Grunsky E.C., Caritat P.de, "State-of-the-art analysis of geochemical data for mineral exploration," Geochemistry: Exploration, Environment, Analysis, 2019. ##
Wang, L.; Liu, B.; McKinley, J.M.; Cooper, M.R.; Li, C.; Kong, Y.; Shan, M,, "Compositional data analysis of regional geochemical data in the Lhasa area of Tibet, China.," Applied Geochemistry, vol. 135, no. 105108, p. 10, 2021. ##
Zhao, P.D.; Chen, Y.Q., "Digital geology and quantitative mineral exploration.," Earth Sci. Front, vol. 28, pp. 1-5, 2021. ##
Mou, N., Wang, G., and Sun, X., "Identification of geochemical anomalies related to mineralization: A case study from porphyry copper deposits in the Qulong-Jiama mining district of Tibet, China.," Journal of Geochemical Exploration, vol. 244, 2023. ##
Yang, N., Zhang, Z., Yang, J. et al., "Mineralized-Anomaly Identification Based on Convolutional Sparse Autoencoder Network and Isolated Forest," Natural Resources Research, vol. 32, pp. 1-18, 2023. ##
Zuo, R.G.; Wang, J.; Xiong, Y.H.;Wang, Z.Y., "The processing methods of geochemical exploration data: Past, present, and future," Appl. Geochem, vol. 105072., p. 132, 2021. ##
Jafari, M. A., Kananian, A., & Nazarpour, A., "Prospecting of Zn-Pb mineralization based on stream sediments geochemical exploration in the Malayer-Isfahan metallogenic belt.," Journal of Economic Geology, vol. 12, no. 4, pp. 611-634, 2021. ##
Afzal, P., Mirzaei, M., Yousefi, M., Adib, A., Khalajmasoumi, M., Zarifi, A.Z., Foster, P., Yasrebi, A.B.,, "Delineation of geochemical anomalies based on stream sediment data utilizing fractal modeling and staged factor analysis.," Journal of African Earth Sciences, vol. 119, pp. 139-149, 2016. ##
Roshanravan, B., Tabatabaei, H., Kreuzer, O., Moini, H., Parsa, M.,, "Structural and non-structural statistical methods: implications for delineating geochemical anomalies," Applied Earth Science, vol. 129, no. 3, pp. 111-121, 2020. ##
Carranza, E.J.M., Laborte, A.G.,, "Data-driven predictive mapping of gold prospectivity, Baguio district, Philippines: Application of Random Forests algorithm," Ore Geology Reviews, vol. 71, pp. 777-787, 2015. ##
Zhao, J.N., Chen, S.Y., Zuo, R.G.,, "Identifying geochemical anomalies associated with Au–Cu mineralization using multifractal and artificial neural network models in the Ningqiang district, Shaanxi, China.," Journal of Geochemical 764 Exploration, vol. 164, pp. 54-64, 2016. ##
Keykhay-Hosseinpoor, M., Kouhsari, A. H., Hossein Morshedy, A., & Porwal, A., "Porphyry Cu-Au prospectivity modelling using semi-supervised learning algorithm in Dehsalm district, eastern Iran.," Journal of Economic Geology, vol. 13, no. 1, pp. 193-213, 2021. ##
Cheng Q.,, "Mathematical Geosciences: Local Singularity Analysis of Nonlinear Earth Processes and Extreme Geo-Events. In: Daya Sagar BS, Cheng Q, Agterberg F, editors. Handbook of Mathematical Geosciences: Fifty Years of IAMG.," Springer International Publishing, Cham, pp. 179-208, 2018. ##
Liu, F.T., Ting, K.M., Zhou, Z.-H.,, "Isolation forest," in Eighth IEEE International Conference on Data Mining, IEEE, 2008. ##
Chen, Y., Wang, S., Zhao, Q. et al, "Detection of Multivariate Geochemical Anomalies Using the Bat Optimized Isolation Forest and Bat-Optimized Elliptic Envelope Models," J. Earth Sci, vol. 32, pp. 415-426, 2021. ##
Zheng. C.Y., Zhao. Q.Y., Fan. G.Y., Zhao, K.Y., and Piao. T., "Comparative study on isolation forest, extended isolation forest and generalized isolation forest in detection of multivariate geochemical anomalies.," Global Geology, vol. 26, no. 3, pp. 167-176, 2023. ##
M. Saremi, M. Bagheri, S. Agha Seyyed Mirzabozorg, N. Hassan, Z. Hoseinzade and A. Maghsoudi, "Evaluation of Deep Isolation Forest (DIF) Algorithm for Mineral Prospectivity Mapping of Polymetallic Deposits," Minerals, vol. 14, p. 1015, 2024. ##
S. C. E. Shahrestani, "Effectiveness of LOF, iForest and OCSVM in detecting anomalies in," Exploration, Environment, Analysis, vol. 24, 2024. ##
Chen, Y. L., & Wu, W., "Mapping mineral prospectivity by using one class support vector machine to identify multivariate geological anomalies from digital geological survey.," Australian Journal of Earth Sciences, vol. 44, no. 5, pp. 639-651, 2017. ##
Xu Tan, Jiawei Yang, Susanto Rahardja, "Sparse random projection isolation forest for outlier detection," Pattern Recognition Letters, vol. 163, pp. 65-73, 2022. ##
Paweł Karczmarek, Adam Kiersztyn, Witold Pedrycz, Dariusz Czerwiński, "Fuzzy C-Means-based Isolation Forest," Applied Soft Computing, vol. 107354, p. 106, 2021. ##
Alghushairy, O., Alsini, R., Soule, T., & Ma, X., "A review of local outlier factor algorithms for," Big Data and Cognitive Computing, vol. 5, no. 1, p. 1, 2020. ##
Smiti, A., "A critical overview of outlier," Computer Science Review, vol. 100306, p. 38, 2020. ##
Wang, H., Bah, M. J., & Hammad, M., "Progress in outlier detection techniques: A survey," Ieee Access, vol. 7, pp. 107964-108000, 2019. ##
خانیزاده، فربد، خامسیان، فرزان، و اثنی عشری، مریم., “کاربرد یادگیری بدون نظارت در کشف تقلبات بیمه اتومبیل (الگوریتم جنگل ایزوله),” حسابداری مدیریت, جلد 15, شماره 53, pp. 141-153, 1401. ##
کشاورز رضا، امیر و حسن پور، حمید و تخم چی،بهزاد, “شناسایی هوشمند زون های شکسته با استفاده از چاه نمودارهای پتروفیزیکی,” در اولین کنفرانس ملی مهندسی اکتشاف منابع زیرزمینی, شاهرود, 1392. ##
مشرفزاده، صادق و رحمانی سریاست، امید و روایی، بهمن, “تشخیص نفوذ با استفاده از الگوریتم بگینگ,” در هشتمین کنگره ملی تازه های مهندسی برق و کامپیوتر ایران, تهران, 1400. ##
حسنعلیپور، اکبر و مشرفزاده، صادق, “تشخیص وبسایتهای فیشینگ با استفاده از ترکیب الگوریتم کاهش ابعاد و بگینگ,” در اولین کنفرانس ملی آنالیز داده ها, یاسوج, 1402. ##
Julien Lesouple, Cédric Baudoin, Marc Spigai, Jean-Yves Tourneret, "Generalized isolation forest for anomaly detection," Pattern Recognition Letters, vol. 149, pp. 109-119, 2021. ##
Liu, F.T., Ting, K.M., Zhou, Z.H.,, "Isolation-based anomaly detection," ACM Transactions on Knowledge Discovery from Data, vol. 6, no. 1, pp. 1-39, 2012. ##
Wu, W., Chen, Y.L.,, "Application of isolation forest to extract multivariate 699 anomalies from geochemical exploration data.," Global Geology, vol. 21, pp. 36-47, 2018. ##
K. M. C. B. R. J. Hariri S, "Extended isolation forest," IEEE Transactions on Knowledge and, vol. 33, no. 4, pp. 1479-1489, 2021. ##
B. C. S. M. e. a. Lesouple J, "Generalized isolation forest for anomaly detection," Pattern Recognition Letters, vol. 149, pp. 109-119, 2021. ##
Cheng, Q., Agterberg, F.P., Carter, G.F., "A Spatial Analysis Method for Geochemical Anomaly Separation," Journal of Geochemical Exploration, vol. 65, pp. 175-194, 1996. ##
Zuo, R.G.; Wang, J.L., "ArcFractal: An ArcGIS add-in for processing geoscience data using fractal/multifractal models," Nat. Resour. Res, vol. 29, pp. 3-12, 2020. ##
Cheng, Q., Agterberg, F. P., & Ballantyne, S. B., "The separation of geochemical anomalies from background by fractal methods," Journal of Geochemical Exploration, vol. 51, no. 2, pp. 109-130, 1994. ##
Zhao, Z.H.; Chen, J.; Qiao, K.; Cui, X.M.; Liang, S.S.; Li, C.L., "Remote Sensing Alteration Information and Structure Analysis Based on Fractal Theory: A Case Study of Duobaoshan Area of Heilongjiang Province," Geoscience, vol. 19, pp. 1-16, 2022. ##
جوزانی کهن، گلناز, “به کارگیری روش فرکتالی عیار محیط در جدایش آنومالیهای ژئوشیمیایی از زمینه,” در دهمین همایش انجمن زمینشناسی ایران, تهران, 1385. ##
Farhadi, S.; Afzal, P.; Boveiri Konari, M.; Daneshvar Saein, L.; Sadeghi, B., "Combination of Machine Learning Algorithms with Concentration-Area Fractal Method for Soil Geochemical Anomaly Detection in Sediment-Hosted Irankuh Pb-Zn Deposit, Central Iran," Minerals, vol. 12, p. 689, 2022. ##
Goncalves, M. A., Mateus, A., & Oliveira, V., "Geochemical anomaly separation by multifractal modelling," Journal of Geochemical Exploration, vol. 72, no. 2, pp. 91-114, 2001. ##
Shafieyan, F., Abdideh, M., "Application of concentration-area fractal method in static modeling of hydrocarbon reservoirs," Petrol Explor Prod Technol, vol. 9, pp. 1197-1202, 2019. ##
Asadi Haroni H,, "First Stage Drilling Report on Dalli Porphyry Cu-Au Prospect, Central Province of Iran," Technical Report, Isfahan,, 2008. ##
مشتاقیان، کیتاش، ابطحی فروشانی، سیدمحمد، اسدی هارونی، هوشنگ، حاج حیدری، محمد، و جان قربان، غزل., “مدل-سازی وارون دادههای مغناطیسی و IP/RS با هدف اکتشاف کانسار شمالی مس- طلای پورفیری دالی,” علوم زمین, جلد 32, شماره 3, pp. 79-92, 1401. ##
Fatehi, M., & Asadi, H. H., "Application of semi-supervised fuzzy c-means method in clustering multivariate geochemical data, a case study from the Dalli Cu–Au porphyry deposit in central Iran," Ore Geology Reviews, vol. 81, pp. 245-255, 2017. ##
کریمپور م، سعادت س،, زمینشناسی اقتصادی, مشهد: انتشارات دانشگاه فردوسی, 1388. ##
J. ,. D. R. ,. a. M. J. Swets, "Better Decisions through Science," Scientific American, pp. 82-87, 2000. ##
