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2017 | OriginalPaper | Buchkapitel

1. Introduction

verfasst von : Wojciech Wieczorek

Erschienen in: Grammatical Inference

Verlag: Springer International Publishing

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Abstract

The introductory chapter contains the different formulations of grammatical inference and indicates such formulations that will be considered in this book. Basically, the problem of grammatical inference within the present book is to be studied from machine learning and combinatorial optimization perspectives. In addition to this, the different representations of languages are assumed: deterministic and non-deterministic finite-state automata, regular expressions, and context-free grammars. As regards the machine learning approach, the design and analysis of learning experiments for comparing GI algorithms to each other or with machine learning methods will be discussed. Typical applications of the GI field are presented in this chapter as well.

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Fußnoten
1
This technique can also be used for algorithms that work on \(S = (S_+, S_-)\), provided that their computational complexity primarily depends on the size of \(S_+\).
 
2
The median is the number separating the higher half of a data sample, a population, or a probability distribution, from the lower half. If there is an even number of observations, then there is no single middle value; the median is then usually defined to be the mean of the two middle values.
 
3
Scikit-learn provides a range of supervised and unsupervised learning algorithms via a consistent interface in Python. It is licensed under a permissive simplified BSD license. Its web page is http://​scikit-learn.​org/​stable/​.
 
Literatur
Zurück zum Zitat Alpaydin E (2010) Introduction to machine learning, 2nd edn. The MIT Press Alpaydin E (2010) Introduction to machine learning, 2nd edn. The MIT Press
Zurück zum Zitat Angluin D (1976) An application of the theory of computational complexity to the study of inductive inference. PhD thesis, University of California Angluin D (1976) An application of the theory of computational complexity to the study of inductive inference. PhD thesis, University of California
Zurück zum Zitat Book RV, Otto F (1993) String-rewriting systems. Springer, Text and Monographs in Computer Science Book RV, Otto F (1993) String-rewriting systems. Springer, Text and Monographs in Computer Science
Zurück zum Zitat Bunke H, Sanfelieu A (eds) (1990) Grammatical inference. World Scientific, pp 237–290 Bunke H, Sanfelieu A (eds) (1990) Grammatical inference. World Scientific, pp 237–290
Zurück zum Zitat Charikar M, Lehman E, Liu D, Panigrahy R, Prabhakaran M, Sahai A, Shelat A (2005) The smallest grammar problem. IEEE Trans Inf Theory 51(7):2554–2576MathSciNetCrossRefMATH Charikar M, Lehman E, Liu D, Panigrahy R, Prabhakaran M, Sahai A, Shelat A (2005) The smallest grammar problem. IEEE Trans Inf Theory 51(7):2554–2576MathSciNetCrossRefMATH
Zurück zum Zitat de la Higuera C (2005) A bibliographical study of grammatical inference. Pattern Recogn 38(9):1332–1348CrossRef de la Higuera C (2005) A bibliographical study of grammatical inference. Pattern Recogn 38(9):1332–1348CrossRef
Zurück zum Zitat de la Higuera C (2010) Grammatical inference: learning automata and grammars. Cambridge University Press, New York, NY, USACrossRefMATH de la Higuera C (2010) Grammatical inference: learning automata and grammars. Cambridge University Press, New York, NY, USACrossRefMATH
Zurück zum Zitat Domaratzki M, Kisman D, Shallit J (2002) On the number of distinct languages accepted by finite automata with \(n\) states. J Autom Lang Comb 7:469–486MathSciNetMATH Domaratzki M, Kisman D, Shallit J (2002) On the number of distinct languages accepted by finite automata with \(n\) states. J Autom Lang Comb 7:469–486MathSciNetMATH
Zurück zum Zitat Dupont P (1994) Regular grammatical inference from positive and negative samples by genetic search: the GIG method. In: Proceedings of 2nd international colloquium on grammatical inference, ICGI ’94, Lecture notes in artificial intelligence, vol 862. Springer, pp 236–245 Dupont P (1994) Regular grammatical inference from positive and negative samples by genetic search: the GIG method. In: Proceedings of 2nd international colloquium on grammatical inference, ICGI ’94, Lecture notes in artificial intelligence, vol 862. Springer, pp 236–245
Zurück zum Zitat Eyraud R, de la Higuera C, Janodet J (2007) Lars: a learning algorithm for rewriting systems. Mach Learn 66(1):7–31CrossRef Eyraud R, de la Higuera C, Janodet J (2007) Lars: a learning algorithm for rewriting systems. Mach Learn 66(1):7–31CrossRef
Zurück zum Zitat Grune D, Jacobs CJ (2008) Parsing techniques: a practical guide, 2nd edn. Springer Grune D, Jacobs CJ (2008) Parsing techniques: a practical guide, 2nd edn. Springer
Zurück zum Zitat Heinz J, de la Higuera C, van Zaanen M (2015) Grammatical inference for computational linguistics. Synthesis lectures on human language technologies. Morgan & Claypool Publishers Heinz J, de la Higuera C, van Zaanen M (2015) Grammatical inference for computational linguistics. Synthesis lectures on human language technologies. Morgan & Claypool Publishers
Zurück zum Zitat Hopcroft JE, Motwani R, Ullman JD (2001) Introduction to automata theory, languages, and computation, 2nd edn. Addison-Wesley Hopcroft JE, Motwani R, Ullman JD (2001) Introduction to automata theory, languages, and computation, 2nd edn. Addison-Wesley
Zurück zum Zitat Hunt HB III, Rosenkrantz DJ, Szymanski TG (1976) On the equivalence, containment, and covering problems for the regular and context-free languages. J Comput Syst Sci 12:222–268MathSciNetCrossRefMATH Hunt HB III, Rosenkrantz DJ, Szymanski TG (1976) On the equivalence, containment, and covering problems for the regular and context-free languages. J Comput Syst Sci 12:222–268MathSciNetCrossRefMATH
Zurück zum Zitat Imada K, Nakamura K (2009) Learning context free grammars by using SAT solvers. In: Proceedings of the 2009 international conference on machine learning and applications, IEEE computer society, pp 267–272 Imada K, Nakamura K (2009) Learning context free grammars by using SAT solvers. In: Proceedings of the 2009 international conference on machine learning and applications, IEEE computer society, pp 267–272
Zurück zum Zitat Japkowicz N, Shah M (2011) Evaluating learning algorithms: a classification perspective. Cambridge University Press Japkowicz N, Shah M (2011) Evaluating learning algorithms: a classification perspective. Cambridge University Press
Zurück zum Zitat Maurer-Stroh S, Debulpaep M, Kuemmerer N, Lopez de la Paz M, Martins IC, Reumers J, Morris KL, Copland A, Serpell L, Serrano L et al (2010) Exploring the sequence determinants of amyloid structure using position-specific scoring matrices. Nat Methods 7(3):237–242CrossRef Maurer-Stroh S, Debulpaep M, Kuemmerer N, Lopez de la Paz M, Martins IC, Reumers J, Morris KL, Copland A, Serpell L, Serrano L et al (2010) Exploring the sequence determinants of amyloid structure using position-specific scoring matrices. Nat Methods 7(3):237–242CrossRef
Zurück zum Zitat Meyer AR, Stockmeyer LJ (1972) The equivalence problem for regular expressions with squaring requires exponential space. In: Proceedings of the 13th annual symposium on switching and automata theory, pp 125–129 Meyer AR, Stockmeyer LJ (1972) The equivalence problem for regular expressions with squaring requires exponential space. In: Proceedings of the 13th annual symposium on switching and automata theory, pp 125–129
Zurück zum Zitat Moore C, Eppstein D (2003) One-dimensional peg solitaire, and duotaire. In: More games of no chance. Cambridge University Press, pp 341–350 Moore C, Eppstein D (2003) One-dimensional peg solitaire, and duotaire. In: More games of no chance. Cambridge University Press, pp 341–350
Zurück zum Zitat Nowakowski RJ (ed) (1996) Games of no chance. Cambridge University Press Nowakowski RJ (ed) (1996) Games of no chance. Cambridge University Press
Zurück zum Zitat Rozenberg G, Salomaa A (eds) (1997) Handbook of formal languages, vol 3. Beyond words. Springer Rozenberg G, Salomaa A (eds) (1997) Handbook of formal languages, vol 3. Beyond words. Springer
Zurück zum Zitat Trakhtenbrot B, Barzdin Y (1973) Finite automata: behavior and synthesis. North-Holland Publishing Company Trakhtenbrot B, Barzdin Y (1973) Finite automata: behavior and synthesis. North-Holland Publishing Company
Metadaten
Titel
Introduction
verfasst von
Wojciech Wieczorek
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-46801-3_1