نتایج جستجو برای: multi linear regression mlr

تعداد نتایج: 1163777  

2012
Jiajian Yin Yong Liu

The hydrophobicity of peptide is an important factor that affects the dissolution behavior of proteins and peptides, also affect the physical and chemical properties. In this study, each amino acid side chain was characterized using three structure parameters (heuristic molecular lipophilicity potential, HMLP). The HMLP parameters, total surface area(S), lipophilic indices (L), and hydrophilic ...

Journal: :Int. Arab J. Inf. Technol. 2008
Khalid A. Eldrandaly Abdel-Azim Negm

Predication is one of the fundamental tasks of data mining. In recent years, Artificial Intelligence techniques are widely being used in data mining applications where conventional statistical methods were used such as Regression and classification. The aim of this work is to show the applicability of Gene Expression Programming (GEP), a recently developed AI technique, for hydraulic data predi...

Journal: :Journal of molecular modeling 2007
Georgia Melagraki Antreas Afantitis Haralambos Sarimveis Panayiotis A Koutentis John Markopoulos Olga Igglessi-Markopoulou

In this study, we present a new model that has been developed for the prediction of θ (lower critical solution temperature) using a database of 169 data points that include 12 polymers and 67 solvents. For the characterization of polymer and solvent molecules, a number of molecular descriptors (topological, physicochemical,steric and electronic) were examined. The best subset of descriptors was...

Journal: :Chemosphere 2004
A Lengyel K Héberger L Paksy O Bánhidi R Rajkó

Multivariate statistical methods including pattern recognition (Principal Component Analysis--PCA) and modeling (Multiple Linear Regression--MLR, Partial Least Squares--PLS, as well as Principal Component Regression--PCR) methods were carried out to evaluate the state of ambient air in Miskolc (second largest city in Hungary). Samples were taken from near the ground at a place with an extremely...

2014
Fida Kamal Dankar Renaud Brien Carlisle M. Adams Stan Matwin

Increasing efficiency in hospitals is of particular importance. Studies that combine data from multiple hospitals/data holders can tremendously improve the statistical outcome and aid in identifying efficiency markers. However, combining data from multiple sources for analysis poses privacy risks. A number of protocols have been proposed in the literature to address the privacy concerns; howeve...

Evaporation is an essential component of hydrological cycle. Several meteorologicalfactors play role in the amount of pan evaporation. These factors are often related to eachother. In this study, a multiple linear regression (MLR) in conjunction with PrincipalComponent Analysis (PCA) was used for modeling of pan evaporation. After thestandardization of the variables, independent components were...

Journal: :Ecological Complexity 2022

Weekly averaged datasets from fourteen AmeriFlux ecosystem monitoring sites spread across the Americas, processed to FLUXNET2015 standard, are statistically evaluated characterize their seasonal net exchange (NEE) trends. The cover wetland, cropland, woodland, grassland and tundra ecosystems. Up twenty measured variables variously correlated with NEE. A comparison of Pearson Spearman correlatio...

2006
Patrick J. Curran Daniel J. Bauer

Simple slopes, regions of significance, and confidence bands are commonly used to evaluate interactions in multiple linear regression (MLR) models, and the use of these techniques has recently been extended to multilevel or hierarchical linear modeling (HLM) and latent curve analysis (LCA). However, conducting these tests andplotting the conditional relations is often a tedious and error-prone ...

2017
Jiong Yu Qiaoling Pan Jinfeng Yang Chengxing Zhu Linfeng Jin Guangshu Hao Xiaowei Shi Hongcui Cao Feiyan Lin

BACKGROUND The complete blood count (CBC) is the most common examination used to monitor overall health in clinical practice. Whether there is a relationship between CBC indexes and alanine transaminase (ALT) and aspartate aminotransferase (AST) has been unclear. MATERIAL AND METHODS In this study, 572 normal-weight and 346 overweight Chinese subjects were recruited. The relationship between CB...

Journal: :Atmosphere 2021

The ozone concentration in the atmosphere has been recovering with reduction atmospheric ozone-depleting substances (ODS). However, ODS remain for long periods, slowing recovery. Furthermore, greenhouse gas-induced climate change complicates East Asia is a significant contributor to global due increase industrialization and presence of complex conditions. We investigated variations using total ...

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