Evaluation of the linear and non-linear prediction models optimized with metaheuristics: Application to anaerobic digestion processes

2019 ◽  
Vol 12 (4) ◽  
pp. 397-403 ◽  
Author(s):  
Tanja Beltramo ◽  
Bernd Hitzmann
Keyword(s):  
Anaerobic Digestion ◽  
Linear Prediction ◽  
Prediction Models ◽  
Non Linear

scholarly journals Nonlinear Prediction Models for Estimation of Pre-weaning Body Weight of Pigs using Morphometric Traits

2020 ◽  
Author(s):  
Santanu Banik ◽  
Soumen Naskar ◽  
Keshab Barman ◽  
Pranab Jyoti Das ◽  
Sunil Kumar ◽  
...  
Keyword(s):  
Body Weight ◽  
Linear Prediction ◽  
Prediction Models ◽  
Prediction Equation ◽  
Body Measurement ◽  
Nonlinear Prediction ◽  
Morphometric Traits ◽  
Exponential Equation ◽  
Non Linear ◽  
Body Measurement Traits

Background: In the present study, a set of non-linear prediction equation was developed using records of body measurement traits, namely heart girth, punch girth, height at shoulder, height at back, height at fore leg, height at back leg and body length of pigs. Repeated measurement of traits at birth, 15 d, 30 d and weaning (42 d) of 394 piglets were used. Methods: The regression of body weight on body measurement traits showed non-linear relationship based on equation, Y = aXb. Correlation of heart girth with body weight (r2 = 0.968 for male and 0.969 for females; P less than 0.01) was highest among the traits studied. Result: Heart girth was found to be most suited among the traits to predict body weight in an exponential equation, Y = 0.00058 H2.49 and Y = 0.00061 H2.47 for male and females, respectively, explaining 96 percent of variation. 

scholarly journals Pile groups under axial loading: an appraisal of simplified non-linear prediction models

Géotechnique ◽  
2019 ◽  
Vol 69 (7) ◽  
pp. 565-579 ◽  
Author(s):  
Brian B. Sheil ◽  
Bryan A. McCabe ◽  
Emilios M. Comodromos ◽  
Barry M. Lehane
Keyword(s):  
Linear Prediction ◽  
Prediction Models ◽  
Axial Loading ◽  
Pile Groups ◽  
Non Linear

scholarly journals A non-linear prediction model for ageing foetal and neonatal sheep reveals basic issues in early neolithic husbandry

2021 ◽  
pp. 105344
Author(s):  
Nadja Pöllath ◽  
Ricardo García-González ◽  
Sevag Kevork ◽  
Ursula Mutze ◽  
Michaela I. Zimmermann ◽  
...  
Keyword(s):  
Prediction Model ◽  
Linear Prediction ◽  
Early Neolithic ◽  
Non Linear ◽  
Linear Prediction Model

State Encoding of Hidden Markov Linear Prediction Models

1996 ◽  
Vol 29 (1) ◽  
pp. 5090-5095
Author(s):  
Vikram Krishnamurthy ◽  
H. Vincent Poor
Keyword(s):  
Linear Prediction ◽  
Prediction Models ◽  
Hidden Markov ◽  
State Encoding

Huber-Norm Regularization for Linear Prediction Models

2016 ◽  
pp. 714-730 ◽  
Author(s):  
Oleksandr Zadorozhnyi ◽  
Gunthard Benecke ◽  
Stephan Mandt ◽  
Tobias Scheffer ◽  
Marius Kloft
Keyword(s):  
Linear Prediction ◽  
Prediction Models
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