5 research outputs found
Learning Moore Machines from Input-Output Traces
- Author
- A Gupta
- A Solar-Lezama
- AV Aleksandrov
- AW Biermann
- B Jonsson
- C Higuera de la
- CL Heitmeyer
- D Angluin
- D Lee
- EM Gold
- EM Gold
- F Aarts
- F Aarts
- F Howar
- HI Akram
- IP Buzhinsky
- J Oncina
- K Meinke
- K Takahashi
- KJ Lang
- LPJ Veelenturf
- M Shahbaz
- M Spichakova
- MA ColĂłn
- MJ Heule
- O Grinchtein
- P Dupont
- R Alur
- R Dorofeeva
- S Cassel
- T Berg
- TM Mitchell
- TS Chow
- V Ulyantsev
- X Jin
- Z Kohavi
- Publication venue
- Publication date
- 02/09/2016
- Field of study
The problem of learning automata from example traces (but no equivalence or
membership queries) is fundamental in automata learning theory and practice. In
this paper we study this problem for finite state machines with inputs and
outputs, and in particular for Moore machines. We develop three algorithms for
solving this problem: (1) the PTAP algorithm, which transforms a set of
input-output traces into an incomplete Moore machine and then completes the
machine with self-loops; (2) the PRPNI algorithm, which uses the well-known
RPNI algorithm for automata learning to learn a product of automata encoding a
Moore machine; and (3) the MooreMI algorithm, which directly learns a Moore
machine using PTAP extended with state merging. We prove that MooreMI has the
fundamental identification in the limit property. We also compare the
algorithms experimentally in terms of the size of the learned machine and
several notions of accuracy, introduced in this paper. Finally, we compare with
OSTIA, an algorithm that learns a more general class of transducers, and find
that OSTIA generally does not learn a Moore machine, even when fed with a
characteristic sample
Where do computational mathematics and computational statistics converge?
- Author
- Publication venue
- 'Wiley'
- Publication date
- Field of study
Random forest is the best species predictor for a community of insectivorous bats inhabiting a mountain ecosystem of central Mexico
- Author
- Acosta R
- Ahlén I
- Bradley AP
- Brigham RM
- Britzke ER
- Chen C
- Goldbaum MH
- Hair JF
- Haykin S
- Herr A
- INEGI
- Kalko EKV
- Krusic RA
- Kunz TH
- Kunz TH
- Kunz TH
- Mardia KV
- MedellĂn RA
- Ochoa GJ
- OâFarrell MJ
- Parsons S
- Parsons S
- Parsons S
- Poulsen J
- RamĂrez-Pulido J
- Rivera-Parra P
- Samarasinghe S
- Sokal RR
- Szewczak JM
- Veelenturf LPJ
- Villers RLF
- Waters DA
- White H
- Publication venue
- 'Informa UK Limited'
- Publication date
- Field of study
Learning Moore machines from inputâoutput traces
- Author
- A Gill
- A Solar-Lezama
- A Zeller
- AV Aleksandrov
- AW Biermann
- C de la Higuera
- CL Heitmeyer
- D Angluin
- D Lee
- EM Gold
- EM Gold
- F Vaandrager
- Georgios Giantamidis
- IP Buzhinsky
- J Oncina
- K Takahashi
- KJ Lang
- L Ljung
- LPJ Veelenturf
- M Jasper
- M Spichakova
- MJ Heule
- N Walkinshaw
- N Walkinshaw
- R Alur
- R Dorofeeva
- S Verwer
- S Verwer
- Stavros Tripakis
- Stylianos Basagiannis
- TM Mitchell
- TS Chow
- V Ulyantsev
- X Jin
- Z Kohavi
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- Field of study
An Overview of SOM Literature
- Author
- A Ando
- A Autere
- A Canas
- A Carraro
- A Cherubini
- A Cherubini
- A Duchon
- A Dvoretzky
- A Finch
- A Ghosh
- A Ghosh
- A Glaria-Bengoechea
- A Habibi
- A Hemani
- A Hemani
- A Hemani
- A Hemani
- A Hemani
- A Hiotis
- A Hoekstra
- A HÀmÀlÀinen
- A HÀmÀlÀinen
- A Iwata
- A Iwata
- A JĂ€rvi
- A Koenig
- A Kuh
- A Kumar
- A Kurz
- A König
- A Langinmaa
- A LaVigna
- A Luckman
- A Manduca
- A Meyering
- A Meyering
- A Meyering
- A Ossen
- A Paoloni
- A Raiche
- A Sakar
- A Sato
- A Sato
- A Schnettler
- A Schnettler
- A Singer
- A Stefano Di
- A Ultsch
- A Ultsch
- A Ultsch
- A Ultsch
- A Ultsch
- A Ultsch
- A Ultsch
- A Varfis
- A Verikas
- A Visa
- A Visa
- A Visa
- A Visa
- A Visa
- A Walker
- A Wiehert
- A Zell
- A Zell
- A Zell
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- AB Larkin
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- ACC Coolen
- ACC Coolen
- AE Lucas
- AG Andreou
- AH Dekker
- AJ Luckman
- AJ Maren
- AJD Cohen
- AJM Russel
- AL Perrone
- AM Colla
- AM Colla
- AN Redlich
- AO Esogbue
- AP Azcarraga
- AP Dhawan
- AP Kartashov
- AS Lazaro
- B AngĂšniol
- B Back
- B Bienfait
- B BrĂŒckner
- B BrĂŒckner
- B Dorizzi
- B Fritzke
- B Fritzke
- B Fritzke
- B Grossman
- B Hochet
- B Hochet
- B Kappen
- B Kiziloglu
- B Kosko
- B MartĂn-del-BrĂo
- B Solaiman
- B-H Kang
- B-s Kim
- BA Conway
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- S-i Amari
- S-S Kim
- S-T Park
- S-Y Lu
- S-Y Lu
- S-Y Oh
- S-Y Oh
- SA Harp
- SA Khaparde
- SC Ahalt
- SC Ahalt
- SC Ahalt
- SJ Eglen
- SK Rogers
- SL Speidel
- SL Speidel
- SM Barber
- SN Kavuri
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SP Luttrell
- SS Jumpertz
- ST Toborg
- SW Khobragade
- SZ Li
- T Ae
- T Ae
- T Anderson
- T Baumann
- T Conde
- T Fomin
- T Fritsch
- T Fritsch
- T Fritsch
- T Fritsch
- T Fritsch
- T Geszti
- T Geszti
- T Geszti
- T Geszti
- T Grönfors
- T Harris
- T Hendtlass
- T Heskes
- T Heskes
- T Heskes
- T Heskes
- T Heskes
- T Heskes
- T Heskes
- T Heskes
- T Hiltunen
- T Hirano
- T Honkela
- T Honkela
- T Hrycej
- T Hrycej
- T Jukarainen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Kohonen
- T Koizumi
- T Komori
- T Lee
- T Li
- T Lu
- T Lu
- T Martinetz
- T Martinetz
- T Martinetz
- T Martinetz
- T Martinetz
- T Martinetz
- T Pomierski
- T RÀsÀnen
- T Röfer
- T Rögnvaldsson
- T Shen
- T Shen
- T Shen
- T Shen
- T Sorsa
- T Sorsa
- T Sorsa
- T Tanaka
- T Villmann
- T Villmann
- T Yamaguchi
- T Yamaguchi
- T Yamaguchi
- T Yamaguchi
- T Yamaguchi
- T Yoshihara
- T-C Lee
- T-D Chiueh
- T-P Jung
- TL Huntsberger
- TM English
- TM English
- TM Heskes
- TM Martinetz
- TM Martinetz
- TR Anderson
- TR Damarla
- U Dagitan
- U Nehmzow
- U Nehmzow
- U Nehmzow
- U Nehmzow
- UR Zimmer
- V Chandrasekaran
- V Chandrasekaran
- V Cherkassky
- V Cherkassky
- V Cherkassky
- V Cherkassky
- V Cherkassky
- V Cherkassky
- V Cherkassky
- V Demian
- V Demian
- V Pang
- V Peiris
- V Peiris
- V Peiris
- V Peiris
- V Tryba
- V Tryba
- V Tryba
- V Tryba
- V Tryba
- V Tryba
- V Tryba
- V Tryba
- VR Sa de
- VS Smolin
- VT Ruoppila
- VV Tolat
- VV Tolat
- VZ Kepuska
- VZ Kepuska
- VZ Kepuska
- VZ Kepuska
- W Banzhaf
- W Barry
- W Chang
- W Cheng
- W Fakhr
- W Fakhr
- W Fushuan
- W Gong
- W Kessler
- W Pedrycz
- W Poechmueller
- W Snyder
- W Suewatanakul
- W Trumper
- W Wan
- W Wan
- W Wan
- W Wang
- W Xinwen
- W-C Fang
- WC Lin
- WD Smart
- WF Recla
- WJ Maurer
- WJ Maurer
- WJ Meissen
- WK Tsai
- WR Kirkland
- WS Kim
- WX Wen
- WY Yan
- X Chen
- X Driancourt
- X Driancourt
- X Jiang
- X Li
- X Lin
- X Liu
- X Magnisalis
- X Zhang
- Y Bartal
- Y Bennani
- Y Bennani
- Y Bennani
- Y Bennani
- Y Cai
- Y Cheng
- Y Cheng
- Y Coiton
- Y He
- Y Idan
- Y Jilai
- Y Kojima
- Y Kuramoti
- Y Lee
- Y Lirov
- Y Lirov
- Y Matsuyama
- Y Sakuraba
- Y Sakuraba
- Y Sakuraba
- Y-C Lai
- Y-H Pao
- Y-Y Hsu
- YH Shin
- YT So
- Z Bing
- Z He
- Z Huang
- Z Wang
- Z Zhao
- Z Zhao
- Z Zhao
- Z-P Lo
- Z-P Lo
- Z-P Lo
- Z-P Lo
- Z-P Lo
- Z-P Lo
- Z-P Lo
- Z-P Lo
- Z-P Lo
- Z-P Lo
- Z-P Lo
- Z-Z Wang
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/01/1995
- Field of study