Questions tagged [machine-learning]

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When were adversarial techniques first used in machine learning?

For the purposes of this question, a technique is considered adversarial if it develops two systems (or two kinds of system), the first trying to process certain kinds of data well, and the second ...
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0answers
28 views

How was the “train on 70% of data” convention established?

It's common in machine learning to train on 70% of non-validation data, testing on the remaining 30%. I'm not sure whether the motive for this is theoretical or "empirically this works well", although ...
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0answers
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Who coined the term “machine learning”?

A lot of sources attribute the definition to Arthur Samuel (1959), "the field of study that gives computers the ability to learn without being explicitly programmed", but none of these sources ...
7
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1answer
439 views

Who developed Gaussian Mixture Model (GMM) and applied it to machine learning?

I searched about GMM (Gaussian mixture model), but only found that normal distribution was invented by Carl Friedrich Gauss. I'd like to know who contributed to the development of GMM itself, and to ...
10
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0answers
68 views

Why are the classic statistical approaches to NLP mostly generative models while the most recent ones are mostly discriminative?

Looking at the classic statistical approaches to natural language processing (e.g. tagging, parsing, etc.), I see that they are mostly generative models: n-gram models, Naive Bayes classifiers, hidden ...
10
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1answer
72 views

Was the take off of neural computing research in the 80's due to Japan?

Chow, Tommy WS, and John Sum. "Guest editorial: special issue on the emerging applications of neural networks." Neural Computing & Applications 20.7 (2011): 923-924. says: The take off of ...