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The Plot of PenneLC
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We can visualize the observed and expected disease counts, the SMRs, as well as the smokers proportions in an interactive chropleth map. We construct this map using the leaflet package.
Sales Performance Analysis
This project aims to leverage data analytics and machine learning to enhance business intelligence through accurate sales prediction and effective customer segmentation. By analyzing historical sales data and customer transaction records, we seek to provide actionable insights that will optimize inventory management, improve marketing strategies, and enhance overall business performance.
MAP Model
Rhodes et al. (2023). Inner Development Goals and the Meaning, Awareness and Purpose (MAP) Model for Climate Coaching.
https://zenodo.org/records/8320461
Peramalan dan Akurasi dengan Model ARIMA
Eksplorasi Data, Uji Stasioneritas Data, Identifikasi Model, Pendugaan Parameter Model Tentatif, Analisis Sisaan, Overfitting, dan Peramalan
Cek Asumsi Data Time Series
Melakukan cek asumsi stasioner dalam rataan dan stasioner dalam ragam
Pembangkitan ARMA Time Series
Fungsi pembangkitan ARMA, pembangkitan proses ARMA, dan karakteristik ARMA
Perbandingan Model Koyck, Regression with Distributed Lag 1 & 2, dan Autoregressive
Membandingkan keempat model dengan melihat nilai MAPE yang dihasilkan. Model paling optimum adalah model DLM 2 karena memiliki nilai MAPE yang terkecil.