Predictive mapping of reef fish species richness, diversity and biomass in Zanzibar using IKONOS imagery and machine-learning techniques

Random Forests

Breiman, L. (2001) · Machine Learning · doi:10.1023/a:1010933404324 · Cited by 133,538 · see citing works

Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing

Benjamini, Y., & Hochberg, Y. (1995) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1995.tb02031.x · Cited by 109,482 · see citing works

A Mathematical Theory of Communication

Shannon, C. E. (1948) · Bell System Technical Journal · doi:10.1002/j.1538-7305.1948.tb01338.x · Cited by 88,486 · see citing works

An Introduction to the Bootstrap

Efron, B., & Tibshirani, R. J. (1994) · doi:10.1201/9780429246593 · Cited by 40,500 · see citing works

An Introduction to the Bootstrap

Efron, B., & Tibshirani, R. J. (1993) · doi:10.1007/978-1-4899-4541-9 · Cited by 21,230 · see citing works

Bagging predictors

Breiman, L. (1996) · Machine Learning · doi:10.1007/bf00058655 · Cited by 16,325 · see citing works

An Introduction to Support Vector Machines and Other Kernel-based Learning Methods

Cristianini, N., & Shawe-Taylor, J. (2000) · doi:10.1017/cbo9780511801389 · Cited by 13,855 · see citing works

The Mathematical Theory of Communication

Shannon, C. E., Weaver, W., & Wiener, N. (1950) · Physics Today · doi:10.1063/1.3067010 · Cited by 9,875 · see citing works

Generalized Additive Models.

Brown, R. A., Hastie, T. J., & Tibshirani, R. J. (1991) · Biometrics · doi:10.2307/2532174 · Cited by 8,262 · see citing works

Generalized Additive Models.

Koyak, R. A., Hastie, T. J., & Tibshirani, R. J. (1991) · Journal of the American Statistical Association · doi:10.2307/2290538 · Cited by 7,717 · see citing works

Additive logistic regression: a statistical view of boosting (with discussion and a rejoinder by the authors)

Friedman, J., Hastie, T., & Tibshirani, R. (2000) · The Annals of Statistics · doi:10.1214/aos/1016218223 · Cited by 6,884 · see citing works

A working guide to boosted regression trees

Elith, J., Leathwick, J. R., & Hastie, T. (2008) · Journal of Animal Ecology · doi:10.1111/j.1365-2656.2008.01390.x · Cited by 6,484 · see citing works

An Introduction to Support Vector Machines

Cristianini, N., & Shawe-Taylor, J. S. (2000) · ePrints Soton (University of Southampton) · Cited by 4,115 · see citing works

Bias in random forest variable importance measures: Illustrations, sources and a solution

Strobl, C., Boulesteix, A., Zeileis, A., & Hothorn, T. (2007) · BMC Bioinformatics · doi:10.1186/1471-2105-8-25 · Cited by 3,755 · see citing works

Mathematical Theory of Communication

Dubitzky, W., Olaf Wolkenhauer, A., Cho, K.-H., & Yokota, H. (2013) · Springer eBooks · doi:10.1007/978-1-4419-9863-7_100015 · Cited by 3,291 · see citing works

A leisurely look at the bootstrap, the jackknife, and cross-validation

Efron, B., & Gong, G. (1983) · The American Statistician · doi:10.1080/00031305.1983.10483087 · Cited by 3,229 · see citing works

Generalized Additive Models

Hastie, T. J., & Tibshirani, R. J. (2014) · Wiley StatsRef: Statistics Reference Online · doi:10.1002/9781118445112.stat03141 · Cited by 3,156 · see citing works

An improved Bonferroni procedure for multiple tests of significance

SIMES, R. J. (1986) · Biometrika · doi:10.1093/biomet/73.3.751 · Cited by 2,396 · see citing works

Coral Point Count with Excel extensions (CPCe): A Visual Basic program for the determination of coral and substrate coverage using random point count methodology

Kohler, K. E., & Gill, S. M. (2006) · Computers & Geosciences · doi:10.1016/j.cageo.2005.11.009 · Cited by 1,796 · see citing works

Passive remote sensing techniques for mapping water depth and bottom features

Lyzenga, D. R. (1978) · Applied Optics · doi:10.1364/ao.17.000379 · Cited by 1,187 · see citing works

A Leisurely Look at the Bootstrap, the Jackknife, and Cross-Validation

Efron, B., & Gong, G. D. (1983) · The American Statistician · doi:10.2307/2685844 · Cited by 1,160 · see citing works

Mangroves enhance the biomass of coral reef fish communities in the Caribbean

Mumby, P. J., Edwards, A. J., Arias‐González, J. E., Lindeman, K. C., Blackwell, P. G., Gall, A., Gorczynska, M. I., Harborne, A. R., Pescod, C. L., Renken, H., et al. (2004) · Nature · doi:10.1038/nature02286 · Cited by 1,121 · see citing works

Determination of water depth with high‐resolution satellite imagery over variable bottom types

Stumpf, R. P., Holderied, K., & Sinclair, M. (2003) · Limnology and Oceanography · doi:10.4319/lo.2003.48.1_part_2.0547 · Cited by 1,120 · see citing works

Coral decline threatens fish biodiversity in marine reserves

Jones, G. P., McCormick, M. I., Srinivasan, M., & Eagle, J. V. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0401277101 · Cited by 971 · see citing works

Maintenance of High Diversity in Coral Reef Fish Communities

Sale, P. F. (1977) · The American Naturalist · doi:10.1086/283164 · Cited by 737 · see citing works

Habitat characteristics affecting fish assemblages on a Hawaiian coral reef

Friedlander, A. M., & Parrish, J. D. (1998) · Journal of Experimental Marine Biology and Ecology · doi:10.1016/s0022-0981(97)00164-0 · Cited by 645 · see citing works

Digital Elevation Model Technologies and Applications : The Dem Users Manual

Maune, D. F. (2019) · Cited by 633 · see citing works

Variation in demersal fish species richness in the oceans surrounding New Zealand: an analysis using boosted regression trees

Leathwick, J., Elith, J., Francis, M., Hastie, T. J., & Taylor, P. (2006) · Marine Ecology Progress Series · doi:10.3354/meps321267 · Cited by 570 · see citing works

Technical note: Simple and robust removal of sun glint for mapping shallow‐water benthos

Hedley, J. D., Harborne, A. R., & Mumby, P. J. (2005) · International Journal of Remote Sensing · doi:10.1080/01431160500034086 · Cited by 546 · see citing works

Multispectral bathymetry using a simple physically based algorithm

Lyzenga, D. R., Malinas, N. P., & Tanis, F. J. (2006) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2006.872909 · Cited by 544 · see citing works

Diffuse reflectance of oceanic shallow waters: Influence of water depth and bottom albedo

Maritorena, S., Morel, A., & Gentili, B. (1994) · Limnology and Oceanography · doi:10.4319/lo.1994.39.7.1689 · Cited by 447 · see citing works

A stationary visual census technique for quantitatively assessing community structure of coral reef fishes

Bohnsack, J. A., & Bannerot, S. P. (1986) · AquaDocs (United Nations Educational, Scientific and Cultural Organization) · Cited by 377 · see citing works

Multi-site evaluation of IKONOS data for classification of tropical coral reef environments

Andréfouët, S., Kramer, P., Torres‐Pulliza, D., et al. (2003) · Remote Sensing of Environment · doi:10.1016/j.rse.2003.04.005 · Cited by 355 · see citing works

Coral reef habitat mapping: how much detail can remote sensing provide?

Mumby, P. J., Green, E. P., Edwards, A. J., et al. (1997) · Marine Biology · doi:10.1007/s002270050238 · Cited by 309 · see citing works

Spectral reflectance of coral reef bottom-types worldwide and implications for coral reef remote sensing

Hochberg, E. J. (2003) · Remote Sensing of Environment · doi:10.1016/s0034-4257(02)00201-8 · Cited by 296 · see citing works

Support Vector Machines with Applications

Moguerza, J. M., & Muñoz, A. (2006) · Statistical Science · doi:10.1214/088342306000000493 · Cited by 296 · see citing works

Toward a better understanding of the regional causes of local community richness

Harrison, S. P., & Cornell, H. V. (2008) · Ecology Letters · doi:10.1111/j.1461-0248.2008.01210.x · Cited by 272 · see citing works

Disturbance, habitat structure and the ecology of fishes on coral reefs

Jones, G. P., & Syms, C. (1998) · Australian Journal of Ecology · doi:10.1111/j.1442-9993.1998.tb00733.x · Cited by 247 · see citing works

Capabilities of remote sensors to classify coral, algae, and sand as pure and mixed spectra

Hochberg, E. J. (2003) · Remote Sensing of Environment · doi:10.1016/s0034-4257(02)00202-x · Cited by 243 · see citing works

Indo-Pacific seagrass beds and mangroves contribute to fish density and diversity on adjacent coral reefs

DORENBOSCH, M., Grol, M. G. G., Christianen, M., et al. (2005) · Marine Ecology Progress Series · doi:10.3354/meps302063 · Cited by 231 · see citing works

Use of Biomass Units in Shannon's Formula

Wilhm, J. (1968) · Ecology · doi:10.2307/1933573 · Cited by 208 · see citing works

Marine Fisheries in Tanzania

Jiddawi, N., & Öhman, M. C. (2002) · AMBIO · doi:10.1579/0044-7447-31.7.518 · Cited by 204 · see citing works

Using Lidar Bathymetry and Boosted Regression Trees to Predict the Diversity and Abundance of Fish and Corals

Pittman, S. J., Costa, B., & Battista, T. (2009) · Journal of Coastal Research · doi:10.2112/si53-004.1 · Cited by 195 · see citing works

Using bathymetric lidar to define nearshore benthic habitat complexity: Implications for management of reef fish assemblages in Hawaii

Wedding, L. M., Friedlander, A. M., McGranaghan, M., et al. (2008) · Remote Sensing of Environment · doi:10.1016/j.rse.2008.01.025 · Cited by 187 · see citing works

Predictive mapping of fish species richness across shallow-water seascapes in the Caribbean

Pittman, S. J., Christensen, J. D., Caldow, C., Menza, C. W., & Monaco, M. E. (2007) · Ecological Modelling · doi:10.1016/j.ecolmodel.2006.12.017 · Cited by 177 · see citing works

8th International Coral Reef Symposium

Polunin, N. V. C. (1996) · Environmental Conservation · doi:10.1017/s0376892900038972 · Cited by 175 · see citing works

Linking fish and prawns to their environment: a hierarchical landscape approach

Pittman, S. J., McALPINE, C. A., & Pittman, K. M. (2004) · Marine Ecology Progress Series · doi:10.3354/meps283233 · Cited by 168 · see citing works

Marine Fisheries in Tanzania

Jiddawi, N., & Öhman, M. C. (2002) · AMBIO · doi:10.1639/0044-7447(2002)031[0518:mfit]2.0.co;2 · Cited by 154 · see citing works

New approaches to modelling fish–habitat relationships

Knudby, A. J., Brenning, A., & LeDrew, E. (2009) · Ecological Modelling · doi:10.1016/j.ecolmodel.2009.11.008 · Cited by 151 · see citing works

Benchmarking classifiers to optimally integrate terrain analysis and multispectral remote sensing in automatic rock glacier detection

Brenning, A. (2008) · Remote Sensing of Environment · doi:10.1016/j.rse.2008.09.005 · Cited by 150 · see citing works

Automated Derivation of Bathymetric Information from Multi-Spectral Satellite Imagery Using a Non-Linear Inversion Model

Su, H., Liu, H., & Heyman, W. D. (2008) · Marine Geodesy · doi:10.1080/01490410802466652 · Cited by 142 · see citing works

MODELING THE BETA DIVERSITY OF CORAL REEFS

Harborne, A. R., Mumby, P. J., Żychaluk, K., et al. (2006) · Ecology · doi:10.1890/0012-9658(2006)87[2871:mtbdoc]2.0.co;2 · Cited by 125 · see citing works

Predictability of reef fish diversity and abundance using remote sensing data in Diego Garcia (Chagos Archipelago)

Purkis, S. J., Graham, N. A. J., & Riegl, B. (2007) · Coral Reefs · doi:10.1007/s00338-007-0306-y · Cited by 120 · see citing works

Airborne lidar bathymetry

Muirhead, K., & CRACKNELL, A. P. (1986) · International Journal of Remote Sensing · doi:10.1080/01431168608954714 · Cited by 115 · see citing works

Using seascape types to explain the spatial patterns of fish in the mangroves of SW Puerto Rico

Pittman, S. J., Caldow, C., Hile, S. D., et al. (2007) · Marine Ecology Progress Series · doi:10.3354/meps07052 · Cited by 114 · see citing works

The cover of living and dead corals from airborne remote sensing

Mumby, P. J., Hedley, J., Chisholm, J., et al. (2004) · Coral Reefs · doi:10.1007/s00338-004-0382-1 · Cited by 97 · see citing works

The relationship between reef fish community structure and environmental variables in the southern Mexican Caribbean

Núñez‐Lara, E., & González, E. A. (1998) · Journal of Fish Biology · doi:10.1111/j.1095-8649.1998.tb01028.x · Cited by 87 · see citing works

Quantitative morphology of a fringing reef tract from high-resolution laser bathymetry: Southern Molokai, Hawaii

Storlazzi, C. D., Logan, J. B., & Field, M. E. (2003) · Geological Society of America Bulletin · doi:10.1130/b25200.1 · Cited by 80 · see citing works

Remote sensing and fish–habitat relationships in coral reef ecosystems: Review and pathways for multi-scale hierarchical research

Mellin, C., Andréfouët, S., Kulbicki, M., et al. (2008) · Marine Pollution Bulletin · doi:10.1016/j.marpolbul.2008.10.010 · Cited by 76 · see citing works

Beta and habitat diversity in marine systems: a new approach to measurement, scaling and interpretation

Mumby, P. J. (2001) · Oecologia · doi:10.1007/s004420100643 · Cited by 67 · see citing works

CORAL REEFS OF THE INDIAN OCEAN

Stoddart, D. R. (1973) · Elsevier eBooks · doi:10.1016/b978-0-12-389601-8.50009-6 · Cited by 67 · see citing works

Progress in the use of remote sensing for coral reef biodiversity studies

Knudby, A. J., LeDrew, E., & Newman, C. (2007) · Progress in Physical Geography Earth and Environment · doi:10.1177/0309133307081292 · Cited by 55 · see citing works

Spatial predictability of juvenile fish species richness and abundance in a coral reef environment

Mellin, C., Andréfouët, S., & Ponton, D. (2007) · Coral Reefs · doi:10.1007/s00338-007-0281-3 · Cited by 44 · see citing works

Multi-spectral mapping of reef bathymetry and coral cover; Kailua Bay, Hawaii

Isoun, E., Fletcher, C. H., Frazer, L. N., et al. (2003) · Coral Reefs · doi:10.1007/s00338-003-0287-4 · Cited by 40 · see citing works

The Influence of Thematic and Spatial Resolution on Maps of a Coral Reef Ecosystem

Kendall, M. S., & Miller, T. J. (2008) · Marine Geodesy · doi:10.1080/01490410802053617 · Cited by 37 · see citing works

Assessing the effect of management zonation on live coral cover using multi-date IKONOS satellite imagery

Newman, C., Knudby, A. J., & LeDrew, E. (2007) · Journal of Applied Remote Sensing · doi:10.1117/1.2822612 · Cited by 22 · see citing works

DEM and bathymetry estimation for mapping a tide‐coordinated shoreline from fine spatial resolution satellite sensor imagery

Muslim, A. M., & Foody, G. M. (2008) · International Journal of Remote Sensing · doi:10.1080/01431160802029685 · Cited by 21 · see citing works

A method for mapping live coral cover using remote sensing

Joyce, K. E. (2005) · The University of Queensland · doi:10.14264/107179 · Cited by 20 · see citing works

Inferring littoral substrates, fish habitats, and fish dynamics of Lake Tahoe using IKONOS data

Herold, M., Metz, J., & Romsos, J. S. (2007) · Canadian Journal of Remote Sensing · doi:10.5589/m07-045 · Cited by 12 · see citing works

Support vector machines in remote sensing: a review

Mountrakis, G., Im, J., & Ogole, C. (2011) · ISPRS Journal of Photogrammetry and Remote Sensing · doi:10.1016/j.isprsjprs.2010.11.001 · Cited by 3,473 · see citing works

Perspectives in machine learning for wildlife conservation

Tuia, D., Kellenberger, B., Beery, S., Costelloe, B. R., Zuffi, S., Risse, B., Mathis, A., Mathis, M. W., van Langevelde, F., Burghardt, T., et al. (2022) · Nature Communications · doi:10.1038/s41467-022-27980-y · Cited by 740 · see citing works

Spatial prediction of demersal fish diversity in the Baltic Sea: comparison of machine learning and regression-based techniques

Smoliński, S., & Radtke, K. (2017) · ICES Journal of Marine Science · doi:10.1093/icesjms/fsw136 · Cited by 69 · see citing works

Using Spatial Reinforcement Learning to Build Forest Wildfire Dynamics Models From Satellite Images

Ganapathi Subramanian, S., & Crowley, M. (2018) · Frontiers in ICT · doi:10.3389/fict.2018.00006 · Cited by 56 · see citing works

On to the next chapter for crop breeding: Convergence with data science

Ersoz, E. S., Martin, N. F., & Stapleton, A. E. (2020) · Crop Science · doi:10.1002/csc2.20054 · Cited by 33 · see citing works

A review of computational intelligence techniques in coral reef-related applications

Salcedo-Sanz, S., Cuadra, L., & Vermeij, M. J. A. (2016) · Ecological Informatics · doi:10.1016/j.ecoinf.2016.01.008 · Cited by 27 · see citing works

SCALE-DEPENDENT INTERACTION OF FIRE AND GRAZING ON COMMUNITY HETEROGENEITY IN TALLGRASS PRAIRIE

Collins, S. L., & Smith, M. D. (2006) · Ecology · doi:10.1890/0012-9658(2006)87[2058:siofag]2.0.co;2 · Cited by 207 · see citing works

Causes and Consequences of Spatial Heterogeneity in Ecosystem Function

Turner, M. G., & Chapin, F. S. (2005) · Springer eBooks · doi:10.1007/0-387-24091-8_2 · Cited by 69 · see citing works

A wavelet‐based approach to evaluate the roles of structural and functional landscape heterogeneity in animal space use at multiple scales

Ye, X., Wang, T., Skidmore, A. K., Fortin, D., Bastille‐Rousseau, G., & Parrott, L. (2014) · Ecography · doi:10.1111/ecog.00812 · Cited by 11 · see citing works

The relationship between multi‐scale habitat heterogeneity and farmland bird abundance

Pickett, S. R. A., & SIRIWARDENA, G. M. (2011) · Ecography · doi:10.1111/j.1600-0587.2011.06608.x · Cited by 91 · see citing works

PERSISTENCE OF SPATIAL VARIANCE AND SPATIAL PATTERN IN THE ABUNDANCE OF A SUBMERGED PLANT

Klaassen, R. H. G., & Nolet, B. A. (2008) · Ecology · doi:10.1890/07-974.1 · Cited by 12 · see citing works