Tianlong Cai1, Falk Huettmann2, Kisup Lee3 and Yumin Guo1,*
...anes in the East Asia. A machine learning modeling algorithm of maximum entropy (MaxEnt) weas applied and evaluated with Stochastic Gradient Boosting and Random Forests based on 115 every year used occurrence points (1990-2013) and 14 environmental layers as predictors. Results show that the Songnen Plain and Korea Peninsula are the most important stopover habitats. Four other major areas are also suitable for stopover: (i) the coastal area of the Bohai Sea, (...
Faheem Aslam1*, Aneel Salman1 and Inayatullah Jan2
...tudies introduce several machine learning algorithms to improve time series prediction accuracy. The purpose of this study is to develop a precise wheat production model using artificial neural networks (ANN). A total of 71 years’ wheat production data from 1948 to 2018 is divided into training data and test data. The model is trained by using 53 years’ data and forecasts the future wheat production for the remaining 14 years. There are 16 indicato...
Farhat Iqbal1, Abdul Waheed2*, Zil-e-Huma3 and Asim Faraz2
... to compare four popular machine learning algorithms to model and predict the body weight through various body measurements of small ruminants. The regression tree, random forests, support vector machine and gradient boosting machine methods have been used to predict the live body weight (target variable) of the animal. The predictors (independent variables) included in the current study were sex of the animal, neck length, diagonal body length, head girth abo...

Muhammad Islam1,4*, Farrukh Shehzad1, Muhammad Omar2, Abdul Qayyum3 and Rabia Siddiqui4

...efficacies of supervised machine learning (ML) algorithms using compound growth exponential regression models (CGREM) with linear regression models (LRM) to predict the wheat area, yield and population explosion. The historical data are collected from 1950 to 2020 and ML models are deployed using the 80% train and 20% test datasets. Various combinations of train test split have been applied to check the precisions of data partitions subset on the deployed mode...

Sarhad Journal of Agriculture

December

Vol. 38, Iss. 4, Pages 1160-1546

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