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zH$pi0kdKB-)?^1mfMaP0_qY78ymU$#uD4ho@dWe7F)u%828=MOdrn}^y|01x2q&WsXi2F%D|M~oobUGOCTk492gObefa`0 z*>Sjh00-Ia@rAosXVgud@HUA zx_$0VlB_*{;!VqcO)nR|b|;Ie%3y6bK-@Lz9gGw(n(S0xezSxY{K&Ly>|eIgTS>1V zK$k4C^fW^lNm|tXoAC{ikP2=|>090)F~Mh~o&Mxky68P-AvAfM6B{a0y|Ecdxf~!XTtrpJ>y0T$)QrWLgXud7JbXiJ^M*6)pJXg(t zx6Mt4(K4v%xAAB-xh=fRt#Vy@V0*2p8daAoO+nft!|lS;$5lE+r&f|)BMr5&B-HD# zTgUNu9!qmdj!4|St^_>#xiPQgtLVrPP6ab2e~JQ$QNq?4oxn*WY_mn_Gh%lILUe+bh_-feg_+*qeOZis^d_J8i5PZDodHuyitk9oxY zVfnYSGjuw>Ez5nsrrzgqgu7L)TTYabR@UW79Nw#i>X-1y9zF8(-|v46`|RC>|2i3} zN9c7~8ef{ro#hsr@N<{`whMa;bCupcY5({bc(TjSIpK>=eg>ZnuI~WqMlgPycd=Tl z|9w3_!;hFVtB+q-ZJ8i`5ZE(V(9NOvM0Cxp+MhK#zy*i64#e0uPi&=r6>tW1Cs&Q# zx2r7r-oUeFEBS!CarTS<&6=UcsrW?w!0U~`IaUu!*D8Y6J>qf(=z!bGVRLvb>TE4e zzn%X-=k9_3>hr#sFJk6KL g03q|F;`9IcAHD8dWS020j{yjPr&PJDb4q9e0KbZ3rvLx| From cf8de7efd576e77b7118c69a63fd1fad51f38f91 Mon Sep 17 00:00:00 2001 From: charliewang123 Date: Sun, 14 Jun 2026 15:42:32 -0400 Subject: [PATCH 2/5] Update NetworkCausalTree.R --- R/NetworkCausalTree.R | 24 ++++++++++++++++-------- 1 file changed, 16 insertions(+), 8 deletions(-) diff --git a/R/NetworkCausalTree.R b/R/NetworkCausalTree.R index fa04db6..d862d7a 100644 --- a/R/NetworkCausalTree.R +++ b/R/NetworkCausalTree.R @@ -157,17 +157,25 @@ NetworkCausalTree <- function(X, Y, W, tree$FILTER <- as.character(tree$FILTER) tree$FILTER[is.na(tree$FILTER)] <- "NA" + clusters_est <- setdiff(1:k, clusters_disc) + est_units <- which(K %in% clusters_est) + + Ne_list_est <- lapply(est_units, function(id) { + neigh <- intersect(Ne_list[[id]], est_units) + match(neigh, est_units) + }) + # Compute estimates on the full tree tree_with_estimates <- compute_effects_nct(output = output, nct_partition = tree, - N = N, - W = W, - G = G, - Y = Y, - X = X, - p = p, - Ne = Ne, - Ne_list = Ne_list, + N = length(est_units), + W = W[est_units], + G = G[est_units], + Y = Y[est_units], + X = X[est_units, , drop = FALSE], + p = p[est_units], + Ne = Ne[est_units], + Ne_list = Ne_list_est, minsize = minsize) return(tree_with_estimates) From 4ec4ac88fe8df1f4e44eda6aff02a862adac9874 Mon Sep 17 00:00:00 2001 From: charliewang123 Date: Sun, 14 Jun 2026 15:42:34 -0400 Subject: [PATCH 3/5] Update test-plot_NCT.R --- tests/testthat/test-plot_NCT.R | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/tests/testthat/test-plot_NCT.R b/tests/testthat/test-plot_NCT.R index 282e3c4..792e7a6 100644 --- a/tests/testthat/test-plot_NCT.R +++ b/tests/testthat/test-plot_NCT.R @@ -2,11 +2,13 @@ test_that("plot_NCT runs on a real tiny NCT object", { skip_on_cran() set.seed(100) - d <- data_generator_direct_indirect(N = 100, k = 5, M = 2, p = rep(0.3,100), remove_isolates = TRUE) + d <- data_generator_direct_indirect(N = 500, k = 10, M = 2, p = rep(0.3, 500), remove_isolates = TRUE) fit <- NetworkCausalTree( Y = d$Y, W = d$W, X = d$X, A = d$A, p = d$p, - method = "OF", depth = 1, minsize = 20, + K = d$K, + effect_weights = c(1,0,0,0), + method = "singular", depth = 1, minsize = 20, ratio_disc = 0.5 ) @@ -22,13 +24,14 @@ test_that("plot_NCT works in detection mode", { skip_on_cran() set.seed(100) - d <- data_generator_direct_indirect(N = 100, k = 5, M = 2, p = rep(0.3,100), remove_isolates = TRUE) + d <- data_generator_direct_indirect(N = 500, k = 10, M = 2, p = rep(0.3, 500), remove_isolates = TRUE) fit <- NetworkCausalTree( Y = d$Y, W = d$W, X = d$X, A = d$A, p = d$p, - method = "OF", depth = 1, minsize = 20, - ratio_disc = 0.5, - output = "detection" + K = d$K, + effect_weights = c(1,0,0,0), + method = "singular", depth = 1, minsize = 20, + ratio_disc = 0.5 ) cov_names <- colnames(d$X) From a786d1d4f904ce62e877bbc3bc7b33659d84496f Mon Sep 17 00:00:00 2001 From: charliewang123 Date: Sun, 14 Jun 2026 15:50:09 -0400 Subject: [PATCH 4/5] Update NetworkCausalTree.R --- R/NetworkCausalTree.R | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/R/NetworkCausalTree.R b/R/NetworkCausalTree.R index d862d7a..08a91fa 100644 --- a/R/NetworkCausalTree.R +++ b/R/NetworkCausalTree.R @@ -160,9 +160,13 @@ NetworkCausalTree <- function(X, Y, W, clusters_est <- setdiff(1:k, clusters_disc) est_units <- which(K %in% clusters_est) - Ne_list_est <- lapply(est_units, function(id) { - neigh <- intersect(Ne_list[[id]], est_units) - match(neigh, est_units) + A_est <- A[est_units, est_units] + Ne_est <- rowSums(A_est) + Ne_treated_est <- as.vector(A_est %*% W[est_units]) + G_est <- rep(1, length(est_units)) + G_est[Ne_treated_est == 0] <- 0 + Ne_list_est <- lapply(seq_along(est_units), function(i) { + which(A_est[i, ] > 0) }) # Compute estimates on the full tree @@ -170,11 +174,11 @@ NetworkCausalTree <- function(X, Y, W, nct_partition = tree, N = length(est_units), W = W[est_units], - G = G[est_units], + G = G_est, Y = Y[est_units], X = X[est_units, , drop = FALSE], p = p[est_units], - Ne = Ne[est_units], + Ne = Ne_est, Ne_list = Ne_list_est, minsize = minsize) From 023d741f5ee9882b66e0e358f8b7d1df8d467bfa Mon Sep 17 00:00:00 2001 From: charliewang123 Date: Sun, 14 Jun 2026 15:50:10 -0400 Subject: [PATCH 5/5] Update test-plot_NCT.R --- tests/testthat/test-plot_NCT.R | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tests/testthat/test-plot_NCT.R b/tests/testthat/test-plot_NCT.R index 792e7a6..48e2dcc 100644 --- a/tests/testthat/test-plot_NCT.R +++ b/tests/testthat/test-plot_NCT.R @@ -31,7 +31,8 @@ test_that("plot_NCT works in detection mode", { K = d$K, effect_weights = c(1,0,0,0), method = "singular", depth = 1, minsize = 20, - ratio_disc = 0.5 + ratio_disc = 0.5, + output = "detection" ) cov_names <- colnames(d$X)