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Makale detayı · 2021 · article

Using Artificial Intelligence to Predict Decisions of the Turkish Constitutional Court

ISSN0894-4393
YÖKSİS OpenAlex Üst %1
Yıl2021
Atıf36OpenAlex
Yüzdelik%99,1
FWCI19,731,00 = dünya ortalaması
Scopus (SJR)Q1
WoS (JCR)Q1

Veri kaynağı ayrımı

  • YÖKSİSYÖKSİS makale kaydı
  • YÖKSİS dergi adıSocial Science Computer Review
  • Katalog eşleşmesi (ISSN)Social Science Computer Review
  • OpenAlexOpenAlex zenginleştirmesi (özet, atıf, konular)
  • Semantic Scholaratıf sayısı (OpenAlex ile birleştirilmez)

Özet

OpenAlex İngilizce

This article draws on an artificial intelligence (AI) technique to predict whether an individual application regarding the Turkish Constitutional Court's public morality and freedom of expression cases leding to a “violation” or a “nonviolation” decision. To this end, four different data sets have been composed, preclassification and fundamental word embeddings steps have been made on each data set. Multilayer perceptron, which is based on artificial neural networks, has been used for the prediction of the case decisions. We have predicted the court’s decisions on these cases with the high success rates (average accuracy of 90%) by using the subject or reasoning sections of texts of the cases as data. The subject section of the cases constituting only a very small part of the data has yielded the highest accuracy. The article has demonstrated that a basic AI technique can be successful in achieving accurate predictions even with relatively small data sets derived from well-structured court rulings.

Konular

Atıflar

OpenAlex cited_by_count. WoS veya Scopus atıf sayısı değildir; o kaynaklar için ayrı kolon yoktur.

36atıfOpenAlex · cited_by_count (önbellek / veritabanı)

Yerel katalogda bu makaleye atıf yapan 13 yayın (OpenAlex referans eşleşmesi; tam dünya listesi değildir).

  1. 2023 Prediction of Turkish Constitutional Court Decisions with Explainable Artificial IntelligenceAtıf 8 · OpenAlex
  2. 2023 Prediction of Turkish Constitutional Court Decisions with Explainable Artificial IntelligenceAtıf 8 · OpenAlex
  3. 2025 Summarization, Prediction, and Analysis of Turkish Constitutional Court Decisions With Explainable Artificial Intelligence and a Hybrid Natural Language Processing MethodAtıf 5 · OpenAlex
  4. 2025 Summarization, Prediction, and Analysis of Turkish Constitutional Court Decisions With Explainable Artificial Intelligence and a Hybrid Natural Language Processing MethodAtıf 4 · OpenAlex
  5. 2024 Legal text classification in Turkey: A machine learning approach to divorce and zoning decisionsAtıf 4 · OpenAlex
  6. 2024 Legal text classification in Turkey: A machine learning approach to divorce and zoning decisionsAtıf 4 · OpenAlex
  7. 2025 Prediction of Turkish Constitutional Court Decisions in Terms of Admissibility and Violation of Rights With Artificial IntelligenceAtıf 1 · OpenAlex
  8. 2025 Prediction of Turkish Constitutional Court Decisions in Terms of Admissibility and Violation of Rights With Artificial IntelligenceAtıf 1 · OpenAlex
  9. 2025 Prediction of Turkish Constitutional Court Decisions in Terms of Admissibility and Violation of Rights With Artificial IntelligenceAtıf 1 · OpenAlex
  10. 2025 Prediction of Turkish Constitutional Court Decisions in Terms of Admissibility and Violation of Rights With Artificial IntelligenceAtıf 1 · OpenAlex

Yazarlar

3
  1. MEHMET FATİH SERT GAZİANTEP ÜNİVERSİTESİ 1
  2. ENGİN YILDIRIM 2
  3. İRFAN HAŞLAK SAKARYA ÜNİVERSİTESİ 3