Machine Learning Archives - Visokio https://visokio.com/category/machine-learning/ Developers of Omniscope - Business Intelligence software for data processing, analytics and reporting Wed, 10 Feb 2021 14:45:24 +0000 en-GB hourly 1 https://i0.wp.com/visokio.com/wp-content/uploads/2019/06/favicon-visokio.png?fit=32%2C32&ssl=1 Machine Learning Archives - Visokio https://visokio.com/category/machine-learning/ 32 32 157333698 CryptoCurrency Volume / Price correlation analysis – Is there any pattern? https://visokio.com/2019/09/06/crypto-volume-price-correlation/ https://visokio.com/2019/09/06/crypto-volume-price-correlation/#respond Fri, 06 Sep 2019 14:44:42 +0000 https://visokio.com/?p=16778 Here is embedded a dashboard to analyse correlation (calculated week by week) between trading volume and crypto price for Bitcoin, Ethereum and Leo. At the top a simple pivot view shows all the evaluated weekly correlations for each cryptocurrency, coloured by range and sortable. The...

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]]> Here is embedded a dashboard to analyse correlation (calculated week by week) between trading volume and crypto price for Bitcoin, Ethereum and Leo.

At the top a simple pivot view shows all the evaluated weekly correlations for each cryptocurrency, coloured by range and sortable.

The bar / line charts show the average Volume as bars, the close average price and the correlation average in that split interval.

Finally filters on the right allow you to drill down and explore data over time.

BitFinex study

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Tap on the image to open the interactive report
Price / Volume study

 

Needless to say… we haven’t found a pattern which can predict price movement with absolute certainty… but we are looking into it, for instance we tried to predict the Bitcoin price for the next few months by doing Time series forecast using Holt-Winters method. Here’s the results:

Bitcoin Forecast Holt-Winters

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Tap on the image to open the report
BTC price forecast using Holt-Winters model

 

And here using ARIMA model to forecast Bitcoin future value:

Bitcoin Forecast ARIMA

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Tap on the image to open the report
BTC price forecast using ARIMA model

 

If you are curious to see how we implemented the data workflow and the dashboards you can check the project here : Prices trend
We will refresh the data from time to time to keep the experiment live.
Comments are always welcomed.

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]]> https://visokio.com/2019/09/06/crypto-volume-price-correlation/feed/ 0 16778 How to compare R and Python algorithms – Clustering example https://visokio.com/2019/09/06/custom-r-and-python-analytics-scripts-in-omniscope-evo/ https://visokio.com/2019/09/06/custom-r-and-python-analytics-scripts-in-omniscope-evo/#respond Fri, 06 Sep 2019 13:47:15 +0000 https://visokio.com/?p=16766 Clustering analysis using Omniscope Evo, comparing R Gaussian Mixture Models and Python DBSCAN implementations.

The post How to compare R and Python algorithms – Clustering example appeared first on Visokio.

]]> Clustering analysis using Omniscope Evo, comparing R Gaussian Mixture Models and Python DBSCAN implementations.

The post How to compare R and Python algorithms – Clustering example appeared first on Visokio.

]]> https://visokio.com/2019/09/06/custom-r-and-python-analytics-scripts-in-omniscope-evo/feed/ 0 16766