MARC details
| 000 -LEADER |
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| fixed length control field |
02403nam a2200337Ia 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
MX-MdCICY |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20250625160200.0 |
| 040 ## - CATALOGING SOURCE |
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| Transcribing agency |
CICY |
| 090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN) |
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| Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) |
B-16911 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
250602s9999 xx |||||s2 |||| ||und|d |
| 245 10 - TITLE STATEMENT |
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| Title |
Random forests for classification in ecology |
| 490 0# - SERIES STATEMENT |
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| Volume/sequential designation |
Ecology, 88, p.2783-2792, 2007 |
| 520 3# - SUMMARY, ETC. |
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| Summary, etc. |
Classification procedures are some of the most widely used statistical methods in ecology. Random forests (RF)is a new and powerful statistical classifier that is well established in other disciplines but is relatively unknown in ecology. Advantages of RF compared to other statistical classifiers include (1)very high classification accuracy; (2)a novel method of determining variable importance; (3)ability to model complex interactions among predictor variables; (4)flexibility to perform several types of statistical data analysis, including regression, classification, survival analysis, and unsupervised learning; and (5)an algorithm for imputing missing values. We compared the accuracies of RF and four other commonly used statistical classifiers using data on invasive plant species presence in Lava Beds National Monument, California, USA, rare lichen species presence in the Pacific Northwest, USA, and nest sites for cavity nesting birds in the Uinta Mountains, Utah, USA. We observed high classification accuracy in all applications as measured by cross-validation and, in the case of the lichen data, by independent test data, when comparing RF to other common classification methods. We also observed that the variables that RF identified as most important for classifying invasive plant species coincided with expectations based on the literature. |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
ADDITIVE LOGISTIC REGRESSION |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
CLASSIFICATION TREES |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
LDA |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
LOGISTIC REGRESSION |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
MACHINE LEARNING |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
PARTIAL DEPENDENCE PLOTS |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
RANDOM FORESTS |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
SPECIES DISTRIBUTION MODELS |
| 700 12 - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Cutler, D. Richard |
| 700 12 - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Edwards Jr., Thomas C. |
| 700 12 - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Beard, Karen H. |
| 700 12 - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Cutler, Adele |
| 700 12 - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Hess, Kyle T. |
| 700 12 - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Gibson, Jacob |
| 700 12 - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Lawler, Joshua J. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
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| Uniform Resource Identifier |
<a href="https://drive.google.com/file/d/1A03Nq7vvoWl1RihizPFvdITi03jrU4WD/view?usp=drivesdk">https://drive.google.com/file/d/1A03Nq7vvoWl1RihizPFvdITi03jrU4WD/view?usp=drivesdk</a> |
| Public note |
Para ver el documento ingresa a Google con tu cuenta: @cicy.edu.mx |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
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| Source of classification or shelving scheme |
Clasificación local |
| Koha item type |
Documentos solicitados |
