Regression, classification, contour plots, hypothesis testing and fitting of distributions for compositional data are some of the functions included. We further include functions for percentages (or proportions). The standard textbook for such data is John Aitchison's (1986) "The statistical analysis of compositional data". Relevant papers include: a) Tsagris M.T., Preston S. and Wood A.T.A. (2011). "A data-based power transformation for compositional data". Fourth International International Workshop on Compositional Data Analysis. <doi:10.48550/arXiv.1106.1451>
b) Tsagris M. (2014). "The k-NN algorithm for compositional data: a revised approach with and without zero values present". Journal of Data Science, 12(3): 519--534. <doi:10.6339/JDS.201407_12(3).0008>. c) Tsagris M. (2015). "A novel, divergence based, regression for compositional data". Proceedings of the 28th Panhellenic Statistics Conference, 15-18 April 2015, Athens, Greece, 430--444. <doi:10.48550/arXiv.1511.07600>
. d) Tsagris M. (2015). "Regression analysis with compositional data containing zero values". Chilean Journal of Statistics, 6(2): 47--57. <https://soche.cl/chjs/volumes/06/02/Tsagris(2015).pdf>. e) Tsagris M., Preston S. and Wood A.T.A. (2016). "Improved supervised classification for compositional data using the alpha-transformation". Journal of Classification, 33(2): 243--261. <doi:10.1007/s00357-016-9207-5>. f) Tsagris M., Preston S. and Wood A.T.A. (2017). "Nonparametric hypothesis testing for equality of means on the simplex". Journal of Statistical Computation and Simulation, 87(2): 406--422. <doi:10.1080/00949655.2016.1216554>. g) Tsagris M. and Stewart C. (2018). "A Dirichlet regression model for compositional data with zeros". Lobachevskii Journal of Mathematics, 39(3): 398--412. <doi:10.1134/S1995080218030198>. h) Alenazi A. (2019). "Regression for compositional data with compositional data as predictor variables with or without zero values". Journal of Data Science, 17(1): 219--238. <doi:10.6339/JDS.201901_17(1).0010>. i) Tsagris M. and Stewart C. (2020). "A folded model for compositional data analysis". Australian and New Zealand Journal of Statistics, 62(2): 249--277. <doi:10.1111/anzs.12289>. j) Alenazi A.A. (2022). "f-divergence regression models for compositional data". Pakistan Journal of Statistics and Operation Research, 18(4): 867--882. <doi:10.18187/pjsor.v18i4.3969>. k) Tsagris M. and Stewart C. (2022). "A Review of Flexible Transformations for Modeling Compositional Data". In Advances and Innovations in Statistics and Data Science, pp. 225--234. <doi:10.1007/978-3-031-08329-7_10>. l) Alenazi A. (2023). "A review of compositional data analysis and recent advances". Communications in Statistics--Theory and Methods, 52(16): 5535--5567. <doi:10.1080/03610926.2021.2014890>. m) Tsagris M., Alenazi A. and Stewart C. (2023). "Flexible non-parametric regression models for compositional response data with zeros". Statistics and Computing, 33(106). <doi:10.1007/s11222-023-10277-5>. n) Tsagris. M. (2025). "Constrained least squares simplicial-simplicial regression". Statistics and Computing, 35(27). <doi:10.1007/s11222-024-10560-z>. o) Sevinc V. and Tsagris. M. (2024). "Energy Based Equality of Distributions Testing for Compositional Data". <doi:10.48550/arXiv.2412.05199>
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Nonfree firmware for Realtek ethernet, wifi, and Bluetooth chips. This package contains nonfree firmware for the following chips:
Realtek RTL8188EE firmware (rtlwifi/rtl8188efw.bin)
Realtek RTL8188EU firmware (rtlwifi/rtl8188eufw.bin)
Realtek RTL8192CE/RTL8188CE firmware (rtlwifi/rtl8192cfw.bin)
Realtek RTL8192CE/RTL8188CE B-cut firmware (rtlwifi/rtl8192cfwU_B.bin)
Realtek RTL8188CE A-cut firmware, version 4.816.2011 (rtlwifi/rtl8192cfwU.bin)
Realtek RTL8192CU/RTL8188CU UMC A-cut firmware (rtlwifi/rtl8192cufw_A.bin)
Realtek RTL8192CU/RTL8188CU UMC B-cut firmware (rtlwifi/rtl8192cufw_B.bin)
Realtek RTL8192CU/RTL8188CU TMSC firmware (rtlwifi/rtl8192cufw_TMSC.bin)
Realtek RTL8192CU/RTL8188CU fallback firmware (rtlwifi/rtl8192cufw.bin)
Realtek RTL8192DE firmware (rtlwifi/rtl8192defw.bin)
Realtek RTL8192EE wifi firmware (rtlwifi/rtl8192eefw.bin)
Realtek RTL8192EU non-WoWLAN firmware (rtlwifi/rtl8192eu_nic.bin)
Realtek RTL8192EU WoWLAN firmware (rtlwifi/rtl8192eu_wowlan.bin)
Realtek RTL8192SE/RTL8191SE firmware, version 4.816.2011 (rtlwifi/rtl8192sefw.bin)
Realtek RTL8192SU/RTL8712U firmware (rtlwifi/rtl8712u.bin)
Realtek RTL8723AU rev A wifi-with-BT firmware (rtlwifi/rtl8723aufw_A.bin)
Realtek RTL8723AU rev B wifi-with-BT firmware (rtlwifi/rtl8723aufw_B.bin)
Realtek RTL8723AU rev B wifi-only firmware (rtlwifi/rtl8723aufw_B_NoBT.bin)
Realtek RTL8723BE firmware, version 36 (rtlwifi/rtl8723befw_36.bin)
Realtek RTL8723BE firmware (rtlwifi/rtl8723befw.bin)
Realtek RTL8723BS BT firmware (rtlwifi/rtl8723bs_bt.bin)
Realtek RTL8723BS wifi non-WoWLAN firmware (rtlwifi/rtl8723bs_nic.bin)
Realtek RTL8723BS wifi WoWLAN firmware (rtlwifi/rtl8723bs_wowlan.bin)
Realtek RTL8723BU non-WoWLAN firmware (rtlwifi/rtl8723bu_nic.bin)
Realtek RTL8723BU WoWLAN firmware (rtlwifi/rtl8723bu_wowlan.bin)
Realtek RTL8723DE firmware (rtlwifi/rtl8723defw.bin)
Realtek RTL8723AE rev B firmware (rtlwifi/rtl8723fw_B.bin)
Realtek RTL8723AE rev A firmware (rtlwifi/rtl8723fw.bin)
Realtek RTL8821AE firmware, version 29 (rtlwifi/rtl8821aefw_29.bin)
Realtek RTL8821AE firmware (rtlwifi/rtl8821aefw_wowlan.bin)
Realtek RTL8821AE firmware (rtlwifi/rtl8821aefw.bin)
Realtek RTL8822BE firmware (rtlwifi/rtl8822befw.bin)
Realtek RTL8105E-1 firmware (rtl_nic/rtl8105e-1.fw)
Realtek RTL8106E-1 firmware, version 0.0.1 (rtl_nic/rtl8106e-1.fw)
Realtek RTL8106E-2 firmware, version 0.0.1 (rtl_nic/rtl8106e-2.fw)
Realtek RTL8107E-1 firmware, version 0.0.2 (rtl_nic/rtl8107e-1.fw)
Realtek RTL8107E-2 firmware, version 0.0.2 (rtl_nic/rtl8107e-2.fw)
Realtek RTL8111D-1/RTL8168D-1 firmware (rtl_nic/rtl8168d-1.fw)
Realtek RTL8111D-2/RTL8168D-2 firmware (rtl_nic/rtl8168d-2.fw)
Realtek RTL8168E-1 firmware (rtl_nic/rtl8168e-1.fw)
Realtek RTL8168E-2 firmware (rtl_nic/rtl8168e-2.fw)
Realtek RTL8168E-3 firmware, version 0.0.4 (rtl_nic/rtl8168e-3.fw)
Realtek RTL8168F-1 firmware, version 0.0.5 (rtl_nic/rtl8168f-1.fw)
Realtek RTL8168F-2 firmware, version 0.0.4 (rtl_nic/rtl8168f-2.fw)
Realtek RTL8168G-1 firmware, version 0.0.3 (rtl_nic/rtl8168g-1.fw)
Realtek RTL8168G-2 firmware, version 0.0.1 (rtl_nic/rtl8168g-2.fw)
Realtek RTL8168G-3 firmware, version 0.0.1 (rtl_nic/rtl8168g-3.fw)
Realtek RTL8168H-1 firmware, version 0.0.2 (rtl_nic/rtl8168h-1.fw)
Realtek RTL8168H-2 firmware, version 0.0.2 (rtl_nic/rtl8168h-2.fw)
Realtek RTL8402-1 firmware, version 0.0.1 (rtl_nic/rtl8402-1.fw)
Realtek RTL8411-1 firmware, version 0.0.3 (rtl_nic/rtl8411-1.fw)
Realtek RTL8411-2 firmware, version 0.0.1 (rtl_nic/rtl8411-2.fw)
Realtek RTL8192EE Bluetooth firmware (rtl_bt/rtl8192ee_fw.bin)
Realtek RTL8812AE Bluetooth firmware (rtl_bt/rtl8812ae_fw.bin)
Realtek RTL8761A Bluetooth firmware (rtl_bt/rtl8761a_fw.bin)
Realtek RTL8821A Bluetooth firmware (rtl_bt/rtl8821a_fw.bin)
Realtek RTL8192EU Bluetooth firmware (rtl_bt/rtl8192eu_fw.bin)
Realtek RTL8723AU rev A Bluetooth firmware (rtl_bt/rtl8723a_fw.bin)
Realtek RTL8723BU rev B Bluetooth firmware (rtl_bt/rtl8723b_fw.bin)
Realtek RTL8723D Bluetooth config (rtl_bt/rtl8723d_config.bin)
Realtek RTL8723D Bluetooth firmware (rtl_bt/rtl8723d_fw.bin)
Realtek RTL8821C Bluetooth config (rtl_bt/rtl8821c_config.bin)
Realtek RTL8821C Bluetooth firmware (rtl_bt/rtl8821c_fw.bin)
Realtek RTL8822B Bluetooth config (rtl_bt/rtl8822b_config.bin)
Realtek RTL8822B Bluetooth firmware (rtl_bt/rtl8822b_fw.bin)
Realtek RTL8822CU Bluetooth firmware (rtl_bt/rtl8822cu_fw.bin)
This package provides traits to implement custom Runtimes.
Simple work-stealing parallelism for Rust - fork for rustc
Derive macro for rkyv
Derive macro for rkyv
Integrate SassC-Ruby into Rails.
Ember for Rails 3.1+
Collection of portable choice dialog widgets.
This package provides an automated way to track, and then re-run failed RSpec tests.
This package provides Generic range allocator.
Rust bindings for the Graphene library.
Rust bindings for the Graphene library.
This package performs exact rate ratio tests.
This package provides type checked partial references.
This package provides the ChaCha random number generator.
This package provides the ChaCha random number generator.
This package provides bindings for FreeType font library.
This package provides Rust FFI bindings for libxenstore.
This package provides bindings for FreeType font library.
This package provides the ChaCha random number generator.
This package provides bindings for FreeType font library.
This package provides lazy and cached regular expressions.
This package provides bindings for FreeType font library.