1. 리더 보드
평가 산식 : NDCG@50(Normalized Discounted Cumulative Gain)
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)
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)
Public Score : 전체 테스트 데이터 중 user_id 별 item_id의 30% (대회 기간 중 실시간 점수 공개)
Private Score : 전체 테스트 데이터 중 user_id 별 item_id의 나머지 70% (대회 종료 후 점수 공개)
2. 평가 방식
정량 평가(100%) : 리더보드 Private Score
- 코드 검증 과정에서 부정행위 등 문제점이 발견된 경우는 시상이 취소되며 코드 제출을 완료하고 코드에 문제가 없는 후순위 팀에게 수상
- [중요] Rating 정보 이외 Image Feature 또는 Text Feature를 사용하지 않는 경우에는 1등 수상 불가능 (반드시 Multi-Modal을 활용해야함)
※ Private 리더보드 공개 후 코드 제출
- 23.08.07(월) 17:00 대회 종료 후 Private 리더보드 각 트랙별 상위 7팀(예비 2팀 포함)은 당일 19:00까지 bhjo12@inha.ac.kr로 Private Score를 재현할 수 있는 소스코드를 제출
※ 최종 순위 발표 후 발표 자료(PPT) 제출
- 23.08.08(화) 11:00 최종 순위 발표 후 수상자는 23.08.11(금) 오전 10:00까지 bhjo12@inha.ac.kr로 발표 자료(PPT)를 제출
3. 팀 참여 규칙
- 인공지능에 관심있는 인하대 학부생, 대학원생 팀 (팀당 2 ~ 5인)
- 2023년 8월 4일 23:59까지 최소 2명 이상 5명 이내 팀 구성 필수
- 팀 구성 방법: 팀 페이지에서 팀 구성 안내 확인
- 구성팀원 중 한 명 이상 대학원생이 포함되어 있으면 대학원팀으로 간주함
- 참가 등록 시점(2023년 7월 4일 ~ 2023년 8월 7일)에서 재학생에 한함
4. 외부 데이터 및 사전 학습 모델
- 경진대회 제공 데이터 이외의 외부 데이터 사용 불가능
- 사용에 법적 제약이 없으며 공개된 사전 학습 모델 사용 허용
5. 유의 사항
- 1일 최대 제출 횟수: 3회
- 사용 가능 언어: Python
- Private Score는 선택된 파일 중에서 채점되므로 참가자는 제출 창에서 자신이 최종적으로 채점 받고 싶은 파일을 선택해야 함 (+ 최대 2개 선택 가능)
- 선택하지 않는 경우, 자동적으로 Public Score가 가장 높은 제출물로 선택됩니다.
- 최종적으로 채점 받고 싶은 파일을 선택한 이후 추가 제출이 발생하면, 자동적으로 Public Score가 가장 높은 제출물로 선택됩니다.
- 데이콘은 부정 제출 행위를 금지하고 있으며 데이콘 대회 부정 제출 이력이 있는 경우 평가가 제한됩니다.
- 대회 진행 중 규칙 위반 사항이 의심되는 경우 코드 제출 요청을 할 수 있으며 요청 2일 이내 코드 미제출 혹은 외부 데이터 사용이 확인되었을 경우 리더보드 기록이 삭제됩니다.
자세한 사항은 아래의 링크를 참고해 주시기 바랍니다. https://dacon.io/notice/notice/13
6. 대회문의
- 대회 운영 및 데이터 이상에 관련된 질문 외에는 답변을 드리지 않고 있습니다.
기타 질문은 토크 페이지를 통해 자유롭게 토론해주시기 바랍니다.
- 데이콘 답변을 희망하는 경우 [토크] 페이지에 질문을 올려 주시기 바랍니다.