FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387264939> ?p ?o ?g. }

• W4387264939 endingPage "653" @default.
• W4387264939 startingPage "636" @default.
• W4387264939 abstract "Accelerometers are powerful tools for behavioral ecologists studying wild animals, particularly species that are difficult to observe due to their cryptic nature or dense or difficult to access habitats. Using a supervised approach, e.g., by observing in detail with a detailed ethogram the behavior of an individual wearing an accelerometer, to train a machine learning algorithm and the accelerometer data of one individual from a wild population of Javan slow lorises (Nycticebus javanicus), we applied a Random Forest model (RFM) to classify specific behaviors and posture or movement modifiers automatically. We predicted RFM would identify simple behaviors such as resting with the greatest accuracy while more complex behaviors such as feeding and locomotion would be identified with lower accuracy. Indeed, resting behaviors were identified with a mean accuracy of 99.16% while feeding behaviors were identified with a mean accuracy of 94.88% and locomotor behaviors with 85.54%. The model identified a total of 21 distinct combinations of six behaviors and 18 postural or movement modifiers in this dataset showing that RFMs are effective as a supervised approach to classifying accelerometer data. The methods used in this study can serve as guidelines for future research for slow lorises and other ecologically similar wild mammals. These results are encouraging and have important implications for understanding wildlife responses and resistance to global climate change, anthropogenic environmental modification and destruction, and other pressures." @default.
• W4387264939 created "2023-10-03" @default.
• W4387264939 creator A5003261639 @default.
• W4387264939 creator A5008066500 @default.
• W4387264939 creator A5015117516 @default.
• W4387264939 creator A5028452364 @default.
• W4387264939 creator A5033853388 @default.
• W4387264939 creator A5054720686 @default.
• W4387264939 creator A5063344893 @default.
• W4387264939 creator A5067642543 @default.
• W4387264939 date "2023-09-30" @default.
• W4387264939 modified "2023-10-03" @default.
• W4387264939 title "Analysis of Accelerometer Data Using Random Forest Models to Classify the Behavior of a Wild Nocturnal Primate: Javan Slow Loris (Nycticebus javanicus)" @default.
• W4387264939 cites W1967471287 @default.
• W4387264939 cites W1992033147 @default.
• W4387264939 cites W2007209040 @default.
• W4387264939 cites W2047005779 @default.
• W4387264939 cites W2054820883 @default.
• W4387264939 cites W2058301190 @default.
• W4387264939 cites W2062863578 @default.
• W4387264939 cites W2069476100 @default.
• W4387264939 cites W2080013445 @default.
• W4387264939 cites W2089963554 @default.
• W4387264939 cites W2091340307 @default.
• W4387264939 cites W2096952471 @default.
• W4387264939 cites W2097923614 @default.
• W4387264939 cites W2105607843 @default.
• W4387264939 cites W2107687774 @default.
• W4387264939 cites W2108916750 @default.
• W4387264939 cites W2115189586 @default.
• W4387264939 cites W2115428523 @default.
• W4387264939 cites W2119826316 @default.
• W4387264939 cites W2123817664 @default.
• W4387264939 cites W2130869611 @default.
• W4387264939 cites W2136375252 @default.
• W4387264939 cites W2149855308 @default.
• W4387264939 cites W2152779085 @default.
• W4387264939 cites W2160297462 @default.
• W4387264939 cites W2162989219 @default.
• W4387264939 cites W2167975231 @default.
• W4387264939 cites W2255128034 @default.
• W4387264939 cites W2278434462 @default.
• W4387264939 cites W2332511767 @default.
• W4387264939 cites W2343432575 @default.
• W4387264939 cites W2461299965 @default.
• W4387264939 cites W2531638389 @default.
• W4387264939 cites W2547812505 @default.
• W4387264939 cites W2570554073 @default.
• W4387264939 cites W2596055706 @default.
• W4387264939 cites W2597957584 @default.
• W4387264939 cites W2733086565 @default.
• W4387264939 cites W2788347614 @default.
• W4387264939 cites W2799716309 @default.
• W4387264939 cites W2897496500 @default.
• W4387264939 cites W2903180109 @default.
• W4387264939 cites W2908432956 @default.
• W4387264939 cites W2911964244 @default.
• W4387264939 cites W2938812861 @default.
• W4387264939 cites W2956678054 @default.
• W4387264939 cites W2971565213 @default.
• W4387264939 cites W2979543333 @default.
• W4387264939 cites W3125368068 @default.
• W4387264939 cites W3167115761 @default.
• W4387264939 cites W3169841595 @default.
• W4387264939 cites W3171686936 @default.
• W4387264939 cites W3175962666 @default.
• W4387264939 cites W3188727385 @default.
• W4387264939 cites W3214135077 @default.
• W4387264939 cites W4210292411 @default.
• W4387264939 cites W4210999994 @default.
• W4387264939 cites W4211159092 @default.
• W4387264939 cites W4243587327 @default.
• W4387264939 cites W4283518378 @default.
• W4387264939 cites W4293919155 @default.
• W4387264939 cites W4320857375 @default.
• W4387264939 cites W63526995 @default.
• W4387264939 doi "https://doi.org/10.3390/ecologies4040042" @default.
• W4387264939 hasPublicationYear "2023" @default.
• W4387264939 type Work @default.
• W4387264939 citedByCount "0" @default.
• W4387264939 crossrefType "journal-article" @default.
• W4387264939 hasAuthorship W4387264939A5003261639 @default.
• W4387264939 hasAuthorship W4387264939A5008066500 @default.
• W4387264939 hasAuthorship W4387264939A5015117516 @default.
• W4387264939 hasAuthorship W4387264939A5028452364 @default.
• W4387264939 hasAuthorship W4387264939A5033853388 @default.
• W4387264939 hasAuthorship W4387264939A5054720686 @default.
• W4387264939 hasAuthorship W4387264939A5063344893 @default.
• W4387264939 hasAuthorship W4387264939A5067642543 @default.
• W4387264939 hasBestOaLocation W43872649391 @default.
• W4387264939 hasConcept C111919701 @default.
• W4387264939 hasConcept C119857082 @default.
• W4387264939 hasConcept C144024400 @default.
• W4387264939 hasConcept C149923435 @default.
• W4387264939 hasConcept C154945302 @default.
• W4387264939 hasConcept C169258074 @default.
• W4387264939 hasConcept C18903297 @default.
• W4387264939 hasConcept C2777334680 @default.

• next