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matroid rank

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Automatic Classification – Tagging and Summarization – Customizable Filtering and Analysis

If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

Reviews: Deep Submodular Functions: Definitions and Learning

Neural Information Processing SystemsJan-20-2025, 14:07:28 GMT

Problem definition - The paper proposes a new family of submodular functions called deep submodular functions. They are defined similar to a neural network where there are many nodes in each level. At each node you take a positive linear combination of previous layer and then apply a concave function. Contributions - The main important contribution of the paper is proposing the family of DSF and showing applications to text summarization. They show that DSF's generalize all of them except cycle matroid rank.

deep submodular function, definition and learning, matroid rank, (7 more...)

Neural Information Processing Systems

Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.50)

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