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Jia Wu Analysis
Analysis of the Australian Market
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Estimasi Ditribusi dan Parameter Pemodlan Week-4
Materi Estimasi Distribusi dan Parameter Model membahas bagaimana data digunakan untuk memahami karakteristik suatu populasi melalui pendekatan statistik. Fokus utama terletak pada proses estimasi parameter seperti rata-rata dan varians berdasarkan sampel yang diambil dari berbagai jenis distribusi, seperti normal, eksponensial, dan lainnya. Selain itu, materi ini juga memperkenalkan konsep distribusi sampling dan bagaimana ukuran sampel memengaruhi bentuk distribusi tersebut.
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Sviatelik Maria 231-331
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Sviatelik Maria 231-331
Week 5 Ketidakpastian Estimasi
Materi ini membahas penerapan konsep statistika inferensial, khususnya dalam mengestimasi parameter populasi menggunakan data sampel. Pendekatan yang digunakan adalah interval kepercayaan untuk rata-rata, dengan mempertimbangkan kondisi apakah standar deviasi populasi diketahui atau tidak diketahui.
Melalui analisis ini, dapat dipahami bagaimana ukuran sampel, tingkat kepercayaan, serta variabilitas data memengaruhi hasil estimasi. Selain itu, materi ini juga menunjukkan bagaimana hasil analisis statistik dapat digunakan sebagai dasar dalam pengambilan keputusan berdasarkan kriteria tertentu.
Decision Tree Modelling in R for Migraine Treatment: Cost-Effectiveness and Cost-Utility Analysis
This tutorial demonstrates how to build and evaluate a decision tree model in R using the rdecision package, based on a classic pharmacoeconomic study of migraine treatment.
The example compares two treatment strategies—oral sumatriptan and a combined oral dose of caffeine/ergotamine—within a clinically realistic framework that captures key patient pathways, including pain relief, recurrence, emergency care, and hospitalization.
The tutorial illustrates how to:
Construct a decision tree structure programmatically in R
Assign probabilities, costs, and outcomes to model transitions
Perform cost-effectiveness analysis (CEA) using attacks averted as the outcome
Perform cost-utility analysis (CUA) using quality-adjusted life years (QALYs)
Calculate incremental cost-effectiveness ratios (ICERs) for decision making
Conduct subgroup analysis based on migraine severity
Using a one-day time horizon, the model estimates expected costs and outcomes for each treatment strategy and evaluates their economic value. The tutorial provides a reproducible workflow that reflects real-world approaches used in pharmacoeconomics and health technology assessment (HTA).
This example is particularly relevant for students and researchers interested in health economic modelling, pharmaco-economics, and applied decision analysis in R.
Keywords: decision tree modelling, migraine, cost-effectiveness analysis, cost-utility analysis, QALY, ICER, pharmacoeconomics, R, rdecision