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Algorithm predicts book success based on word usage

Twook00

Sage
So, what makes a best-seller? There are a few key findings, according to the researchers:

Successful books make heavy use of conjunctions—like "and" and "but"—as well as large numbers of nouns and adjectives.
Unsuccessful works include more verbs and adverbs, explicitly describing actions and emotions—like "wanted," "took" or "promised."
Verbs in successful books more commonly describe thought processes—like"recognized" or "remembered."

So essentially it is distinguishing between well written books and poorly written books?
 

AnneL

Closed Account
Wow, I overuse "recognized" and "realized" and "remembered." Guess I'd better start shopping for my mansion.
 

skip.knox

toujours gai, archie
Moderator
I'm so excited. Now I have a guideline for making my book -- pardon me, "writings" -- just like other writings. I'm eager to get to work on my writings so as to incorporate discriminative unigrams, clausal tags, and constituent tags. Especially constituent tags, uh huh. I was also fascinated, as I'm sure everyone was, to learn that academic writing differs from fiction writing. I have always suspected this but now I learn it's true on account of all them charts. Numbers are truth.

What's really needed, folks, is an algorithm that can predict if my writings is gonna get picked up by an agent. Stylometric *that*!

Thanks to @Devor for the reference!
 

Mindfire

Istar
Hmmmm. Apparently they only used books that have fallen into the public domain. In other words, old and outdated books. How well does this algorithm stack up against modern tastes? Maybe they should refine the algorithm using data from more recently published books.
 

T.Allen.Smith

Staff
Moderator
Hmmmm. Apparently they only used books that have fallen into the public domain. In other words, old and outdated books. How well does this algorithm stack up against modern tastes? Maybe they should refine the algorithm using data from more recently published books.

I can't believe someone is actually taking this seriously....
 

Svrtnsse

Staff
Article Team
Hmmmm. Apparently they only used books that have fallen into the public domain. In other words, old and outdated books. How well does this algorithm stack up against modern tastes? Maybe they should refine the algorithm using data from more recently published books.

Yes, probably.

There's a note a the end of the article about how unsuccessful books on amazon also were rated as likely to be unsuccessful by the algorithm. However, I would say it's safe to assume that what's considered good/successful writing changes over time (right?).
Would this mean that the definition of "good" changes while the definition of "not good" stays the same?
 

Svrtnsse

Staff
Article Team
I can't believe someone is actually taking this seriously....

There's serious and then there's serious.
It's interesting as an experiment. If it's possible to estimate with such high accuracy whether a book was successful or not by simply analysing the words, it probably tells us something.

I think that what I'm taking away from it is that there really is some kind of point to all these "rules" about writing that are being bounced around, both here and elsewhere. There's a point to making sure your writing it easily readable, it's not just grammar snobbery.
 

T.Allen.Smith

Staff
Moderator
If it's possible to estimate with such high accuracy whether a book was successful or not by simply analysing the words, it probably tells us something.

Seems to me that having readers enjoy your work is a much better gauge. To me, these programs that try to boil success down to some measurement are beyond ludicrous.

If art success could be reduced to an algorithm, we'd have THE blueprint for success. From there, it'd just be a paint by numbers. What a fabulous museum that would be...

I think that what I'm taking away from it is that there really is some kind of point to all these "rules" about writing that are being bounced around, both here and elsewhere. There's a point to making sure your writing it easily readable, it's not just grammar snobbery.

The point to rules is to use techniques and methods that compliment the style you're trying to achieve. Being easily readable is only one facet of an overwhelming amount of variables. Seems to me this is why people force computations onto art. Outside of amusement alone, I see no practical value.
 
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Hi,

There's only one algorhythym that matters to our selling, and that's Amazon's sales algorhythym which determines how our books are placed on advertising lists, ranked and seen. And it doesn't care about our adverb usage.

Cheers, Greg.
 

Svrtnsse

Staff
Article Team
Seems to me that having readers enjoy your work is a much better gauge. To me, these programs that try to boil success down to some measurement are beyond ludicrous.

Yes, clearly. I'm not saying it tells us everything. I'm saying it tells us something.

If art success could be reduced to an algorithm, we'd have THE blueprint for success. From there, it'd just be a paint by numbers. What a fabulous museum that would be...


The point to rules is to use techniques and methods that compliment the style you're trying to achieve. Being easily readable is only one facet of an overwhelming amount of variables. Seems to me this is why people force computations onto art. Outside of amusement alone, I see no practical value.

I didn't mean to give the impression that I thought sticking to the rules was a guaranteed recipe for success. However, just faffing about without knowing what you're doing is unlikely to get you anywhere at all - unless you're extremely talented and/or lucky.
There are always exceptions to all things.

I don't think this algorithm has the recipe for success. It may have some interesting points when it comes to measurable language statistics for successful vs unsuccessful books, but other than that, it's more amusing than anything else.

The question asked though, if the results would change it the system was trained on modern literature instead of on classics from Project Gutenberg, is still interesting (to me). I'm a bit of a maths geek and I find this kind of thing interesting.
 

T.Allen.Smith

Staff
Moderator
Yes, clearly. I'm not saying it tells us everything. I'm saying it tells us something....

I didn't mean to give the impression that I thought sticking to the rules was a guaranteed recipe for success. However, just faffing about without knowing what you're doing is unlikely to get you anywhere at all - unless you're extremely talented and/or lucky. There are always exceptions to all things. I don't think this algorithm has the recipe for success. It may have some interesting points when it comes to measurable language statistics for successful vs unsuccessful books, but other than that, it's more amusing than anything else.
I'm just poking fun at the algorithm idea Svrtnsse. I'm not really trying to argue for or against.
 

Devor

Fiery Keeper of the Hat
Moderator
The reactions have been fun to read. It did not disappoint. :D
 
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