time specified by the said Competition.
5.The Final Submissions as submitted shall be evaluated by the evaluation method as specified in each Competition and the final rank order shall be determined based on such evaluation.
6.Any Participant may, as a general rule, check the evaluation results of the Participant him/herself and each of the other Participants on the Site for the Submissions that may be evaluated quantitatively.
7.Participants shall be liable or otherwise responsible for their own Submissions, including their legality.
8.Participants shall not submit any Submissions that have no direct relationship to each Competition.
9.Unless otherwise provided for, Participants shall not directly communicate to, consult with, make a request to, solicit or take any other actions with the Host in respect of the matters related to a Competition during the period of the said Competition.
10.Any Participant who has uncertainty or questions about any Competition shall make sure to contact the Company or its designee through the procedures prescribed by the Company as posted on the Site.
11.The Company shall not be obligated to pay any remuneration or other consideration other than those prescribed in the following Article for any act of the Participants as prescribed in paragraphs hereof.

Article 3 Reward and Vesting of Rights

1.Unless otherwise provided for, any Participant shall satisfy the following requirements in order to be entitled to receive a reward in any Competition that offers a reward:

(1)To be a winner;
(2)To agree to transfer to the Host and the relevant transferee of rights in such Competition all transferable rights, such as copyrights, rights to obtain patents and know-how, etc. in and to all analysis and prediction results, reports, analysis and prediction model, algorithm, source code and documentations for the model reproducibility, etc., and the Submissions contained in the Final Submissions and Submissions for Final Judgment (including the rights as prescribed in Article 27 and Article 28 of the Copyright Act and the rights to obtain patents; hereinafter referred to as the "Rights");
(3)To agree that any relevant transferee of rights exclusively has the right to use the know-how contained in the Final Submissions and Submissions for Final Judgment for its own business and other purpose without any restriction;
(4)To agree not to exercise moral rights to the Rights against the relevant transferee of rights;
(5)To enter into an agreement for the transfer of the Rights with the relevant eligible transferee of rights, including the agreement to the matter in the preceding three (3) items and other reasonable provisions;
(6)To have the personal identity of such Participant verified by the Company.
(7)Not to breach any provision of these Terms and the Terms of Use.

2.Any Winner Candidate shall, after having received a notice from the Company that he/she is nominated as a winner candidate, submit the Submissions for Final Judgment on or before the designated date and communicate the matters requiring confirmation or response in relation to the Final Submissions and the Submissions for Final Judgment to the Company on or before the designated date, in accordance with the instructions of the Company. The Company shall carry out the final judgment based on such matters requiring confirmation or response. If the Company receives no confirmation or response satisfactory to the Company on or before the designated date, the Company may exclude such Winner Candidate from the subject of the final judgment and the Winner Candidate shall not raise any objection thereto.
3.If the Company considers that the Final Submissions or Submissions for Final Judgment need to be amended or modified, or there occur any additional matters requiring confirmation, in the course of the final judgment, any Winner Candidate shall take action or make response in relation to the matters that require amendment, etc. or the detailed information on the matters requiring confirmation, on or before the designated date in accordance with the instructions of the Company. If the Company receives no action or response satisfactory to the Company on or before the designated date, the Company may exclude such Winner Candidate from the final judgment and the Winner Candidate shall not raise any objection thereto.
4.The Company shall determine the Winner through the final judgment and inform the Winner to that effect.

Article 4 Confidentiality

1.Participants shall treat any information, data, or such contents as insights and deliverables transmitted through the service where they receive from the Company in relation to each Competition (hereinafter referred to as the "Company-Provided Information") as confidential information and shall not disclose the same to any third party and use the same for any purpose other than for such Competition and purpose specified by the Company separately; provided, however, that the confidential information shall not include any information that falls under any of the following items:

(1)Information that is known to the public at the time of the disclosure;
(2)Information that is already possessed by the Participant at the time of the disclosure (only in the case where such Participant may demonstrate such fact by reasonable means);
(3)Information that becomes known to the public without the fault of the Participant after the disclosure;
(4)Information that is independently developed by the Participant without reference to any information as disclosed (except for those Submissions of the person eligible for a prize which are evaluated); or
(5)Information that is rightfully disclosed by any third party having a right to do so without the obligations of confidentiality (only in the case where such Participant may demonstrate such fact by reasonable means).

2.Any Winner shall handle his/her Final Submissions and Submissions for Final Judgment in the same manner as prescribed in paragraph 1 hereof.
3.Any Participant may publish any algorithms that they have developed as well as any other materials they have created in connection with their participation in a Competition (including Final Submissions and Submissions for Final Judgment) after that Competition in accordance with the Competition Information Disclosure Policy (hereinafter, "Information Disclosure Policy") posted on the Site. However, Participants shall observe the following matters when publishing information and may not publish any materials prohibited by the Information Disclosure Policy:

(1)Clarify that the materials were created in connection with participation in the Competition;
(2)Give credit in accordance with the notation method prescribed in the Information Disclosure Policy when the materials to be published contain part of a dataset; and
(3)Clarify the location accessible to all Participants (including but not limited to the Competition forum and other locations designated by the Company) where the materials are published (including links, etc.) if publishing materials outside the Competition forum.

4.Any Participant shall delete or return to the Company the Company-Provided Information (excluding the information prescribed in paragraph 3) immediately after the completion of a Competition.
5.If there is any separate arrangement in relation to the confidential information in each Competition, the provisions of such arrangement shall prevail over the provisions of these Terms.
6.If any dispute occurs between the Host or other third party and the Company due to the breach by any Participant of the provisions of this Article and such other party makes any claim against the Company, such Participant shall compensate for any damage, loss, expenses (including, but not limited to, attorneys’ fees), lost profits and lost revenues, etc. incurred by the Company.
7.The provisions of this Article shall survive the termination of the relevant Competition or the Participant’s completion of the procedures for withdrawal from the service of the Company, with respect to the Company-Provided Information and the Winner’s Final Submissions and Submissions for Final Judgment for a period of five (5) years thereafter.

Article 5 Prohibited Acts of Participants

1.The Company shall prohibit Participants from engaging in any of the following acts in any Competition:

(1)An act of cracking, cheating, spoofing other misconduct;
(2)An act of redistributing data files included in the dataset;
(3)An act of directly communicating to, consulting with, making a request to, soliciting or responding to solicitation or other activities to other Participants or the Host (other than the Company) without the involvement of the Company;
(4)Any profitmaking activities using the Competition (including solicitation or scouting activities, and use for a third party in educational business, etc.) without the prior approval of the Company in writing or any other manner specified by the Company;
(5)Transfer, offering as collateral or other disposition of the status as a Participant or the rights or obligations as a Participant (except with the prior written consent of the Company); and
(6)Acts that infringe upon the intellectual property rights or any other rights of third parties; and
(7)Any other act in breach of the Terms of Use.

2.If the Company deems that a Participant engages in any of the prohibited acts as prescribed in the preceding paragraph, the Company may, without prior notice to the Participant, disqualify the Participant from the Competition in which the Participant participates, temporarily suspend the Participant from using the service of the Company, withdraw the Participant’s membership, claim damages from the Participant or take any other measures deemed necessary by the Company.

Article 6 Modification of Terms

1.The Company may modify, add or delete any provisions of these Terms from time to time without the approval of the members.

April 12, 2021