資源簡介
關(guān)于 高斯過程 的全套代碼。。里面也有詳細(xì)說明 有需要請拿去
關(guān)于 高斯過程 的全套代碼。。里面也有詳細(xì)說明 有需要請拿去

代碼片段和文件信息
%?THE?GP?TOOLS?(/in?the?GP/?folder):
%?
%??Gaussian?process?utilities:
%???GP_SET????Create?and?modify?a?Gaussian?Process?structure.?
%???GP_PAK????Combine?GP?parameters?into?one?vector.
%???GP_UNPAK??Set?GP?parameters?from?vector?to?structure
%???GP_COV????Evaluate?covariance?matrix?between?two?input?vectors.?
%???GP_TRCOV??Evaluate?training?covariance?matrix?(gp_cov?+?noise?covariance).?
%???GP_TRVAR??Evaluate?training?variance?vector.?
%???GP_RND????Random?draws?from?the?postrior?Gaussian?process
%
%??Covariance?functions:
%???GPCF_CAT???????????Create?a?categorigal?covariance?function
%???GPCF_CONSTANT??????Create?a?constant?covariance?function?
%???GPCF_EXP???????????Create?a?squared?exponential?covariance?function
%???GPCF_LINEAR????????Create?a?linear?covariance?function
%???GPCF_MATERN32??????Create?a?Matern?nu=3/2?covariance?function
%???GPCF_MATERN52??????Create?a?Matern?nu=5/2?covariance?function
%???GPCF_NEURALNETWORK?Create?a?neural?network?covariance?function
%???GPCF_PERIODIC??????Create?a?periodic?covariance?function
%???GPCF_PPCS0?????????Create?a?piece?wise?polynomial?(q=0)?covariance?function?
%???GPCF_PPCS1?????????Create?a?piece?wise?polynomial?(q=1)?covariance?function?
%???GPCF_PPCS2?????????Create?a?piece?wise?polynomial?(q=2)?covariance?function?
%???GPCF_PPCS3?????????Create?a?piece?wise?polynomial?(q=3)?covariance?function?
%???GPCF_PROD??????????Create?a?product?form?covariance?function?
%???GPCF_RQ????????????Create?a?rational?quadratic?covariance?function?
%???GPCF_SEXP??????????Create?a?squared?exponential?covariance?function
%
%??Likelihood?functions:
%???LIK_GAUSSIAN????Create?a?Gaussian?likelihood?structure
%???LIK_GAUSSIANSMT?Create?a?Gaussian?scale?mixture?approximating?t
%???LIK_BINOMIAL????Create?a?binomial?likelihood?structure?
%???LIK_LOGIT???????Create?a?Logit?likelihood?structure?
%???LIK_NEGBIN??????Create?a?Negbin?likelihood?structure?
%???LIK_POISSON?????Create?a?Poisson?likelihood?structure?
%???LIK_PROBIT??????Create?a?Probit?likelihood?structure?
%???LIK_T???????????Create?a?Student-t?likelihood?structure?
%
%?Inference?utilities:
%???GP_E??????????Evaluate?energy?function?(un-normalized?negative?marginal?
%?????????????????log?posterior)?
%???GP_G??????????Evaluate?gradient?of?energy?(GP_E)?for?Gaussian?Process
%???GP_EG?????????Evaluate?both?GP_E?and?GP_G.?Useful?in?optimisation.
%???GP_PRED???????Make?predictions?with?Gaussian?process?
%???GPEP_E????????Conduct?Expectation?propagation?and?return?negative?marginal?
%?????????????????log?posterior?estimate
%???GPEP_G????????Evaluate?gradient?of?EP‘s?negative?marginal?log?posterior?
%?????????????????estimate
%???GPEP_PRED?????Predictions?with?Gaussian?Process?EP?approximation
%???GPLA_E????????Construct?Laplace?approximation?and?return?negative?marginal?
%?????????????????log?posterior?estimate
%???GPLA_G????????Evaluate?gradient?of?Laplace?approximation‘s?marginal?
%?????????????????log?posterior?estimate
%???GPLA_PRED?????Predictions?with?Gaussia
?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2011-03-22?10:25??GPstuff-3.1\
?????目錄???????????0??2011-03-22?10:22??GPstuff-3.1\diag\
?????文件?????????702??2011-03-22?10:22??GPstuff-3.1\diag\acorr2.m
?????文件?????????773??2011-03-22?10:22??GPstuff-3.1\diag\acorr.m
?????文件????????1675??2011-03-22?10:22??GPstuff-3.1\diag\acorrtime.m
?????文件????????2407??2011-03-22?10:22??GPstuff-3.1\diag\batch.m
?????文件?????????613??2011-03-22?10:22??GPstuff-3.1\diag\bbprctile.m
?????文件????????1154??2011-03-22?10:22??GPstuff-3.1\diag\cipsrf.m
?????文件????????1289??2011-03-22?10:22??GPstuff-3.1\diag\cmpsrf.m
?????文件????????2174??2011-03-22?10:22??GPstuff-3.1\diag\Contents.m
?????文件????????1300??2011-03-22?10:22??GPstuff-3.1\diag\cpsrf.m
?????文件?????????670??2011-03-22?10:22??GPstuff-3.1\diag\custats.m
?????文件?????????773??2011-03-22?10:22??GPstuff-3.1\diag\cusum.m
?????文件????????1697??2011-03-22?10:22??GPstuff-3.1\diag\derivativecheck.m
?????文件?????????197??2011-03-22?10:22??GPstuff-3.1\diag\diag_install.m
?????文件?????????912??2011-03-22?10:22??GPstuff-3.1\diag\gbinit.m
?????文件????????4039??2011-03-22?10:22??GPstuff-3.1\diag\gbiter.m
?????文件????????1895??2011-03-22?10:22??GPstuff-3.1\diag\geyer_icse.m
?????文件????????1644??2011-03-22?10:22??GPstuff-3.1\diag\geyer_imse.m
?????文件????????2489??2011-03-22?10:22??GPstuff-3.1\diag\gradcheck.m
?????文件????????1087??2011-03-22?10:22??GPstuff-3.1\diag\hair.m
?????文件?????????923??2011-03-22?10:22??GPstuff-3.1\diag\hpdi.m
?????文件????????2110??2011-03-22?10:22??GPstuff-3.1\diag\ipsrf.m
?????文件????????1614??2011-03-22?10:22??GPstuff-3.1\diag\join.m
?????文件????????2750??2011-03-22?10:22??GPstuff-3.1\diag\kernel1.m
?????文件????????1618??2011-03-22?10:22??GPstuff-3.1\diag\kernels.m
?????文件????????3200??2011-03-22?10:22??GPstuff-3.1\diag\ksstat.m
?????文件???????18007??2011-03-22?10:22??GPstuff-3.1\diag\License.txt
?????目錄???????????0??2011-03-22?10:22??GPstuff-3.1\diag\linuxCsource\
?????文件?????????192??2011-03-22?10:22??GPstuff-3.1\diag\linuxCsource\convert_for_win
?????文件????????3477??2011-03-22?10:22??GPstuff-3.1\diag\linuxCsource\bbprctile.c
............此處省略312個文件信息
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