Hybrid models

Concept and definition

Hybrid models

What is Hybrid models?

Hybrid models are artificial intelligence models that combine different machine learning techniques to improve prediction performance and accuracy. These models combine features from different machine learning models and algorithms to take advantage of their strengths and minimise their weaknesses. Hybrid models are often used in machine learning applications that involve multiple data sources or multiple data types, such as in medical data analytics, financial data analytics and marketing data analytics. Examples of hybrid models include decision tree-based models and neural network-based models, which combine the simplicity and transparency of decision trees with the ability of neural network-based models to model complex relationships in data. Another example is the combination of rule-based models and deep learning-based models to take advantage of the ease of interpretation of rule-based models and the ability of deep learning-based models to model non-linear relationships in data.

« Back to glossary

Do you want to get in touch?

CDRs contain data that a telecommunications company collects about phone calls, such as time and length of call. This data can be used in analytical applications.
Fill the form
Share:
What is Natural Language Processing?

Natural Language Processing or NLP analyzes how machines understand, interpret and process human language.

Read More »
How does semantic technology work?�

To know how semantic technology works, the first thing you need to know is that it is responsible for helping artificial intelligence systems [...]

Read More »
What credit scoring is and why Artificial Intelligence will change it forever

Credit scoring is a system used to rate credits and thus try to automate the decision making process at the time of purchasing a loan, and to [...]

Read More »
Non-performing loans to individuals to increase by at least 10% in 2022

GAMCO's forecasts point to an increase of at least 10% in the percentage of "non-performing loans" to individuals over the next five years.

Read More »
See more entries
© Gamco 2021, All Rights Reserved - Legal notice - Privacy - Cookies