Matches in SemOpenAlex for { <https://semopenalex.org/work/W4282922927> ?p ?o ?g. }
- W4282922927 endingPage "1640" @default.
- W4282922927 startingPage "1624" @default.
- W4282922927 abstract "Manual behavioral observations have been applied in both environment and laboratory experiments in order to analyze and quantify animal movement and behavior. Although these observations contributed tremendously to ecological and neuroscientific disciplines, there have been challenges and disadvantages following in their footsteps. They are not only time-consuming, labor-intensive, and error-prone but they can also be subjective, which induces further difficulties in reproducing the results. Therefore, there is an ongoing endeavor towards automated behavioral analysis, which has also paved the way for open-source software approaches. Even though these approaches theoretically can be applied to different animal groups, the current applications are mostly focused on mammals, especially rodents. However, extending those applications to other vertebrates, such as birds, is advisable not only for extending species-specific knowledge but also for contributing to the larger evolutionary picture and the role of behavior within. Here we present an open-source software package as a possible initiation of bird behavior classification. It can analyze pose-estimation data generated by established deep-learning-based pose-estimation tools such as DeepLabCut for building supervised machine learning predictive classifiers for pigeon behaviors, which can be broadened to support other bird species as well. We show that by training different machine learning and deep learning architectures using multivariate time series data as input, an F1 score of 0.874 can be achieved for a set of seven distinct behaviors. In addition, an algorithm for further tuning the bias of the predictions towards either precision or recall is introduced, which allows tailoring the classifier to specific needs." @default.
- W4282922927 created "2022-06-16" @default.
- W4282922927 creator A5000142659 @default.
- W4282922927 creator A5043024808 @default.
- W4282922927 creator A5043775245 @default.
- W4282922927 creator A5060479924 @default.
- W4282922927 date "2022-06-14" @default.
- W4282922927 modified "2023-09-26" @default.
- W4282922927 title "Supervised machine learning aided behavior classification in pigeons" @default.
- W4282922927 cites W1169254061 @default.
- W4282922927 cites W1534477342 @default.
- W4282922927 cites W1591377857 @default.
- W4282922927 cites W1671008017 @default.
- W4282922927 cites W1857382374 @default.
- W4282922927 cites W1930624869 @default.
- W4282922927 cites W1969153009 @default.
- W4282922927 cites W1969470645 @default.
- W4282922927 cites W1971797700 @default.
- W4282922927 cites W1976786764 @default.
- W4282922927 cites W1977591411 @default.
- W4282922927 cites W1982864444 @default.
- W4282922927 cites W1986461240 @default.
- W4282922927 cites W1989601180 @default.
- W4282922927 cites W1989684868 @default.
- W4282922927 cites W2001457444 @default.
- W4282922927 cites W2004336092 @default.
- W4282922927 cites W2013550467 @default.
- W4282922927 cites W2015452969 @default.
- W4282922927 cites W2018139186 @default.
- W4282922927 cites W2024801982 @default.
- W4282922927 cites W2025010605 @default.
- W4282922927 cites W2027658402 @default.
- W4282922927 cites W2034920727 @default.
- W4282922927 cites W2035615674 @default.
- W4282922927 cites W2043680369 @default.
- W4282922927 cites W2045927514 @default.
- W4282922927 cites W2050958434 @default.
- W4282922927 cites W2054239432 @default.
- W4282922927 cites W2054820883 @default.
- W4282922927 cites W2055931436 @default.
- W4282922927 cites W205913829 @default.
- W4282922927 cites W2063024721 @default.
- W4282922927 cites W2067476674 @default.
- W4282922927 cites W2067910816 @default.
- W4282922927 cites W2068141066 @default.
- W4282922927 cites W2073140603 @default.
- W4282922927 cites W2084497623 @default.
- W4282922927 cites W2086235116 @default.
- W4282922927 cites W2087262824 @default.
- W4282922927 cites W2092192102 @default.
- W4282922927 cites W2092764475 @default.
- W4282922927 cites W2099604484 @default.
- W4282922927 cites W2099719857 @default.
- W4282922927 cites W2103343567 @default.
- W4282922927 cites W2105934661 @default.
- W4282922927 cites W2106299403 @default.
- W4282922927 cites W2114398700 @default.
- W4282922927 cites W2115268776 @default.
- W4282922927 cites W2115271248 @default.
- W4282922927 cites W2121649028 @default.
- W4282922927 cites W2122039232 @default.
- W4282922927 cites W2122244877 @default.
- W4282922927 cites W2125043059 @default.
- W4282922927 cites W2127095067 @default.
- W4282922927 cites W2129018774 @default.
- W4282922927 cites W2133298867 @default.
- W4282922927 cites W2136027818 @default.
- W4282922927 cites W2142375097 @default.
- W4282922927 cites W2143705013 @default.
- W4282922927 cites W2148143831 @default.
- W4282922927 cites W2155524176 @default.
- W4282922927 cites W2157262696 @default.
- W4282922927 cites W2166695101 @default.
- W4282922927 cites W2181262532 @default.
- W4282922927 cites W2217413341 @default.
- W4282922927 cites W2314396780 @default.
- W4282922927 cites W2320625002 @default.
- W4282922927 cites W2465836541 @default.
- W4282922927 cites W2474556309 @default.
- W4282922927 cites W2477749078 @default.
- W4282922927 cites W2503694124 @default.
- W4282922927 cites W2519380274 @default.
- W4282922927 cites W2547940632 @default.
- W4282922927 cites W2586907386 @default.
- W4282922927 cites W2587369645 @default.
- W4282922927 cites W2598391117 @default.
- W4282922927 cites W2736191430 @default.
- W4282922927 cites W2737056551 @default.
- W4282922927 cites W2741665835 @default.
- W4282922927 cites W2748923651 @default.
- W4282922927 cites W2754419153 @default.
- W4282922927 cites W2767979715 @default.
- W4282922927 cites W2782777427 @default.
- W4282922927 cites W2792352725 @default.
- W4282922927 cites W2810217576 @default.
- W4282922927 cites W2811014843 @default.
- W4282922927 cites W2887114371 @default.
- W4282922927 cites W2889761511 @default.