Comments (2)
Hi Nick,
I'm thrilled to know you're creating a library based on this!
I'm not sure about the generability of my code. It was created for this dataset, and will yield only a baseline model. In practice, MMM is very versatile, a couple of things need to be customized and tuned to fit a specific case.
- Variables. This model: sales ~ impressions, while someone prefers sales ~ spend (combine model2 and model3), someone has monthly data, etc.
- Priors. I used relatively strong priors for coefficients because I normalized the variables. If a user chooses not to normalize the variables, he may need to switch to weaker priors.
- Additive or multiplicative model structure.
- Adstock parameters need tuning. See #15 for details.
How far do you want to go, what's your plan? And let me know how I can help. I could work on it on weekends and in free time.
Sibyl
from mmm_stan.
Feel free to reopen if you have any updates.
from mmm_stan.
Related Issues (15)
- Potential error from line #483 HOT 3
- Attempting multiplication of list and float. HOT 4
- Plug in for Media competitors and AdjR2 HOT 4
- Please add a license.
- Struggled with -> RuntimeError: Initialization failed HOT 2
- MAPE formula potential issue with array HOT 3
- MAPE problem with photo HOT 3
- Theoretical questions and tips for the code HOT 5
- Mroas, Optimal Mix and efficiency
- how to get adstock
- Definition formula of mc_df['mc_delta'] HOT 3
- Different results between Jupyter Notebook and Readme HOT 2
- How to set free max_lag for each media in second model with prior or fix command
- Not an issue, but a Thank you!
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from mmm_stan.