-
1
-
-
0035478854
-
Random forests
-
Breiman L (2001a) Random forests. Mach Learn 45:5-32.
-
(2001)
Mach Learn
, vol.45
, pp. 5-32
-
-
Breiman, L.1
-
2
-
-
0000245743
-
Statistical modeling: The two cultures
-
Breiman L (2001b) Statistical modeling: The two cultures. Stat Sci 16:199-215.
-
(2001)
Stat Sci
, vol.16
, pp. 199-215
-
-
Breiman, L.1
-
3
-
-
0003802343
-
-
Wadsworth International Group, Belmont, CA
-
Breiman L, Friedman JH, Olshen RA, Stone CG (1984) Classification and regression trees. Wadsworth International Group, Belmont, CA.
-
(1984)
Classification and Regression Trees
-
-
Breiman, L.1
Friedman, J.H.2
Olshen, R.A.3
Stone, C.G.4
-
4
-
-
0026313844
-
Ecology of North American Arctic continental shelf benthos
-
Carey AG (1991) Ecology of North American Arctic continental shelf benthos. Cont Shelf Res 11:865-883.
-
(1991)
Cont Shelf Res
, vol.11
, pp. 865-883
-
-
Carey, A.G.1
-
5
-
-
77950465641
-
Using 'blackbox' algorithms such as Treenet and Random Forests for data-mining and for finding meaningful patterns, relationships and outliers in complex ecological data: An overview, an example using Golden Eagle satellite data and an outlook for a promising future
-
Wang HF (ed), IGI Global, Hershey, PA, USA
-
Craig E, Huettmann F (2008) Using 'blackbox' algorithms such as Treenet and Random Forests for data-mining and for finding meaningful patterns, relationships and outliers in complex ecological data: An overview, an example using Golden Eagle satellite data and an outlook for a promising future. In: Wang HF (ed) Intelligent data analysis: Developing new methodologies through pattern discovery and recovery. IGI Global, Hershey, PA, USA, pp 65-84.
-
(2008)
Intelligent Data Analysis: Developing New Methodologies through Pattern Discovery and Recovery
, pp. 65-84
-
-
Craig, E.1
Huettmann, F.2
-
6
-
-
38449114584
-
Random Forests for classification in ecology
-
Cutler DR et al. (2007) Random Forests for classification in ecology. Ecology 88:2783-2792.
-
(2007)
Ecology
, vol.88
, pp. 2783-2792
-
-
Cutler, D.R.1
-
7
-
-
0033749212
-
Classification and regression trees: A powerful yet simple technique for ecological data analysis
-
De'ath G, Fabricius KE (2000) Classification and regression trees: A powerful yet simple technique for ecological data analysis. Ecology 81:3178-3192.
-
(2000)
Ecology
, vol.81
, pp. 3178-3192
-
-
De'ath, G.1
Fabricius, K.E.2
-
8
-
-
0141785504
-
Macrozoobenthos of the Pechora Sea (SE Barents Sea): Community structure and spatial distribution in relation to environmental conditions
-
Denisenko SG, Denisenko NV, Lehtonen KK, Andersin A-B, Laine AO (2003) Macrozoobenthos of the Pechora Sea (SE Barents Sea): community structure and spatial distribution in relation to environmental conditions. Mar Ecol Prog Ser 258:109-123.
-
(2003)
Mar Ecol Prog Ser
, vol.258
, pp. 109-123
-
-
Denisenko, S.G.1
Denisenko, N.V.2
Lehtonen, K.K.3
Andersin, A.-B.4
Laine, A.O.5
-
9
-
-
33847215823
-
Effects of incorporating spatial autocorrelation into the analysis of species distribution data
-
Dormann CF (2007) Effects of incorporating spatial autocorrelation into the analysis of species distribution data. Global Ecol Biogeog 16:129-138.
-
(2007)
Global Ecol Biogeog
, vol.16
, pp. 129-138
-
-
Dormann, C.F.1
-
10
-
-
28844444640
-
Multi-decadal synthesis of benthic-pelagic coupling in the western arctic: Role of cross-shelf advective processes
-
Dunton KH, Goodall JL, Schonberg SV, Grebmeier JM, Maidment DR (2005) Multi-decadal synthesis of benthic-pelagic coupling in the western arctic: role of cross-shelf advective processes. Deep-Sea Res Pt II 52:3462-3477.
-
(2005)
Deep-Sea Res Pt II
, vol.52
, pp. 3462-3477
-
-
Dunton, K.H.1
Goodall, J.L.2
Schonberg, S.V.3
Grebmeier, J.M.4
Maidment, D.R.5
-
11
-
-
33645917058
-
Novel methods improve prediction of species' distributions from occurrence data
-
Elith J et al. (2006) Novel methods improve prediction of species' distributions from occurrence data. Ecography 29:129-151.
-
(2006)
Ecography
, vol.29
, pp. 129-151
-
-
Elith, J.1
-
12
-
-
44849118698
-
A working guide to boosted regression trees
-
Elith J, Leathwick JR, Hastie T (2008) A working guide to boosted regression trees. J Anim Ecol 77:802-813.
-
(2008)
J Anim Ecol
, vol.77
, pp. 802-813
-
-
Elith, J.1
Leathwick, J.R.2
Hastie, T.3
-
13
-
-
33746617969
-
Predicting macrofaunal species distributions in estuarine gradients using logistic regression and classification systems
-
Ellis J et al. (2006) Predicting macrofaunal species distributions in estuarine gradients using logistic regression and classification systems. Mar Ecol Prog Ser 316:69-83.
-
(2006)
Mar Ecol Prog Ser
, vol.316
, pp. 69-83
-
-
Ellis, J.1
-
14
-
-
0028160401
-
The northeastern Chukchi Sea - benthos-environmental interactions
-
Feder HM, Naidu AS, Jewett SC, Hameedi JM, Johnson WR, Whitledge TE (1994) The northeastern Chukchi Sea - benthos-environmental interactions. Mar Ecol Prog Ser 111:171-190.
-
(1994)
Mar Ecol Prog Ser
, vol.111
, pp. 171-190
-
-
Feder, H.M.1
Naidu, A.S.2
Jewett, S.C.3
Hameedi, J.M.4
Johnson, W.R.5
Whitledge, T.E.6
-
15
-
-
1042303056
-
A review of apparent 20th century changes in the presence of mussels (Mytilus trossulus) and macroalgae in Arctic Alaska, and of historical and paleontological evidence used to relate mollusc distributions to climate change
-
Feder HM, Norton DW, Geller JB (2003) A review of apparent 20th century changes in the presence of mussels (Mytilus trossulus) and macroalgae in Arctic Alaska, and of historical and paleontological evidence used to relate mollusc distributions to climate change. Arctic 56:391-407.
-
(2003)
Arctic
, vol.56
, pp. 391-407
-
-
Feder, H.M.1
Norton, D.W.2
Geller, J.B.3
-
16
-
-
0033546294
-
Effects of trawling on seafloor habitat and associated invertebrate taxa in the Gulf of Alaska
-
Freese L, Auster PJ, Heifetz J, Wing BL (1999) Effects of trawling on seafloor habitat and associated invertebrate taxa in the Gulf of Alaska. Mar Ecol Prog Ser 182:119-126.
-
(1999)
Mar Ecol Prog Ser
, vol.182
, pp. 119-126
-
-
Freese, L.1
Auster, P.J.2
Heifetz, J.3
Wing, B.L.4
-
17
-
-
0029526503
-
Climate change and biological oceanography of the Arctic Ocean
-
Gradinger R (1995) Climate change and biological oceanography of the Arctic Ocean. Philos Transact A Math Phys Eng Sci 352:277-286.
-
(1995)
Philos Transact a Math Phys Eng Sci
, vol.352
, pp. 277-286
-
-
Gradinger, R.1
-
19
-
-
0027505462
-
Studies of pelagic-benthic coupling extended onto the Soviet continental shelf in the northern Bering and Chukchi seas
-
Grebmeier JM (1993) Studies of pelagic-benthic coupling extended onto the Soviet continental shelf in the northern Bering and Chukchi seas. Cont Shelf Res 13:653-668.
-
(1993)
Cont Shelf Res
, vol.13
, pp. 653-668
-
-
Grebmeier, J.M.1
-
20
-
-
0002416707
-
Pelagic-benthic coupling on the shelf of the northern Bering and Chukchi seas I. Food supply source and benthic biomass
-
Grebmeier JM, McRoy CP, Feder HM (1988) Pelagic-benthic coupling on the shelf of the northern Bering and Chukchi seas I. Food supply source and benthic biomass. Mar Ecol Prog Ser 48:57-64.
-
(1988)
Mar Ecol Prog Ser
, vol.48
, pp. 57-64
-
-
Grebmeier, J.M.1
McRoy, C.P.2
Feder, H.M.3
-
21
-
-
33751321879
-
Ecosystem dynamics of the Pacificinfluenced Northern Bering and Chukchi Seas in the Amerasian Arctic
-
Grebmeier JM, Cooper LW, Feder HM, Sirenko BI (2006a) Ecosystem dynamics of the Pacificinfluenced Northern Bering and Chukchi Seas in the Amerasian Arctic. Prog Oceanogr 71:331-361.
-
(2006)
Prog Oceanogr
, vol.71
, pp. 331-361
-
-
Grebmeier, J.M.1
Cooper, L.W.2
Feder, H.M.3
Sirenko, B.I.4
-
22
-
-
33644849194
-
A major ecosystem shift in the Northern Bering Sea
-
Grebmeier JM et al. (2006b) A major ecosystem shift in the Northern Bering Sea. Science 311:1461-1464.
-
(2006)
Science
, vol.311
, pp. 1461-1464
-
-
Grebmeier, J.M.1
-
23
-
-
0034904666
-
On the direct impact of ice on marine benthic communities, A review
-
Gutt J (2001) On the direct impact of ice on marine benthic communities, a review. Polar Biol 24:553-564.
-
(2001)
Polar Biol
, vol.24
, pp. 553-564
-
-
Gutt, J.1
-
24
-
-
39349108357
-
A global map of human impact on marine ecosystems
-
Halpern BS et al. (2008) A global map of human impact on marine ecosystems. Science 319:948-952.
-
(2008)
Science
, vol.319
, pp. 948-952
-
-
Halpern, B.S.1
-
25
-
-
48249133952
-
Data-mining discovery of pattern and process in ecological systems
-
Hochachka WM et al. (2007) Data-mining discovery of pattern and process in ecological systems. J Wildl Manag 71:2427-2437.
-
(2007)
J Wildl Manag
, vol.71
, pp. 2427-2437
-
-
Hochachka, W.M.1
-
26
-
-
50049135322
-
Marine mammal harvests and other interactions with humans
-
Hovelsrud GK, McKenna M, Huntington HP (2008) Marine mammal harvests and other interactions with humans. Ecol Appl 18:S135-S147.
-
(2008)
Ecol Appl
, vol.18
, pp. S135-S147
-
-
Hovelsrud, G.K.1
McKenna, M.2
Huntington, H.P.3
-
27
-
-
80051761838
-
Modern adaptive management: Adding digital opportunities towards a sustainable world with new values
-
Huettmann F (2007) Modern adaptive management: Adding digital opportunities towards a sustainable world with new values. For Pub Pol Clim Change Sust Develop 3:337-342.
-
(2007)
For Pub Pol Clim Change Sust Develop
, vol.3
, pp. 337-342
-
-
Huettmann, F.1
-
28
-
-
33749383873
-
Large-scale effects on the spatial distribution of seabirds in the Northwest Atlantic
-
Huettmann F, Diamond A (2006) Large-scale effects on the spatial distribution of seabirds in the Northwest Atlantic. Landsc Ecol 21:1089-1108.
-
(2006)
Landsc Ecol
, vol.21
, pp. 1089-1108
-
-
Huettmann, F.1
Diamond, A.2
-
29
-
-
34948830157
-
Depth-related changes to density, diversity and structure of benthic megafaunal assemblages in the Fimbul ice shelf region, Weddell Sea, Antarctica
-
Jones D, Bett B, Tyler P (2007) Depth-related changes to density, diversity and structure of benthic megafaunal assemblages in the Fimbul ice shelf region, Weddell Sea, Antarctica. Polar Biol 30:1579-1592.
-
(2007)
Polar Biol
, vol.30
, pp. 1579-1592
-
-
Jones, D.1
Bett, B.2
Tyler, P.3
-
30
-
-
33645353061
-
Distribution and behaviour of Common Scoter Melanitta nigra relative to prey resources and environmental parameters
-
Kaiser MJ et al. (2006) Distribution and behaviour of Common Scoter Melanitta nigra relative to prey resources and environmental parameters. Ibis 148:110-128.
-
(2006)
Ibis
, vol.148
, pp. 110-128
-
-
Kaiser, M.J.1
-
31
-
-
0037200106
-
A warmer Arctic means change for all
-
Kerr RA (2002) A warmer Arctic means change for all. Science 297:1490-1493.
-
(2002)
Science
, vol.297
, pp. 1490-1493
-
-
Kerr, R.A.1
-
32
-
-
33947722705
-
Thriving Arctic bottom dwellers could get strangled by warming
-
Krajick K (2007) Thriving Arctic bottom dwellers could get strangled by warming. Science 315:1527.
-
(2007)
Science
, vol.315
, pp. 1527
-
-
Krajick, K.1
-
33
-
-
33749591316
-
Variation in demersal fish species richness in the oceans surrounding New Zealand: An analysis using boosted regression trees
-
Leathwick JR, Elith J, Francis MP, Hastie T, Taylor P (2006) Variation in demersal fish species richness in the oceans surrounding New Zealand: An analysis using boosted regression trees. Mar Ecol Prog Ser 321:267-281.
-
(2006)
Mar Ecol Prog Ser
, vol.321
, pp. 267-281
-
-
Leathwick, J.R.1
Elith, J.2
Francis, M.P.3
Hastie, T.4
Taylor, P.5
-
34
-
-
0037663741
-
Diet and body condition of spectacled eiders wintering in pack ice of the Bering Sea
-
Lovvorn JE, Richman SE, Grebmeier JM, Cooper LW (2003) Diet and body condition of spectacled eiders wintering in pack ice of the Bering Sea. Polar Biol 26:259-267.
-
(2003)
Polar Biol
, vol.26
, pp. 259-267
-
-
Lovvorn, J.E.1
Richman, S.E.2
Grebmeier, J.M.3
Cooper, L.W.4
-
35
-
-
19944388598
-
Organic matter pathways to zooplankton and benthos under pack ice in late winter and open water in late summer in the north-central Bering Sea
-
Lovvorn JR, Cooper LW, Brooks ML, De Ruyck CC, Bump JK, Grebmeier JM (2005) Organic matter pathways to zooplankton and benthos under pack ice in late winter and open water in late summer in the north-central Bering Sea. Mar Ecol Prog Ser 291:135-150.
-
(2005)
Mar Ecol Prog Ser
, vol.291
, pp. 135-150
-
-
Lovvorn, J.R.1
Cooper, L.W.2
Brooks, M.L.3
De Ruyck, C.C.4
Bump, J.K.5
Grebmeier, J.M.6
-
36
-
-
69449090373
-
Modeling marine protected areas for threatened eiders in a climatically changing Bering Sea
-
Lovvorn JR, Grebmeier JM, Cooper LW, Bump JK, Richman SE (2009) Modeling marine protected areas for threatened eiders in a climatically changing Bering Sea. Ecol Appl 19:1596-1613. doi:10.1890/08-1193.1.
-
(2009)
Ecol Appl
, vol.19
, pp. 1596-1613
-
-
Lovvorn, J.R.1
Grebmeier, J.M.2
Cooper, L.W.3
Bump, J.K.4
Richman, S.E.5
-
37
-
-
0038267183
-
Gray whale distribution relative to forage habitat in the northern Bering Sea: Current conditions and retrospective summary
-
Moore SE, Grebmeier JM, Davies JR (2003) Gray whale distribution relative to forage habitat in the northern Bering Sea: current conditions and retrospective summary. Can J Zool 81:734-742.
-
(2003)
Can J Zool
, vol.81
, pp. 734-742
-
-
Moore, S.E.1
Grebmeier, J.M.2
Davies, J.R.3
-
38
-
-
51349127012
-
Sea ice retreat alters the biogeography of the Bering Sea continental shelf
-
Mueter FJ, Litzow MA (2008) Sea ice retreat alters the biogeography of the Bering Sea continental shelf. Ecol Appl 18:309-320.
-
(2008)
Ecol Appl
, vol.18
, pp. 309-320
-
-
Mueter, F.J.1
Litzow, M.A.2
-
39
-
-
33749621788
-
Macrobenthic biomass, productivity (P/B) and production in a high-latitude ecosystem, North Norway
-
Nilsen M, Pedersen T, Nilssen EM (2006) Macrobenthic biomass, productivity (P/B) and production in a high-latitude ecosystem, North Norway. Mar Ecol Prog Ser 321:67-77.
-
(2006)
Mar Ecol Prog Ser
, vol.321
, pp. 67-77
-
-
Nilsen, M.1
Pedersen, T.2
Nilssen, E.M.3
-
40
-
-
63849176081
-
Using an algorithmic model to reveal individually variable movement decisions in a wintering sea duck
-
Oppel S, Powell AN, Dickson DL (2009) Using an algorithmic model to reveal individually variable movement decisions in a wintering sea duck. J Anim Ecol 78:524-531.
-
(2009)
J Anim Ecol
, vol.78
, pp. 524-531
-
-
Oppel, S.1
Powell, A.N.2
Dickson, D.L.3
-
41
-
-
33745685099
-
Summer transport estimates of the Kamchatka Current derived as a variational inverse of hydrophysical and surface drifter data
-
Panteleev GG, Stabeno P, Luchin VA, Nechaev DA, Ikeda M (2006) Summer transport estimates of the Kamchatka Current derived as a variational inverse of hydrophysical and surface drifter data. Geophys Res Lett 33:5.
-
(2006)
Geophys Res Lett
, vol.33
, pp. 5
-
-
Panteleev, G.G.1
Stabeno, P.2
Luchin, V.A.3
Nechaev, D.A.4
Ikeda, M.5
-
42
-
-
27644514715
-
Recent research on Arctic benthos: Common notions need to be revised
-
Piepenburg D (2005) Recent research on Arctic benthos: common notions need to be revised. Polar Biol 28:733-755.
-
(2005)
Polar Biol
, vol.28
, pp. 733-755
-
-
Piepenburg, D.1
-
43
-
-
33645330972
-
Newer classification and regression tree techniques: Bagging and random forests for ecological prediction
-
Prasad AM, Iverson LR, Liaw A (2006) Newer classification and regression tree techniques: bagging and random forests for ecological prediction. Ecosystems 9:181-199.
-
(2006)
Ecosystems
, vol.9
, pp. 181-199
-
-
Prasad, A.M.1
Iverson, L.R.2
Liaw, A.3
-
44
-
-
34447096328
-
Abundance and size distribution dynamics of abyssal epibenthic megafauna in the northeast Pacific
-
Ruhl HA (2007) Abundance and size distribution dynamics of abyssal epibenthic megafauna in the northeast Pacific. Ecology 88:1250-1262.
-
(2007)
Ecology
, vol.88
, pp. 1250-1262
-
-
Ruhl, H.A.1
-
45
-
-
36549042457
-
Continuous benthic community change along a depth gradient in Antarctic shallows: Evidence of patchiness but not zonation
-
Smale D (2008) Continuous benthic community change along a depth gradient in Antarctic shallows: evidence of patchiness but not zonation. Polar Biol 31:189-198.
-
(2008)
Polar Biol
, vol.31
, pp. 189-198
-
-
Smale, D.1
-
46
-
-
36949030848
-
Ice disturbance intensity structures benthic communities in nearshore Antarctic waters
-
Smale DA (2007) Ice disturbance intensity structures benthic communities in nearshore Antarctic waters. Mar Ecol Prog Ser 349:89-102.
-
(2007)
Mar Ecol Prog Ser
, vol.349
, pp. 89-102
-
-
Smale, D.A.1
-
47
-
-
8444227404
-
Extinction and ecosystem function in the marine benthos
-
Solan M, Cardinale BJ, Downing AL, Engelhardt KAM, Ruesink JL, Srivastava DS (2004) Extinction and ecosystem function in the marine benthos. Science 306:1177-1180.
-
(2004)
Science
, vol.306
, pp. 1177-1180
-
-
Solan, M.1
Cardinale, B.J.2
Downing, A.L.3
Engelhardt, K.A.M.4
Ruesink, J.L.5
Srivastava, D.S.6
-
48
-
-
0032733951
-
Mega-epibenthic communities in Arctic and Antarctic shelf areas
-
Starmans A, Gutt J, Arntz WE (1999) Mega-epibenthic communities in Arctic and Antarctic shelf areas. Mar Biol 135:269-280.
-
(1999)
Mar Biol
, vol.135
, pp. 269-280
-
-
Starmans, A.1
Gutt, J.2
Arntz, W.E.3
-
49
-
-
0000434620
-
Benthic invertebrate macrofauna of the eastern Bering/Chukchi continental shelf
-
DW H, AG C (eds), Unversity of Washington Press, Seattle, WA
-
Stoker S (1981) Benthic invertebrate macrofauna of the eastern Bering/Chukchi continental shelf. In: DW H, AG C (eds) The Eastern Bering Sea Shelf: Oceanography and Resources, vol 2. Unversity of Washington Press, Seattle, WA, pp. 1069-1091.
-
(1981)
The Eastern Bering Sea Shelf: Oceanography and Resources
, vol.2
, pp. 1069-1091
-
-
Stoker, S.1
-
50
-
-
33847096395
-
Bias in random forest variable importance measures: Illustrations, sources and a solution
-
Strobl C, Boulesteix A-L, Zeileis A, Hothorn T (2007) Bias in random forest variable importance measures: Illustrations, sources and a solution. BMC Bioinformatics 8:25-45.
-
(2007)
BMC Bioinformatics
, vol.8
, pp. 25-45
-
-
Strobl, C.1
Boulesteix, A.-L.2
Zeileis, A.3
Hothorn, T.4
-
51
-
-
37349029380
-
The interaction between nutrient availability and disturbance frequency on the diversity of benthic marine communities on the north-east coast of England
-
Sugden H, Lenz M, Molis M, Wahl M, Thomason JC (2008) The interaction between nutrient availability and disturbance frequency on the diversity of benthic marine communities on the north-east coast of England. J Anim Ecol 77:24-31.
-
(2008)
J Anim Ecol
, vol.77
, pp. 24-31
-
-
Sugden, H.1
Lenz, M.2
Molis, M.3
Wahl, M.4
Thomason, J.C.5
-
52
-
-
0345767118
-
Habitat change in estuaries: Predicting broad-scale responses of intertidal macrofauna to sediment mud content
-
Thrush SF, Hewitt JE, Norkko A, Nicholls PE, Funnell GA, Ellis JI (2003) Habitat change in estuaries: predicting broad-scale responses of intertidal macrofauna to sediment mud content. Mar Ecol Prog Ser 263:101-112.
-
(2003)
Mar Ecol Prog Ser
, vol.263
, pp. 101-112
-
-
Thrush, S.F.1
Hewitt, J.E.2
Norkko, A.3
Nicholls, P.E.4
Funnell, G.A.5
Ellis, J.I.6
-
53
-
-
0028162302
-
An empirical model for the prediction of secondary production in marine benthic invertebrate populations
-
Tumbiolo ML, Downing JA (1994) An empirical model for the prediction of secondary production in marine benthic invertebrate populations. Mar Ecol Prog Ser 114:165-174.
-
(1994)
Mar Ecol Prog Ser
, vol.114
, pp. 165-174
-
-
Tumbiolo, M.L.1
Downing, J.A.2
-
54
-
-
0037196054
-
Spatial and temporal variation in benthic macrofauna and relationships with environmental variables in an estuarine, intertidal soft-sediment environment
-
Ysebaert T, Herman PMJ (2002) Spatial and temporal variation in benthic macrofauna and relationships with environmental variables in an estuarine, intertidal soft-sediment environment. Mar Ecol Prog Ser 244:105-124.
-
(2002)
Mar Ecol Prog Ser
, vol.244
, pp. 105-124
-
-
Ysebaert, T.1
Herman, P.M.J.2
|