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by matk 3577 days ago
lol, yeah; ML seems to be an area where people like making new terms a lot.
1 comments

It's been my experience that the most common cause of making up new terms is not knowing the existing ones.
Sometimes it is just a case of borrowing terms from one of several overlapping fields of knowledge as opposed to using a different term from one of the others. This is happening quite a lot in ML recently as ML borrows tools from classical AI, statistics (along with the arguments between Bayesians and frequentists), graph theory, information theory, game theory, neuroscience, software development, various branches of mathematics and geometry, and so on.

Borrowing the geometry-flavored term vector for the representation of a data point constituting a multidimensional magnitude+direction value[1] as opposed to the term explanatory variable from linear algebra/statistics is just happenstance, and is not an invention of a new term (or even a case of applying an existing term to something new).

Feature vectors and explanatory variables are, quite simply, two labels for the very same thing[2][3], and are often used interchangeably depending on context.

As for the familiarity argument, thinking of the data points as vectors is actually quite useful as a framing device for problem statements in terms of the tools and solutions it suggests[4].

[1] https://en.wikipedia.org/wiki/Feature_vector

[2] https://en.wikipedia.org/wiki/Vector_space

[3] https://en.wikipedia.org/wiki/Dependent_and_independent_vari...

[4] https://www.technologyreview.com/s/602025/how-vector-space-m...

The article's authors don't even seem to know what sarcasm is.

Their example “A woman needs a man like a fish needs a bicycle.” is not sarcastic so much as colorful analogy.

The researcher's word2vec approach is really a search for 'non-sequitur' -- any sentence that semantically goes of the rails at the end, it's probably better at detecting humor in general than 'sarcasm'

Mmm... Seems somewhat sarcastic to me in terms of subverting the simile-as-framing-device (in roughly the same way as "I need that like I need another hole in my head"). But in terms of which side of the fuzzy line between irony and sarcasm this lies, it may be closer to irony.