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= Databases for Stimulus Selection and Evaluation = | {{attachment:mrclogo.gif}} = Resources for Stimulus Selection, Evaluation and Other Tools = This page provides links to databases or other web-sites which may be useful for the selection, evaluation or manipulation of stimulus material. There is information on * '''[[#General|General Issues]]''' * '''[[#Neuroimaging|Neuroimaging]]''' * '''[[#WordRecognition|Language, Word Recognition]]''' * '''[[#PicturesObjects|Pictures and Objects]]''' * '''[[#EmotionResearch|Emotion Research]]''' * '''[[#SpeechSoundsNoises|Speech and Sounds]]''' * '''[[#ReactionTimes|Reaction Time Distributions]]''' * '''[[#MatlabTools|Matlab Tools]]'''. <<Anchor(General)>> == General == '''[[http://www.psychwiki.com/wiki/Archives_of_data_and_stimuli|PsychWiki Archive]]''' (useful links to norms, stimuli, data etc.) '''[[http://cvcl.mit.edu/SUNSeminar/ProctorVu_1999.pdf|Overview of Published Norms]]''' (From "Behavior Research Methods, Instruments, & Computers" - up to 1999) '''[[http://www.psychonomic.org/archive/|Searchable Archive]]''' of the Psychonomic Society ([[http://brm.psychonomic-journals.org/content/36/3/363.full.pdf|description]]) '''[[http://www.mrc-cbu.cam.ac.uk/people/maarten.van-casteren/mixandmatch.html|"Mix and Match" Software]]''' (for stimulus matching and pseudorandomising) '''[[http://surfer.nmr.mgh.harvard.edu/optseq/|MGH OptSeq]]''' (Randomization tool for event-related fMRI designs) '''[[http://www.fmripower.org/|fmripower]]''' (matlab based power calculation tool for group fMRI studies) '''[[http://www.r-project.org/|The R Project for Statistical Computing]]''' '''[[http://www.rseek.org/|R Seek]]''' (Search engine for R-related issues) '''[[http://openscienceframework.org/|Open Science Framework]]''' (on-line depository for pre-registered studies) <<Anchor(Neuroimaging)>> == Neuroimaging == '''[[http://www.biomedcentral.com/1756-0500/4/349/|BrainMap Project]]''', for standardization, sharing, and meta-analysis of neuroimaging data (incl. ALE, see reference list for more resources) '''[[http://www.fz-juelich.de/inm/inm-1/EN/Forschung/forschung_node.html|Jülich Atlases and Tools]]''', three-dimensional, realistic model of the human brain([[http://www.fz-juelich.de/inm/inm-1/EN/Forschung/JuBrain/_node.html|JuBrain]], [[http://www.fz-juelich.de/inm/inm-1/EN/Forschung/_docs/BigBrain/bigbrain_node.html|BigBrain]]) '''[[http://134.95.56.239/home.asp|CoCoMac Database]]''', Collations of Connectivity data on the Macaque brain '''[[CbuImaging:NeuroanatomyTutorial|Neuroanatomy Tutorial]]''' (some more links at bottom) '''[[http://headneckbrainspine.com/web_flash/newmodules/Brain%20MRI.swf|Brain Atlas]]''' (simple and interactive) '''[[http://neurosynth.org/|Neurosynth]]''' (automated "meta-analysis" of fMRI data) '''[[http://www.studyforrest.org/|Studyforrest]]''' (publicly available neuroimaging data) <<Anchor(WordRecognition)>> == Language, Word Recognition == There are more links to language-related databases on the '''[[http://imaging.mrc-cbu.cam.ac.uk/twiki/bin/view/LangWiki/Databases|Language Group Wiki]]''' '''[[http://www.ldc.upenn.edu/|Linguistic Data Consortium]]''' (a collection of databases etc., see e.g. their [[http://www.ldc.upenn.edu/Catalog/|Catalog page]]). '''[[http://www.ldc.upenn.edu/Catalog/readme_files/celex.readme.html|CELEX Psycholinguistic Database]]''' (orthographic, phonetic and lexical information on English/German/Dutch words) '''[[http://www.neuro.mcw.edu/mcword|McWord : An Orthographic Wordform Database]]''' (web site that provides simple ways to extract information from CELEX. Also allows you to generate nonwords with specifiable degrees of approximation to English orthography) '''[[http://www.psych.rl.ac.uk/|MRC Psycholinguistic Database]]''', (orth/phon/lex information on English words, plus imageability ratings; direct access to search engine [http://www.psy.uwa.edu.au/mrcdatabase/uwa_mrc.htm here) '''[[http://expsy.ugent.be/subtlexus/|SUBTLEXus: word frequencies based on American English]]''' (movie subtitles) '''[[http://www.maccs.mq.edu.au/~nwdb/|ARC Nonword Database]]''' '''[[http://crr.ugent.be/programs-data/wuggy|Wuggy]]''' (a multi-lingual pseudoword generator) '''[[http://language.psy.bris.ac.uk/bristol_norms.html|Bristol Norms]]''' (Age-of-acquisition, imageability and familiarity) '''[[http://elexicon.wustl.edu/|English Lexicon Project]]''' (orth/phon/lex information on English words, plus Lexical Decision and Reading Latencies, HAL Frequencies etc.) '''[[http://www.natcorp.ox.ac.uk/|British National Corpus]]''' (English words and phrases) '''[[http://wordsmith.org/|Wordsmith]]''' (anagrams, dictionary etc.) '''[[http://wordnet.princeton.edu/|Princeton WordNet]]''' (Conceptual-semantic networks) '''[[http://www.eat.rl.ac.uk/|Edinburgh Word Association Thesaurus]]''' (empirical semantic word association data) '''[[http://www.ncbi.nlm.nih.gov/pubmed/20805588|Sentence Cloze Probability Norms]]''' (for 498 sentences) '''[[http://lsa.colorado.edu/|Latent Semantic Analysis]]''' (for analysing and comparing texts and documents; more [[http://www.scholarpedia.org/article/Latent_semantic_analysis|here]]) '''[[http://csea.phhp.ufl.edu/media/anewmessage.html|Affective Norms for English Words]]''' '''[[http://csea.phhp.ufl.edu/media/anetmessage.html|Affective Norms for English Text]]''' '''[[http://www.ewi-psy.fu-berlin.de/einrichtungen/arbeitsbereiche/allgpsy/BAWL-R/index.html|Berlin Affective Word List]]''' Affective norms for German words '''[[http://www.dlexdb.de/|dlexDB Project]]''' German lexical database '''[[http://www.ngrams.googlelabs.com/|Google Word Frequencies]]''' Frequencies for sets of ngrams (1 to 5 words) within Google books (over time) '''[[http://www.ldc.upenn.edu/Catalog/CatalogEntry.jsp?catalogId=LDC2006T13|Frequencies of word n-grams]]''' (from LDC catalog, see above) '''[[http://w3.usf.edu/FreeAssociation/|University of Florida Free Association Norms]]''' Free word association norms ([[http://rali.iro.umontreal.ca/Ressources/USF-FAN/|XML version]]) '''[[http://faculty.uaeu.ac.ae/s_boudelaa/Boudelaa_Marslen-Wilson_aralex.pdf|Aralex]]''' A lexical database for Modern Standard Arabic <<Anchor(PicturesObjects)>> == Pictures and Objects == '''[[http://www.ncbi.nlm.nih.gov/pubmed/7373248|Snodgrass&Vanderwart Original]]''', and '''[[http://www.ingentaconnect.com/content/psych/jcen/2003/00000025/00000004/art00008|Snodgrass&Vanderwart revisited]]''' (visual, semantic and phonological information on line drawings) '''[[http://crl.ucsd.edu/~aszekely/ipnp/|The International Picture Naming Project]]''' (norms for picture naming in 7 different languages, plus some norms for reading and repetition) '''[[http://riesenhuberlab.neuro.georgetown.edu/hmax.html|HMAX]]''' HMAX model of object recognition by the Riesenhuber lab '''[[http://amdrae.ssc.uwo.ca/McRaeLab/norms.php|McRae's Semantic Feature Norms]]''' (norms for living and nonliving basic-level concepts, see '''[[http://amdrae.ssc.uwo.ca/McRaeLab/articles/McRae_etal_norms_BRM_05.pdf|Paper]]''') '''[[http://www.face-rec.org/databases/|Face Recognition]]''' (collection of databases) '''[[http://stims.cnbc.cmu.edu/Image%20Databases/TarrLab/|Images and 3D Objects]]''' '''[[http://live.ece.utexas.edu/research/doves/|Database of Visual Eye Movements]]''' (DOVES, collection of eye movements from 29 human observers as they viewed 101 natural calibrated images) '''[[http://michaelhout.com/?page_id=759|Novel Object and Unusual Name (NOUN) Database]]''' (database of images of novel, unusual object) |
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== Visual Word Recognition == | |
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[http://www.ldc.upenn.edu/Catalog/readme_files/celex.readme.html CELEX Psycholinguistic Database] | <<Anchor(EmotionResearch)>> |
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[http://www.psych.rl.ac.uk/ MRC Psycholinguistic Database UWA], (acess search engine directly [http://www.psy.uwa.edu.au/mrcdatabase/uwa_mrc.htm here]) | == Emotion Research == '''[[http://csea.phhp.ufl.edu/media/iapsmessage.html|International Affective Picture System (IAPS)]]''' (normative ratings of emotion (pleasure, arousal, dominance) for a set of color photographs (objects and scenes)) |
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[http://language.psy.bris.ac.uk/bristol_norms.html Bristol Norms] (Age-of-acquisition etc.) | '''[[http://csea.phhp.ufl.edu/media/iadsmessage.html|International Affective Digital Sounds (IADS)]]''' |
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[http://elexicon.wustl.edu/ English Lexicon Project] (Lexical Decision RTs and more) | '''[[http://csea.phhp.ufl.edu/media/anewmessage.html|Affective Norms for English Words (ANEW)]]''' |
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[http://www.natcorp.ox.ac.uk/ British National Corpus] | '''[[http://csea.phhp.ufl.edu/media/anetmessage.html|Affective Norms for English Text (ANET)]]''' |
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[http://wordsmith.org/ Wordsmith] | <<Anchor(SpeechSoundsNoises)>> |
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[http://wordnet.princeton.edu/ Princeton WordNet] (Conceptual-semantic networks) | == Speech, Sounds and Noises == '''[[http://www.pdn.cam.ac.uk/groups/cnbh/teaching/sounds_movies/index.html|What they can do with sounds at CNBH]]''' (e.g. musical rain) |
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[http://www.eat.rl.ac.uk/ Edingburgh Word Association Thesaurus] | '''[[http://www.mrc-cbu.cam.ac.uk/people/matt.davis/vocode/|Noise-Vocoded Speech]]''' (look at bottom for how to do it yourself) '''[[http://www.fon.hum.uva.nl/praat/|Praat Software]]''' (for analysing and manipulating speech sounds) '''[[http://www.wakayama-u.ac.jp/~kawahara/STRAIGHTadv/index_e.html|STRAIGHT]]''' (speech manipulation tool) '''[[http://www.mrc-cbu.cam.ac.uk/people/maarten.van-casteren/the-voicekey-program.html|Voicekey software]]''' (for off-line voice onset measurements) <<Anchor(ReactionTimes)>> == Reaction Time Distributions == '''[[http://www.psy.ulaval.ca/~yves/distrib.html|Ex-Gaussian in Matlab]]''' '''[[http://ppw.kuleuven.be/okp/software/dmat/|Diffusion Model Analysis Toolbox]]''' (DMAT, in Matlab; look here for [[http://imaging.mrc-cbu.cam.ac.uk/meg/DMATintro|internal intro]]) <<Anchor(MatlabTools)>> == Matlab Tools == '''[[http://www.cns.nyu.edu/~lcv/ETS/slides/Rob-IntroMatlabOpt.pdf|Presentation about Optimising Matlab Code]]''' by Rob Young (look for more links inside) |
Resources for Stimulus Selection, Evaluation and Other Tools
This page provides links to databases or other web-sites which may be useful for the selection, evaluation or manipulation of stimulus material. There is information on
General
PsychWiki Archive (useful links to norms, stimuli, data etc.)
Overview of Published Norms (From "Behavior Research Methods, Instruments, & Computers" - up to 1999)
Searchable Archive of the Psychonomic Society (description)
"Mix and Match" Software (for stimulus matching and pseudorandomising)
MGH OptSeq (Randomization tool for event-related fMRI designs)
fmripower (matlab based power calculation tool for group fMRI studies)
The R Project for Statistical Computing
R Seek (Search engine for R-related issues)
Open Science Framework (on-line depository for pre-registered studies)
Neuroimaging
BrainMap Project, for standardization, sharing, and meta-analysis of neuroimaging data (incl. ALE, see reference list for more resources)
Jülich Atlases and Tools, three-dimensional, realistic model of the human brain(JuBrain, BigBrain)
CoCoMac Database, Collations of Connectivity data on the Macaque brain
Neuroanatomy Tutorial (some more links at bottom)
Brain Atlas (simple and interactive)
Neurosynth (automated "meta-analysis" of fMRI data)
Studyforrest (publicly available neuroimaging data)
Language, Word Recognition
There are more links to language-related databases on the Language Group Wiki
Linguistic Data Consortium (a collection of databases etc., see e.g. their Catalog page).
CELEX Psycholinguistic Database (orthographic, phonetic and lexical information on English/German/Dutch words)
McWord : An Orthographic Wordform Database (web site that provides simple ways to extract information from CELEX. Also allows you to generate nonwords with specifiable degrees of approximation to English orthography)
MRC Psycholinguistic Database, (orth/phon/lex information on English words, plus imageability ratings; direct access to search engine [http://www.psy.uwa.edu.au/mrcdatabase/uwa_mrc.htm here)
SUBTLEXus: word frequencies based on American English (movie subtitles)
Wuggy (a multi-lingual pseudoword generator)
Bristol Norms (Age-of-acquisition, imageability and familiarity)
English Lexicon Project (orth/phon/lex information on English words, plus Lexical Decision and Reading Latencies, HAL Frequencies etc.)
British National Corpus (English words and phrases)
Wordsmith (anagrams, dictionary etc.)
Princeton WordNet (Conceptual-semantic networks)
Edinburgh Word Association Thesaurus (empirical semantic word association data)
Sentence Cloze Probability Norms (for 498 sentences)
Latent Semantic Analysis (for analysing and comparing texts and documents; more here)
Affective Norms for English Words
Affective Norms for English Text
Berlin Affective Word List Affective norms for German words
dlexDB Project German lexical database
Google Word Frequencies Frequencies for sets of ngrams (1 to 5 words) within Google books (over time)
Frequencies of word n-grams (from LDC catalog, see above)
University of Florida Free Association Norms Free word association norms (XML version)
Aralex A lexical database for Modern Standard Arabic
Pictures and Objects
Snodgrass&Vanderwart Original, and Snodgrass&Vanderwart revisited (visual, semantic and phonological information on line drawings)
The International Picture Naming Project (norms for picture naming in 7 different languages, plus some norms for reading and repetition)
HMAX HMAX model of object recognition by the Riesenhuber lab
McRae's Semantic Feature Norms (norms for living and nonliving basic-level concepts, see Paper)
Face Recognition (collection of databases)
Database of Visual Eye Movements (DOVES, collection of eye movements from 29 human observers as they viewed 101 natural calibrated images)
Novel Object and Unusual Name (NOUN) Database (database of images of novel, unusual object)
Emotion Research
International Affective Picture System (IAPS) (normative ratings of emotion (pleasure, arousal, dominance) for a set of color photographs (objects and scenes))
International Affective Digital Sounds (IADS)
Affective Norms for English Words (ANEW)
Affective Norms for English Text (ANET)
Speech, Sounds and Noises
What they can do with sounds at CNBH (e.g. musical rain)
Noise-Vocoded Speech (look at bottom for how to do it yourself)
Praat Software (for analysing and manipulating speech sounds)
STRAIGHT (speech manipulation tool)
Voicekey software (for off-line voice onset measurements)
Reaction Time Distributions
Diffusion Model Analysis Toolbox (DMAT, in Matlab; look here for internal intro)
Matlab Tools
Presentation about Optimising Matlab Code by Rob Young (look for more links inside)