PROPERTY PRICE PREDICTION AND RECOMMENDATIONS IN NORTHERN CYPRUS / (Kayıt no. 293077)
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000 -BAŞLIK | |
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Sabit Uzunluktaki Kontrol Alanı | 02431nam a22002657a 4500 |
003 - KONTROL NUMARASI KİMLİĞİ | |
Kontrol Alanı | KOHA |
005 - EN SON İŞLEM TARİHİ ve ZAMANI | |
Kontrol Alanı | 20250110143344.0 |
008 - SABİT UZUNLUKTAKİ VERİ ÖGELERİ - GENEL BİLGİ | |
Sabit Alan | 240927d2024 cy de||| |||| 00| 0 eng d |
040 ## - KATALOGLAMA KAYNAĞI | |
Özgün Kataloglama Kurumu | CY-NiCIU |
Kataloglama Dili | eng |
Çeviri Kurumu | CY-NiCIU |
Açıklama Kuralları | rda |
041 ## - DİL KODU | |
Metin ya da ses kaydının dil kodu | eng |
090 ## - Yerel Tasnif No | |
tasnif no | YL 3560 |
Cutter no | F33 2024 |
100 1# - KİŞİ ADI | |
Yazar Adı (Kişi adı) | Al-Fadhli, Sama Mansoor Nasser |
245 10 - ESER ADI BİLDİRİMİ | |
Başlık | PROPERTY PRICE PREDICTION AND RECOMMENDATIONS IN NORTHERN CYPRUS / |
Sorumluluk Bildirimi | SAMA MANSOOR NASSER AL-FADHLI ; SUPERVISOR, ASST. PROF. DR. YASEMİN BAY |
264 ## - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
Date of production, publication, distribution, manufacture, or copyright notice | 2024 |
300 ## - FİZİKSEL TANIMLAMA | |
Sayfa, Cilt vb. | 49 sheets ; |
Boyutları | 30 cm |
Birlikteki Materyal | +1 CD ROM |
336 ## - CONTENT TYPE | |
Source | rdacontent |
Content type term | text |
Content type code | txt |
337 ## - MEDIA TYPE | |
Source | rdamedia |
Media type term | unmediated |
Media type code | n |
338 ## - CARRIER TYPE | |
Source | rdacarrier |
Carrier type term | volume |
Carrier type code | nc |
502 ## - TEZ NOTU | |
Tez Notu | Thesis (MSc) - Cyprus International University. Institute of Graduate Studies and Research Management Information System |
520 ## - ÖZET NOTU | |
Özet notu | This research aims to improve the market stability of Northern Cyprus and consumer trust through property recommendations based on the achieved high-accuracy price predictions. Using a dataset collected between 2023 and 2024, captured from 101Evler.com using Python, a leading property search portal based in Northern Cyprus. The dataset includes data on 430 residential properties on the island, the study explores the unique dynamics of Northern Cyprus characteristics as an unrecognized state offering lower property prices and investment opportunities than other countries around the world. Machine Learning algorithms were used such as Random Forest, Gradient Boosting, and XGBoost, compared their results and their performance was evaluated by using R-squared (R²) and Mean Absolute Error (MAE) metrics. The results proved that Random Forest Regression outperformed the other models, achieving the highest R² scores and the lowest MAE values, the properties recommended were based on the results of the high predicted values rather than the actual prices which illustrate the potential of being overpriced in other platforms in Northern Cyprus. Our research applied the property price prediction analysis methodology and utilized the Dataiku platform and Python for model development and recommendation. Our findings highlight the potential of recommending worth buying properties, enabling more informed decisions through accurate price predictions. |
650 #0 - KONU BAŞLIĞI EK GİRİŞ - KONU TERİMİ | |
Konusal terim veya coğrafi ad | Management Information System |
Alt başlık biçimi | Dissertations, Academic |
700 1# - EK GİRİŞ - KİŞİ ADI | |
Yazar Adı (Kişi adı) | Bay, Yasemin |
İlişkili Terim | supervisor |
942 ## - EK GİRİŞ ÖGELERİ (KOHA) | |
Sınıflama Kaynağı | Dewey Onlu Sınıflama Sistemi |
Materyal Türü | Thesis |
Geri Çekilme Durumu | Kayıp Durumu | Sınıflandırma Kaynağı | Kredi için değil | Koleksiyon Kodu | Kalıcı Konum | Mevcut Konum | Raf Yeri | Kayıt Tarih | Source of acquisition | Toplam Ödünçverme | Yer Numarası | Demirbaş Numarası | Son Görülme Tarihi | Kopya Bilgisi | Fatura Tarihi | Materyal Türü | Genel / Bağış Notu |
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Dewey Onlu Sınıflama Sistemi | Tez Koleksiyonu | CIU LIBRARY | CIU LIBRARY | Depo | 19.11.2024 | Bağış | YL 3560 F33 2024 | T4007 | 19.11.2024 | C.1 | 19.11.2024 | Thesis | Management Information Systems | ||||
Dewey Onlu Sınıflama Sistemi | Tez Koleksiyonu | CIU LIBRARY | CIU LIBRARY | Görsel İşitsel | 19.11.2024 | Bağış | YL 3560 F33 2024 | CDT4007 | 19.11.2024 | C.1 | 19.11.2024 | Suppl. CD | Management Information Systems |