How to implement AIML in Prolog? - prolog

AIML files: http://www.alicebot.org/aiml/aaa/
I want to make these AIML files the knowledge base of my Prolog program.
Help me. Thanks in advance.
P.S. Excuse my bad english.

http://pycdep.sourceforge.net contains something AIML-like implemented in prolog.
Maybe it can serve as a starting point.

You might want to consult (rent it from your local library, don't buy the whole book) the following book:
An Introduction to Language Processing with Perl and Prolog
Pierre M. Nugues (Autor)
Text Book
Before delving into chart parsers and the like, the book contains two sections that deal with eliza like template matching. The sections are:
9.2 Word Spotting and Template Matching
9.3 Multiword Detection
It has Prolog code snipets. The code snipets are not optimized for speed or large volumes, but they show the general idea of the algorithms.
The book is good in computer linguistics, but you might want to consult additional sources for Q&A logic etc..
Best Regards
P.S.: Currently working as well on a Prolog port of a Java/Prolog hybrid extraction pipeline
CAT

Related

software or algorithms to detect grammar units in texts

I'm not sure this is the right fit for stackoverflow but maybe you guys would suggest where to put this question otherwise but here it is anyway. Suppose I have a few sentences of a text like this:
John reads newspapers everyday. Right now he has just finished reading
one. He will read another one and might even read a small book
tomorrow.
This small extract contains the following grammar units:
present simple (reads)
present perfect (has finished)
future simple (will read)
modal verb may
Do you know of any software, algorithm or study that defines rules for identifying these grammar patterns?
Read this also if you are going to use Ruby than you can use TreeTop or find the equivalent parser in other programming language.
NTLK is a natural language parser for python, it works by tagging words. You can look at some examples here. It creates a parse-tree, which are very useful for these types of problems.
I haven't seen it distinguish between simple and perfect, but it could be modified to do so.

Hadoop starter project suggestions

I would love to find a few topics, thanks.
MergeSort is a fantastic/easy one to start with. You could also go with generating word counts for all words in a file. A good source of data is the Project Gutenberg library of public domain books (you could always concatenate a few of them together).
If you want something more advanced but in the same vein as word count, you could write a very simple distributed spell checker. Peter Norvig as an awesome simple demonstration of a spell checker written in Python. A good exercise would be extending this algorithm to operate on a file in a distributed fashion.
You have a few projects here
There is a few nice and interesting examples of small hadoop projects. Everything is described very well, additionally you can find the source code and all needed theory.

Prolog basic questions

First, what do you recommend as a book for learning prolog. Second, is there an easy way to load many .pl files at once? Currently just doing one at a time with ['name.pl'] but it is annoying to do over and over again. I am also using this to learn.
Thanks
First, welcome to Prolog! I think you'll find it rewarding and enjoyable.
The books I routinely see recommended are The Art of Prolog, Programming Prolog and Clause and Effect. I have Art and Programming and they're both fine books; Art is certainly more encyclopedic and Programming is more linear. I consult Art and Craft a lot lately, and some weirder ones (Logic Grammars for example). I'm hoping to buy Prolog Programming in Depth next. I don't think there are a lot of bad Prolog books out there one should try to avoid. I would probably save Craft and Practice for later though.
You can load multiple files at once by listing them:
:- [file1, file2, file3].
ALso, since 'name.pl' ends in '.pl' you can omit the quotes; single quotes are really only necessary if Prolog wouldn't take the enclosed to be an atom ordinarily.
Hope this helps and good luck on your journey. :)
If you are incline to a mathematical introduction, Logic, Programming and Prolog (2ED) is an interesting book, by Nilsson and Maluszinski.
Programming in Prolog, by Clocksin and Mellish, is the classic introductory textbook.
In SWI-Prolog, also check out:
?- make.
to automatically reload files that were modified since they were consulted.
You can check out this question. There are several nice books recommended back there.
This is a nice short little intro: http://www.soe.ucsc.edu/classes/cmps112/Spring03/languages/prolog/PrologIntro.pdf
I also want to say there's a nice swi oriented pdf out there, but I can't find it.
I won't repeat the classic choices already mentioned in other answers, but I will add a note about Prolog Programming in Depth by Michael Covington, Donald Nute, and Andrew Vellino. Two chapters I would like to highlight are the chapters on hand tracing and defeasible rules. The former shows you how to trace out a Prolog computation on pencil and paper in an efficient and helpful manner. The latter shows you how to create Prolog code that supports defeasible rules. Unlike the rules you are accustomed to in Prolog that either succeed or fail outright and are not affected by anything not stated in the rule itself, defeasible rules can succeed on the information stated in the rule yet can be undercut by other rules in the knowledge base making the expression that are generally true but have exceptions easier in a manner that is compact and easy to understand. Said better by the book "A defeasible rule, on the other hand, is a rule that cannot be applied to some cases even though those cases satisify its conditions, because some knowledge elsewhere in the knowledge base blocks it from applying."
It's an intriguing concept that I have not found in other books.

What is a good intermediate introduction to Scheme?

I am trying to find a resource where I can practice my programming skills in scheme.
I have a class coming up that uses scheme exclusively. While I have done moderate amounts of programming in C++ and Java, and grasp the basic ideas about good/bad programming practices and different programming paradigms (as much as a second-year college student could be expected to), Scheme looks like hieroglyphics to me!
Any help would be appreciated.
If you haven't looked at Structure and Interpretation of Computer Programs yet, that's the obvious (and free!) place to start.
I really like The Little Schemer. The format is very different, but it all builds up from basics.
If you're looking for an intermediate introduction, SICP will not be a good choice. You could try HtDP, but that not too much of an intro to Scheme as it is an intro to programming in general.
The Scheme Programming Language, 4th Edition (Covers the language as described in R6RS.).
If you are using a Scheme that conforms only with R5RS, use the 3rd edition of the book.
Structure and Interpretation of Computer Programs is highly recommended.
The Guide to Racket http://docs.racket-lang.org/guide/index.html is a good place to find the information you need. It has a very good navigation system and many simple examples. You can use it with SICP.

How does Prolog technically work? What's under the hood?

I want to learn more about the internals of Prolog and understand how this works.
I know how to use it. But not how it works internally. What are the names of the algorithms and concepts used in Prolog?
Probably it builds some kind of tree structure or directed object graph, and then upon queries it traveres that graph with a sophisticated algorithm. A Depth First Search maybe. There might be some source code around but it would be great to read about it from a high level perspective first.
I'm really new to AI and understanding Prolog seems to be a great way to start, imho. My idea is to try to rebuild something similar and skipping the parser part completely. I need to know the directions in which I have to do my research efforts.
What are the names of the algorithms and concepts used in Prolog?
Logic programming
Depth-first, backtracking search
Unification
See Sterling & Shapiro, The Art of Prolog (MIT Press) for the theory behind Prolog.
Probably it builds some kind of tree structure or directed object graph, and then upon queries it traveres that graph with a sophisticated algorithm. A Depth First Search maybe.
It doesn't build the graph explicitly, that wouldn't even be possible with infinite search spaces. Check out the first chapters of Russell & Norvig for the concept of state-space search. Yes, it does depth-first search with backtracking, but no, that isn't very sophisticated. It's just very convenient and programming alternative search strategies isn't terribly hard in Prolog.
understanding Prolog seems to be a great way to start, imho.
Depends on what you want to do, but knowing Prolog certainly doesn't hurt. It's a very different way of looking at programming. Knowing Prolog helped me understand functional programming very quickly.
My idea is to try to rebuild something similar and skipping the parser part completely
You mean skipping the Prolog syntax? If you happen to be familiar with Scheme or Lisp, then check out section 4.4 of Abelson & Sussman where they explain how to implement a logic programming variant of Scheme, in Scheme.
AI is a wide field, Prolog only touches symbolic AI. As for Prolog, the inner workings are too complex to explain here, but googling will give you plenty of resources. E.g. http://www.amzi.com/articles/prolog_under_the_hood.htm .
Check also Wikipedia articles to learn about the other areas of AI.
You might also want to read about the Warren Abstract Machine
typically, prolog code is translated to WAM instructions and then executed more efficiently.
I would add:
Programming Languages: An interpreter based approach by Samuel N. Kamin. The book is out of print, but you may find it in a University Library. It contains a Prolog implementation in Pascal.
Tim Budd's "The Kamin Interpreters in C++" (in postscript)
The book by Sterling and Shapiro, mentioned by larsmans, actually contains an execution model of Prolog. It's quite nice and explains clearly "how Prolog works". And it's an excellent book!
There are also other sources you could try. Most notably, some Lisp books build pedagogically-oriented Prolog interpreters:
On Lisp by paul Graham (in Common Lisp, using -- and perhaps abusing -- macros)
Paradigms of Artificial Intelligence Programming by Peter Norvig (in Common Lisp)
Structure and Interpretation of Computer Programs by Abelson and Sussman (in Scheme).
Of these, the last one is the clearest (in my humble opinion). However, you'd need to learn some Lisp (either Common Lisp or Scheme) to understand those.
The ISO core standard for Prolog also contains an execution model. The execution model is of interest since it gives a good model of control constructs such as cut !/0, if-then-else (->)/2, catch/3 and throw/1. It also explains how to conformantly deal with naked variables.
The presentation in the ISO core standard is not that bad. Each control construct is described in a form of a prose use case with a reference to an abstract Prolog machine consisting of a stack, etc.. Then there are pictures that show the stack before and after execution of the control construct.
The cheapest source is ANSI:
http://webstore.ansi.org/RecordDetail.aspx?sku=INCITS%2FISO%2FIEC+13211-1-1995+%28R2007%29
In addition to the many good answers already posted, I add some historical facts on Prolog.
Wikipedia on Prolog: Prolog was created around 1972 by Alain Colmerauer with Philippe Roussel, based on Robert Kowalski's procedural interpretation of Horn clauses.
Alain was a French computer scientist and professor at Aix-Marseille University from 1970 to 1995. Retired in 2006, he remained active until he died in 2017. He was named Chevalier de la Legion d’Honneur by the French government in 1986.
The inner works of Prolog can best be explained by its inventor in this article Prolog in 10 figures. It was published in Communications of the ACM, vol. 28, num. 12, December. 1985.
Prolog uses a subset of first order predicate logic, called Horn logic. The algorithm used to derive answers is called SLD resolution.

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