• No results found

Dynamic selection of environmental variables to improve the prediction of aphid phenology : a machine learning approach

N/A
N/A
Protected

Academic year: 2019

Share "Dynamic selection of environmental variables to improve the prediction of aphid phenology : a machine learning approach"

Copied!
22
0
0

Loading.... (view fulltext now)

Full text

(1)

This is a repository copy of

Dynamic selection of environmental variables to improve the

prediction of aphid phenology : a machine learning approach

.

White Rose Research Online URL for this paper:

http://eprints.whiterose.ac.uk/127857/

Version: Accepted Version

Article:

Holloway, Paul, Kudenko, Daniel orcid.org/0000-0003-3359-3255 and James, Bell (2018)

Dynamic selection of environmental variables to improve the prediction of aphid phenology

: a machine learning approach. Ecological Indicators. pp. 512-521. ISSN 1470-160X

https://doi.org/10.1016/j.ecolind.2017.10.032

eprints@whiterose.ac.uk https://eprints.whiterose.ac.uk/ Reuse

This article is distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs (CC BY-NC-ND) licence. This licence only allows you to download this work and share it with others as long as you credit the authors, but you can’t change the article in any way or use it commercially. More

information and the full terms of the licence here: https://creativecommons.org/licenses/

Takedown

If you consider content in White Rose Research Online to be in breach of UK law, please notify us by

(2)

D

P H D K J R B

D C S U Y D L Y YO GH UK

D G U C C C I

S P N R A U R A S R

R I S B C P R R AL JQ UK

A

I

A

C

E

M ML

I ML

A

W C

UK D

C

T

F

W

T

(3)
(4)

I

T

G A Z H B

L A C W S L

E S T

P S

D

P

F

W

P

A

A

F M

CABI

B T

E

T

A C

C

H O

C C I I

B N A

O NAO

ADD C A M

UK W A L

D

S

J W M H

A NAO

I

(5)

F

S

F T

UK

T

S P R A

I C AIC B

P S

C T

R P G S

F H

L

H H

F

I

I

M L ML

A ML

F O ML

G

K A

F

H

W

(6)

I UK R I S RIS

H B D

RIS

I

W

J

J

J

D F J D

T FF

NF

FF T FF

NF

D D

S API N A O

NAO I A

N W S

A ADD

C C

NAO W

ADD F ADD

FF NF

F FF M

ADD M M

ADD M M S

F FF M

NAO N

M T

T

W

W

FF NF

B

B F FF ADD

NAO I B

J FF FF NF

FF

D A M L

(7)

V ML T

T ML

T

FF NF

H

F

E

log log E

S

S E

T

W FS R

K R R C T

M S D T G A M

W C

T C

L C

FF NF T

T

T

C

A

H C K R R

C T C

T

G

G W

E Y

E

W

A

R R C T W

(8)

M E

S T AUC

ROC

V

S

P PCC

T TSS

K

S F

W

R

M A

I

FF

F T

AUC

T

T

FF NF

PCC TSS K

D R V S

T

T

ADD M

I

T ADD

F

ADD

T W PCC

A

T

W

ADD

F I ADD

(9)

FF

F T

NAO

F S

F

M L E

I

F W

F

F

S F

F

T F PCC

F

F

PCC F T

F F M

PCC H

T

C

A

T

M

N

C T

S

C

D

T

P I

F

S

UK T

(10)

W H B

ADD

NAO

W

H

ADD

UK D

T NAO

W NAO

W S NAO

T

NAO T

W H

D

S

T

B B S

D

T ADD

T F F H

P O

S M B

E S

D G W D F

T

ADD

H

C T T

(11)

A

O

F T

M

F I

H

O ML

F

F

I FF NF

T FF

NF T

AUC F T

FF NF

FF NF

T FF

S

A

T BBSRC I UK BB M W

I B W

R I S

W J P SASA T RIS N

C BBSRC

R

A M A C B C J C B H V R L J A T M

A A

(12)

A C S L S R H A

R E

A C S W C H R C

E E

A C S H R L R L A

CO O G C B

B L D P M A R T C W A PL S ONE

B J S M G J H I D A C B T M B V K B J B A C J C F J G J E H

G C B

B C P A M Z C T D I F L M F S P G O N R

S R W M S T

M I

B B L V D W J J C N N

E

B J R A L I D K T P S P J S C R T M S V

P H R L

J A E

CABI M A

C N H R R M D A W S P H M G

M

E J B

D A F G B M D W S M

N

D A F G G D M M R

L A A B

E S A L M H R C

UK O

F B A B B L V D W J N S C H C E J M E J C N

T

P S

F A M S S B

M

F J M C

C U P

G S B D E F R J D

G B G C B

G L G J B T K L T

(13)

G T M J W J P R A B D R S C M F R

P C M M M P

P R S L B B

S

G A E J T C H T G

E M

H R F R A W I P C

A F E

H R C S J W S J V P J D C H H M M D

R M D C N E E

G C B

H P M J A G S I

I

J G I S

I M E K G E W W W A

A CAB I

K A L D E B A P

Z IKONOS R S

E

K M W S C N Q R C C D T R B M

R CRAN R C

L B M L R P P L

L M H R S S E S N

UK O

L J M L J P J R P M F

C S

G E B

M J A H P I P

P G

O J D L J J P N L M

T Q

P B M A C A K A S W D P S R L J A D

S PL S O

R C T R A R F

C V A URL R

R A E V D W J J K A S P G C W

PL S O

R P K L FS S A R

(14)

S K E T J R C R H M G M A M N R R

G

S L W B J R H R R D C C

N C C

S K J J A L

E A

T S J H P A H D B J R B M S B S H P J

D G J I D L D I M E B P

N

P M B L D M L N R L L C R B L I

M E E

W A D D A F G T

S E E

W S A R L S A C P E H R T E

E

N A O Q I

W M S P J K W D P L L J D C F D C F

F M C G J A G A H R K T

B R W S N F

J R

S S B

(15)

T

T I ADD

M

M

D

P ADD ADD ADD ADD ADD ADD

M T

D P ADD ADD ADD ADD ADD ADD

M T

W MP NAO P M T M T M T

(16)

T A PCC

ADD C N A

O NAO ADD

ADD ADD

D M

M

S

B C R

ADD E

V W V E

S A B E ADD E W E

A M A M A M B M B M B M C M C M C M C M C M C M C M C M D M E M E M E M E M E M H M H M H M M M

M M

(17)

P M

P M

P M

P M

R M

R M

R M

S M

S M

T M

T M

T M

T M

T M

U M

W M

(18)

F

F T

B N A O NAO

C

ADD O

A A U C AUC S

S P C C PCC T S S TSS K R

(19)

F F T

ADD

T N A O NAO P

(20)

F I

R

T

P C C PCC

N A O NAO

A D D ADD C

(21)

F A M T

FF NF T

C F C

C N

C B

NF FF T D W M T

W

(22)

F I

A

A

A U C AUC

A

AUC T

References

Related documents

All patients who were randomized in the 6-month core study and received at least one dose of study drug were analyzed as the core full analysis set (FAS) in the exten- sion

Women who reported having no children were statistically significantly more likely to report interest in genetic testing for hereditary breast cancer than those who reported having

They would not only become aware of their own inner strengths and characteristics (Seligman et al., 2009), but they would also feel the use of true partnership of the family

PSA Insurance & Financial Services Partners Insurance Group LLC Preferred Concepts, LLC Prime insurance company Sanderson Risk Advisors The Flanders Group Inc.. Todd

Obligate intracellular bacteria (i.e., mutualists and parasites) have small genomes that derived from larger free-living bacterial ancestors; however, the different steps of

In view of the importance of aryloxy tetrazoles and aryloxy imidoylazides [38-43], we want to report a facile, effective and less hazard method for synthesis the 5-aryloxy

Dependent variable, in this study, was tax morale where the variables of religiosity, national pride, and importance of religion, importance of politics,

novella begins with Ember and Zephyr on their quest, where they are quickly joined by Melody. b) Ember and Zephyr unwittingly acquire increasing power from the dragon Sariel