Application of machine learning and genetic optimization algorithms for modeling and optimizing soybean yield using its component traits

Machine learning on genome-wide association studies to predict the risk of radiation-associated contralateral breast cancer in the WECARE Study

(2020) Sangkyu Lee et al.   PLoS One

Sustainable Closed-Loop Supply Chain Design Problem: A Hybrid Genetic Algorithm Approach

(2020) YoungSu Yun et al.   Mathematics

Development of support vector machine-based model and comparative analysis with artificial neural network for modeling the plant tissue culture procedures: effect of plant growth regulators on somatic embryogenesis of chrysanthemum, as a case study

(2020) Mohsen Hesami et al.   Plant Methods

Alfalfa Yield Prediction Using UAV-Based Hyperspectral Imagery and Ensemble Learning

(2020) Luwei Feng et al.   Remote Sensing

Soybean Yield Estimation and Its Components: A Linear Regression Approach

(2020) Marcelo Chan Fu Wei et al.   Agriculture-Basel

Forecasting and optimizing Agrobacterium-mediated genetic transformation via ensemble model- fruit fly optimization algorithm: A data mining approach using chrysanthemum databases

(2020) Mohsen Hesami et al.   PLoS One

The application of artificial neural networks in modeling and predicting the effects of melatonin on morphological responses of citrus to drought stress

(2020) Marziyeh Jafari et al.   PLoS One

River Water Salinity Prediction Using Hybrid Machine Learning Models

(2020) Assefa M. Melesse et al.   Water

Machine Learning for Plant Breeding and Biotechnology

(2020) Mohsen Niazian et al.   Agriculture-Basel

Shoot/Root Interactions Affect Soybean Photosynthetic Traits and Yield Formation: A Case Study of Grafting With Record-Yield Cultivars

(2019) Yanli Du et al.   Frontiers in Plant Science

Impact of heat stress on pod‐based yield components in field pea ( Pisum sativum L.)

(2019) Yunfei Jiang et al.   JOURNAL OF AGRONOMY AND CROP SCIENCE

Application of Adaptive Neuro-Fuzzy Inference System-Non-dominated Sorting Genetic Algorithm-II (ANFIS-NSGAII) for Modeling and Optimizing Somatic Embryogenesis of Chrysanthemum

(2019) Mohsen Hesami et al.   Frontiers in Plant Science

California Almond Yield Prediction at the Orchard Level With a Machine Learning Approach

(2019) Zhou Zhang et al.   Frontiers in Plant Science

Estimating hourly and continuous ground-level PM2.5 concentrations using an ensemble learning algorithm: The ST-stacking model

(2019) Luwei Feng et al.   ATMOSPHERIC ENVIRONMENT

Modeling and Optimizing Medium Composition for Shoot Regeneration of Chrysanthemum via Radial Basis Function-Non-dominated Sorting Genetic Algorithm-II (RBF-NSGAII)

(2019) Mohsen Hesami et al.   Scientific Reports

Prediction of the water content of biodiesel using ANN-MLP: An environmental application

(2018) Yaya Wang et al.   Energy Sources Part A-Recovery Utilization and Environmental Effects

PSOSAC: Particle Swarm Optimization Sample Consensus Algorithm for Remote Sensing Image Registration

(2018) Yue Wu et al.   IEEE Geoscience and Remote Sensing Letters

A hybrid MLP-CNN classifier for very fine resolution remotely sensed image classification

(2018) Ce Zhang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Review: High-throughput phenotyping to enhance the use of crop genetic resources

(2018) G.J. Rebetzke et al.   PLANT SCIENCE

Evaluation of a miniaturized NIR spectrometer for cultivar identification: The case of barley, chickpea and sorghum in Ethiopia

(2018) Frédéric Kosmowski et al.   PLoS One

Prospects for increasing yield in macadamia using component traits and genomics

(2018) Katie O’Connor et al.   Tree Genetics & Genomes

An Automatic Random Forest-OBIA Algorithm for Early Weed Mapping between and within Crop Rows Using UAV Imagery

(2018) Ana de Castro et al.   Remote Sensing

Bacterial Foraging Optimization Based Radial Basis Function Neural Network (BRBFNN) for Identification and Classification of Plant Leaf Diseases: An Automatic Approach Towards Plant Pathology

(2018) Siddharth Singh Chouhan et al.   IEEE Access

Sensors for measuring plant phenotyping: A review

(2018) Ruicheng Qiu et al.   International Journal of Agricultural and Biological Engineering

Machine learning methods for crop yield prediction and climate change impact assessment in agriculture

(2018) Andrew Crane-Droesch   Environmental Research Letters

Prediction of slaughter age in pigs and assessment of the predictive value of phenotypic and genetic information using random forest

(2018) Ahmad Alsahaf et al.   JOURNAL OF ANIMAL SCIENCE

Machine Learning in Agriculture: A Review

(2018) Konstantinos Liakos et al.   SENSORS

Machine Learning Using Hyperspectral Data Inaccurately Predicts Plant Traits Under Spatial Dependency

(2018) Alby Rocha et al.   Remote Sensing

An ensemble learning framework for anomaly detection in building energy consumption

(2017) Daniel B. Araya et al.   ENERGY AND BUILDINGS

The translation of lipid profiles to nutritional biomarkers in the study of infant metabolism

(2017) Animesh Acharjee et al.   Metabolomics

Predicting grain yield using canopy hyperspectral reflectance in wheat breeding data

(2017) Osval A. Montesinos-López et al.   Plant Methods

Comparison of different regression models and validation techniques for the assessment of wheat leaf area index from hyperspectral data

(2015) Bastian Siegmann et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Machine learning predictive models for mineral prospectivity: An evaluation of neural networks, random forest, regression trees and support vector machines

(2015) V. Rodriguez-Galiano et al.   ORE GEOLOGY REVIEWS

The Relationship between the Number of Nodes and Pods in Soybean Communities

(2013) D. B. Egli   CROP SCIENCE

Multiple Classifier Combination For Recognition Of Wheat Leaf Diseases

(2013) Yuan Tian et al.   INTELLIGENT AUTOMATION AND SOFT COMPUTING

Field high-throughput phenotyping: the new crop breeding frontier

(2013) José Luis Araus et al.   TRENDS IN PLANT SCIENCE

Physiological perspectives of changes over time in maize yield dependency on nitrogen uptake and associated nitrogen efficiencies: A review

(2012) Ignacio A. Ciampitti et al.   FIELD CROPS RESEARCH

The Role of Genomics and Biotechnology in Achieving Global Food Security for High-Oleic Vegetable Oil

(2012) Richard F. Wilson   Journal of Oleo Science

Software measurement data reduction using ensemble techniques

(2012) Huanjing Wang et al.   NEUROCOMPUTING

Applications of Radial-Basis Function and Generalized Regression Neural Networks for Modeling of Coagulant Dosage in a Drinking Water-Treatment Plant: Comparative Study

(2011) Salim Heddam et al.   JOURNAL OF ENVIRONMENTAL ENGINEERING

Multiple regression, ANN (RBF, MLP) and ANFIS models for prediction of swell potential of clayey soils

(2010) Işık Yilmaz et al.   EXPERT SYSTEMS WITH APPLICATIONS

Breeding Technologies to Increase Crop Production in a Changing World

(2010) M. Tester et al.   SCIENCE

Agronomic and physiological contributions to the yield improvement of soybean cultivars released from 1950 to 2006 in Northeast China

(2009) Jian Jin et al.   FIELD CROPS RESEARCH

Machine learning in genome-wide association studies

(2009) Silke Szymczak et al.   GENETIC EPIDEMIOLOGY

ParLeS: Software for chemometric analysis of spectroscopic data

(2007) Raphael A. Viscarra Rossel   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS