Package: wordspace 0.2-9

Stephanie Evert

wordspace: Distributional Semantic Models in R

An interactive laboratory for research on distributional semantic models ('DSM', see <https://en.wikipedia.org/wiki/Distributional_semantics> for more information).

Authors:Stephanie Evert [cre, aut]

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manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
wordspace/json (API)

# Install 'wordspace' in R:

install.packages('wordspace', repos = c('https://r-forge.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://r-forge.r-project.org/projects/wordspace

Uses libs:

c++– GNU Standard C++ Library v3
openmp– GCC OpenMP (GOMP) support library

Datasets:

DSM_GoodsMatrix - A Scored Co-occurrence Matrix of Nouns Denoting Goods
DSM_HieroglyphsMatrix - A Small Co-occurrence Matrix
DSM_SingularValues - Typical Singular Values of a Term-Context Matrix
DSM_TermContext - Example of a Term-Context Co-occurrence Matrix
DSM_TermContextMatrix - Example of a Term-Context Co-occurrence Matrix
DSM_TermTerm - Example of a Term-Term Co-occurrence Matrix
DSM_TermTermMatrix - Example of a Term-Term Co-occurrence Matrix
DSM_Vectors - Pre-Compiled DSM Vectors for Selected Words
DSM_VerbNounTriples_BNC - Verb-Noun Co-occurrence Frequencies from British National Corpus
ESSLLI08_Nouns - Noun Clustering Task from ESSLLI 2008
RG65 - Similarity Ratings for 65 Noun Pairs
SemCorWSD - SemCor Word Sense Disambiguation Task
WordSim353 - Similarity Ratings for 351 Noun Pairs

On CRAN:

cpp openmp

5.43 score 4 packages 217 scripts 1.0k downloads 29 exports 7 dependencies

Last updated from:ac32fe2062. Checks:13 OK. Indexed: yes.

Target	Result	Time
linux-devel-arm64	OK	185
linux-devel-x86_64	OK	187
source / vignettes	OK	243
linux-release-arm64	OK	188
linux-release-x86_64	OK	232
macos-release-arm64	OK	167
macos-release-x86_64	OK	315
macos-oldrel-arm64	OK	165
macos-oldrel-x86_64	OK	339
windows-devel	OK	193
windows-release	OK	197
windows-oldrel	OK	173
wasm-release	OK	119

Exports:as.distmat as.dsm check.dsm colNorms context.vectors convert.lemma dist.matrix dsm dsm.canonical.matrix dsm.is.canonical dsm.projection dsm.score eval.clustering eval.multiple.choice eval.similarity.correlation match.split nearest.neighbours normalize.cols normalize.rows pair.distances read.dsm.matrix read.dsm.triplet read.dsm.ucs rowNorms rsvd scaleMargins signcount wordspace.openmp write.dsm.matrix

Dependencies:cluster iotools lattice MASS Matrix Rcpp sparsesvd

Distributional Semantics in R with the 'wordspace' Package

Input formats | Creating a DSM | The DSM parameters | Using DSM representations | Advanced techniques

Rendered fromwordspace-intro.Rmdusingknitr::knitr

Last update: 2024-01-08
Started: 2016-08-10

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Distributional Semantic Models in R (wordspace)	wordspace-package wordspace
Mark an arbitrary matrix as a pre-computed 'dist.matrix' object (wordspace)	as.distmat as.distmat.dsm as.distmat.matrix as.distmat.sparseMatrix
Create DSM Object From Various R Data Structures (wordspace)	as.dsm
Create DSM Object From 'tm' Package (wordspace)	as.dsm.DocumentTermMatrix as.dsm.TermDocumentMatrix
Extract Matrix from DSM Object (wordspace)	as.matrix.dsm
Validate Internal Structure of DSM Object (wordspace)	check.dsm
Compute Bag-of-Words Context Vectors (wordspace)	context.vectors
Transform CWB/Penn-Style Lemmas into Other Notation Formats (wordspace)	convert.lemma
Dimensions of a DSM Object (wordspace)	dim.dsm
Dimnames of a DSM Object (wordspace)	dimnames.dsm dimnames<-.dsm
Distances/Similarities between Row or Column Vectors (wordspace)	dist.matrix
Create DSM Object Representing a Distributional Semantic Model (wordspace)	dsm dsm-object
A Scored Co-occurrence Matrix of Nouns Denoting Goods (wordspace)	DSM_GoodsMatrix
A Small Co-occurrence Matrix (wordspace)	DSM_HieroglyphsMatrix
Typical Singular Values of a Term-Context Matrix (wordspace)	DSM_SingularValues
Example of a Term-Context Co-occurrence Matrix (wordspace)	DSM_TermContext DSM_TermContextMatrix
Example of a Term-Term Co-occurrence Matrix (wordspace)	DSM_TermTerm DSM_TermTermMatrix
Pre-Compiled DSM Vectors for Selected Words (wordspace)	DSM_Vectors
Verb-Noun Co-occurrence Frequencies from British National Corpus (wordspace)	DSM_VerbNounTriples_BNC
Canonical Formats for a DSM Co-occurrence Matrix (wordspace)	dsm.canonical.matrix dsm.is.canonical
Reduce Dimensionality of DSM by Subspace Projection (wordspace)	dsm.projection
Weighting, Scaling and Normalisation of Co-occurrence Matrix (wordspace)	dsm.score
Noun Clustering Task from ESSLLI 2008 (wordspace)	ESSLLI08_Nouns
Evaluate DSM on Clustering Task (wordspace)	eval.clustering
Evaluate DSM on Multiple Choice Task (wordspace)	eval.multiple.choice
Evaluate DSM on Correlation with Similarity Ratings (wordspace)	eval.similarity.correlation
Return the Top Left Corner of a Distance Matrix (wordspace)	head.dist.matrix
Return the Top Left Corner of a DSM Matrix (wordspace)	head.dsm
Find Parallel Matches for Values in Groups (wordspace)	match.split
Merge Rows or Columns from Different DSM Objects (wordspace)	merge.dsm
Find Nearest Neighbours in DSM Space (wordspace)	nearest.neighbors nearest.neighbours
Normalize Rows or Columns of Matrix to Unit Length (wordspace)	normalize.cols normalize.rows
Semantic Distances Between Word Pairs (wordspace)	pair.distances
Plotting Distance Matrices (wordspace)	plot.dist.matrix
Printing and Plotting Similarity Correlation Evaluation Results (wordspace)	plot.eval.similarity.correlation print.eval.similarity.correlation
Print Information About DSM Object (wordspace)	print.dsm
Combine DSM Objects by Rows and Columns (wordspace)	cbind.dsm rbind.dsm
Load DSM Matrix from File (wordspace)	read.dsm.matrix
Load DSM Data from Triplet Representation (wordspace)	read.dsm.triplet
Load Raw DSM Data from Disk Files in UCS Export Format (wordspace)	read.dsm.ucs
Similarity Ratings for 65 Noun Pairs (wordspace)	RG65
Compute Norms of Row and Column Vectors of a Matrix (wordspace)	colNorms rowNorms
Randomized Singular Value Decomposition (wordspace)	rsvd
Scale Rows and/or Columns of a Matrix (wordspace)	scaleMargins
SemCor Word Sense Disambiguation Task (wordspace)	SemCorWSD
Efficiently Count Positive, Negative and Zero Values (wordspace)	signcount
Subsetting Distributional Semantic Models (wordspace)	subset.dsm
Swap the Rows and Columns of a DSM Object (wordspace)	t.dsm
Similarity Ratings for 351 Noun Pairs (wordspace)	WordSim353
Control multi-core processing in wordspace functions (wordspace)	wordspace.openmp
Export DSM Matrix to File (wordspace)	write.dsm.matrix