TY  - JOUR
A1  - Arinkin, Vladimir
A1  - Digel, Ilya
A1  - Porst, Dariusz
A1  - Temiz Artmann, Aysegül
A1  - Artmann, Gerhard
T1  - Phenotyping date palm varieties via leaflet cross-sectional imaging and artificial neural network application
JF  - BMC bioinformatics
N2  - Background
True date palms (Phoenix dactylifera L.) are impressive trees and have served as an indispensable source of food for mankind in tropical and subtropical countries for centuries. The aim of this study is to differentiate date palm tree varieties by analysing leaflet cross sections with technical/optical methods and artificial neural networks (ANN).

Results
Fluorescence microscopy images of leaflet cross sections have been taken from a set of five date palm tree cultivars (Hewlat al Jouf, Khlas, Nabot Soltan, Shishi, Um Raheem). After features extraction from images, the obtained data have been fed in a multilayer perceptron ANN with backpropagation learning algorithm.

Conclusions
Overall, an accurate result in prediction and differentiation of date palm tree cultivars was achieved with average prediction in tenfold cross-validation is 89.1% and reached 100% in one of the best ANN.
Y1  - 2014
U6  - https://doi.org/10.1186/1471-2105-15-55
SN  - 1471-2105
VL  - 15
IS  - 55
SP  - 1
EP  - 8
ER  - 
TY  - JOUR
A1  - Küppers, Tobias
A1  - Steffen, Victoria
A1  - Hellmuth, Hendrik
A1  - O'Connell, Timothy
A1  - Bongaerts, Johannes
A1  - Maurer, Karl-Heinz
A1  - Wiechert, Wolfgang
T1  - Developing a new production host from a blueprint: Bacillus pumilus as an industrial enzyme producer
JF  - Microbial cell factories
Y1  - 2014
U6  - https://doi.org/10.1186/1475-2859-13-46
SN  - 1475-2859 (E-Journal)
VL  - 13
SP  - Article No. 46
PB  - BioMed Central
CY  - London
ER  - 
TY  - JOUR
A1  - Whitehead, Mark
A1  - Öhlschläger, Peter
A1  - Almajhdi, Fahad N.
A1  - Alloza, Leonor
A1  - Marzábal, Pablo
A1  - Meyers, Ann E.
A1  - Hitzeroth, Inga I.
A1  - Rybicki, Edward P.
T1  - Human papillomavirus (HPV) type 16 E7 protein bodies cause tumour regression in mice
JF  - BMC cancer
Y1  - 2014
U6  - https://doi.org/10.1186/1471-2407-14-367
SN  - 1471-2407
IS  - 14:367
SP  - 1
EP  - 15
PB  - BioMed Central
CY  - London
ER  -