Kernel Density Estimation
Kernel Density Estimation (KDE) is a non-parametric method used to estimate the probability density function of a random variable. It is a technique that allows us to estimate the underlying distribution of a dataset. KDE works by placing a kernel function at each data point and then summing up the contributions of all the kernels to estimate the density at any given point. The bandwidth of the kernel function determines the smoothness of the estimated density. A smaller bandwidth results in a more detailed but noisy density estimate, while a larger bandwidth results in a smoother but less detailed density estimate. KDE is commonly used in exploratory data analysis, data visualization, and statistical inference.
Your Previous Searches
Random Picks
- Information Security Policy: An Information Security Policy is a set of guidelines and rules created to ensure the confidentiality, integrity, and availability of an organization's information assets. It outlines the procedures and practices that must be followed to pr ... Read More >>
- Multi-dimensional Space: In data science, multi-dimensional space refers to a mathematical concept where data points are represented in a space with more than three dimensions. Each dimension represents a different variable or feature of the data. Multi-dimensional ... Read More >>
- Social Networks: Social Networks refer to online platforms that allow users to connect and interact with each other, share information, and create user-generated content. In the context of Data Science and Artificial Intelligence, social networks are a valu ... Read More >>
Top News
Why Elon Musk installed his top lieutenants at a federal agency you probably hav...
The General Services Administration has a key role in the Trump administration’s quest to slash costs and bring the federal government to heel...
News Source: ABC News on 2025-04-17
Many HBCUs need government funding but some are preparing for a future without i...
Colleges across the country are facing battles with the federal government over funding, but similar cuts and the potential elimination of the Education Department may be existential for historically ...
News Source: NBC News on 2025-04-16
Stocks tumble after Fed Chair Powell warns of higher inflation from tariffs...
Wall Street tumbled after Fed Chair Jerome Powell warned about the impact of tariffs and Nvidia issued sobering guidance....
News Source: CBS News on 2025-04-16
OpenAI in talks to pay about $3 billion to acquire AI coding startup Windsurf...
OpenAI is in talks to pay about $3 billion to acquire Windsurf, an artificial intelligence tool for coding help, CNBC has confirmed....
News Source: NBC News on 2025-04-16
Third Pentagon appointee placed on administrative leave | CNN Politics...
Colin Carroll, the chief of staff of Deputy Secretary of Defense Steve Feinberg, has been placed on administrative leave, two defense sources said Wednesday, the third such appointee to be placed on l...
News Source: CNN on 2025-04-16