New upstream version 1.1.3.1
Andreas Tille
1 year, 11 months ago
0 | 0 | Package: FNN |
1 | Version: 1.1.3 | |
1 | Version: 1.1.3.1 | |
2 | 2 | Date: 2019-02-15 |
3 | 3 | Title: Fast Nearest Neighbor Search Algorithms and Applications |
4 | 4 | Author: Alina Beygelzimer, Sham Kakadet and John Langford (cover tree library), |
12 | 12 | including KNN classification, regression and information measures are implemented. |
13 | 13 | License: GPL (>= 2) |
14 | 14 | NeedsCompilation: yes |
15 | Packaged: 2019-02-15 20:07:07 UTC; Lion | |
15 | Packaged: 2022-05-23 08:06:10 UTC; hornik | |
16 | 16 | Repository: CRAN |
17 | Date/Publication: 2019-02-15 23:20:03 UTC | |
17 | Date/Publication: 2022-05-23 08:27:42 UTC |
0 | 0 | 7f47607d00e2da41588cd1016882dec6 *ChangeLog |
1 | bb33a32124aacd94f2635cce7059fdfe *DESCRIPTION | |
1 | b21df4e854bd1b9fbeb407a28923ef9c *DESCRIPTION | |
2 | 2 | 923e534f1429905eb649400d64d0b9af *NAMESPACE |
3 | 3 | e146a45987484153651a8f5228340049 *R/KNN.R |
4 | 4 | 39146368c8ece8867ff89368fcef6bb7 *R/KNN.information.measures.R |
5 | 5 | fcc4169d79bf6333263164a1e9e569f1 *R/KNNCR.R |
6 | 6 | 0490c237b8f178545367ffbcb87e82a4 *R/OWNN.R |
7 | 7 | 28048af675ad1c475b5329d58d45ca7c *inst/COPYRIGHTS |
8 | 7fb5ee8def3bc6cce05b4a2afc799f35 *man/KL.dist.Rd | |
9 | 557d4706233f371406f248e3fed8fd73 *man/KL.divergence.Rd | |
10 | a0b13628114796afe5e44385a8963ed9 *man/crossentropy.Rd | |
11 | 4fdd289347d2560ceaa556b1bf02e993 *man/entropy.Rd | |
12 | fec02ce29329494c4b55a89e414f4a43 *man/get.knn.Rd | |
13 | 7acbef35542be00feb532179780fb822 *man/knn.Rd | |
14 | 71a3b06d7eed2fe768d8f770dc1f2935 *man/knn.cv.Rd | |
15 | 8e5140a82ede9d9f645d84d5c8df6919 *man/knn.dist.Rd | |
16 | f048063f888c38560619f71dd5e17155 *man/knn.index.Rd | |
17 | 13e5c8029ab1899e531ae16ac0d2f8f6 *man/knn.reg.Rd | |
18 | 60c42c42dd623cf9449c8500b94e2431 *man/mutual_information.Rd | |
19 | 02fbc997ef606b2e99e07a72ab70c979 *man/ownn.rd | |
20 | b2f473e3e493bdbf8c4b8082c9c0de5a *man/print.knnRegCV.Rd | |
8 | 4fe52314de67c43e8fa4b99489a53177 *man/KL.dist.Rd | |
9 | 47521994a976f76448d948b46d89faf8 *man/KL.divergence.Rd | |
10 | a7b477e1a5550ec2629e48932470dd0e *man/crossentropy.Rd | |
11 | ad79df1bb93687d7d1bd58a5f46c3f42 *man/entropy.Rd | |
12 | 2849dfa7b6a62c1f1037452f26784b97 *man/get.knn.Rd | |
13 | 18e67010eff044257675df0f385a284e *man/knn.Rd | |
14 | 4f696a9a5ae84fe538025023d4563deb *man/knn.cv.Rd | |
15 | 27b94681a6fc93833dcb25e9ac2ae4cf *man/knn.dist.Rd | |
16 | 3987b1a15da8f20c6006f83c2301cfc4 *man/knn.index.Rd | |
17 | 11af2234e6652613ad9f045a142ad548 *man/knn.reg.Rd | |
18 | 102130ce8592d18cccc82a1ee823f7c4 *man/mutual_information.Rd | |
19 | 3fee7681894330f08a228021c8939e9d *man/ownn.rd | |
20 | 78091a509e2b0d1e57894f7d393ce2e8 *man/print.knnRegCV.Rd | |
21 | 21 | af0cdd879859743d72ac208ddfd5822d *src/ANN.cpp |
22 | 22 | 2bb6f65e94fac36a50436d9acfd57af8 *src/KNN_ANN.cpp |
23 | 23 | a15e118292014e1592b283427c173a48 *src/KNN_correlation_distance.cpp |
31 | 31 | \code{\link{KL.divergence}}. |
32 | 32 | |
33 | 33 | } |
34 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
34 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
35 | 35 | |
36 | 36 | \references{ |
37 | 37 | S. Boltz, E. Debreuve and M. Barlaud (2007). |
32 | 32 | \seealso{ |
33 | 33 | \code{\link{KL.dist}} |
34 | 34 | } |
35 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
35 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
36 | 36 | |
37 | 37 | \references{ |
38 | 38 | S. Boltz, E. Debreuve and M. Barlaud (2007). |
23 | 23 | \eqn{H(p;q) = E_p[-\log q(x)]}{H(p;q) = E_p[-\log q(x)]}. |
24 | 24 | } |
25 | 25 | |
26 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
26 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
27 | 27 | |
28 | 28 | \references{ |
29 | 29 | S. Boltz, E. Debreuve and M. Barlaud (2007). |
15 | 15 | a vector of length \code{k} for entropy estimates using \code{1:k} nearest neighbors, respectively. |
16 | 16 | } |
17 | 17 | |
18 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
18 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
19 | 19 | |
20 | 20 | \references{ |
21 | 21 |
39 | 39 | |
40 | 40 | } |
41 | 41 | |
42 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
42 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
43 | 43 | |
44 | 44 | \references{ |
45 | 45 | Bentley J.L. (1975), \dQuote{Multidimensional binary search trees used for associative |
26 | 26 | \value{ |
27 | 27 | factor of classifications of test set. \code{doubt} will be returned as \code{NA}. |
28 | 28 | } |
29 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
29 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
30 | 30 | \references{ |
31 | 31 | B.D. Ripley (1996). \emph{Pattern Recognition and Neural Networks.} Cambridge. |
32 | 32 |
29 | 29 | factor of classifications of training set. \code{doubt} will be returned as \code{NA}. |
30 | 30 | distances and indice of k nearest neighbors are also returned as attributes. |
31 | 31 | } |
32 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
32 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
33 | 33 | |
34 | 34 | \references{ |
35 | 35 | Ripley, B. D. (1996) |
24 | 24 | return the Euclidiean distances of k nearest neighbors. |
25 | 25 | } |
26 | 26 | |
27 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
27 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
28 | 28 | |
29 | 29 | \references{ |
30 | 30 | Bentley J.L. (1975), \dQuote{Multidimensional binary search trees used for associative |
24 | 24 | return the indice of k nearest neighbors. |
25 | 25 | } |
26 | 26 | |
27 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
27 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
28 | 28 | |
29 | 29 | \references{ |
30 | 30 | Bentley J.L. (1975), \dQuote{Multidimensional binary search trees used for associative |
45 | 45 | \note{ |
46 | 46 | The code for \dQuote{VR} nearest neighbor searching is taken from \code{class} source |
47 | 47 | } |
48 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
48 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
49 | 49 | |
50 | 50 | \examples{ |
51 | 51 | if(require(chemometrics)){ |
24 | 24 | } |
25 | 25 | |
26 | 26 | |
27 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
27 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
28 | 28 | |
29 | 29 | \references{ |
30 | 30 |
23 | 23 | \value{ |
24 | 24 | a list includes k, predictions by ordinary knn, optimal weighted knn and bagged knn, and accuracies if class labels of test data set are given. |
25 | 25 | } |
26 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
26 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
27 | 27 | \references{ |
28 | 28 | Richard J. Samworth (2012), |
29 | 29 | \dQuote{Optimal Weighted Nearest Neighbor Classifiers,} \emph{Annals of Statistics}, \bold{40:5}, 2733-2763. |
15 | 15 | \item{\dots}{Additonal \code{print} arguments.} |
16 | 16 | } |
17 | 17 | |
18 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com.}} | |
18 | \author{Shengqiao Li. To report any bugs or suggestions please email: \email{lishengqiao@yahoo.com}} | |
19 | 19 | |
20 | 20 | \keyword{print} |
21 | 21 |