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Cluster Origin-Destination Flow Data
Provides functionality for clustering
origin-destination (OD) pairs, representing desire lines (or flows).
This includes creating distance matrices between OD pairs and passing
distance matrices to a clustering algorithm. See the academic paper
Tao and Thill (2016)
Read and Write CSV on the Web (CSVW) Tables and Metadata
Provide functions for reading and writing CSVW - i.e. CSV tables and JSON metadata. The metadata helps interpret CSV by setting the types and variable names.
Estimate Parameters in the Generalized SBM
Given an adjacency matrix drawn from a Generalized Stochastic Block Model with missing observations, this package robustly estimates the probabilities of connection between nodes and detects outliers nodes, as describes in Gaucher, Klopp and Robin (2019)
R Object Oriented Programming for Statistical Distribution
Statistical distribution in OOP (Object Oriented Programming) way.
This package proposes a R6 class interface to classic statistical
distribution, and new distributions can be easily added with the
class AbstractDist. A useful point is the generic fit() method for
each class, which uses a maximum likelihood estimation to find the
parameters of a dataset, see, e.g. Hastie, T. and al (2009)
Plot Functions for Use in Bibliometrics
Currently, the package provides several functions for plotting and analyzing bibliometric data (JIF, Journal Impact Factor, and paper percentile values), beamplots with citations and percentiles, and three plot functions to visualize the result of a reference publication year spectroscopy (RPYS) analysis performed in the free software 'CRExplorer' (see < http://crexplorer.net>). Further extension to more plot variants is planned.
Discrete Multivariate Probability Distributions
Provides an object class for dealing with many multivariate probability distributions at once, useful for simulation.
Datasets for "Statistics: UnLocking the Power of Data"
Datasets for the fourth edition of "Statistics: Unlocking the Power of Data" by Lock^5 Includes versions of datasets from earlier editions.
Sumerian Cuneiform Text Analysis
Provides functions for converting transliterated Sumerian texts to sign names and cuneiform characters, creating and querying dictionaries, analyzing the structure of Sumerian words, and creating translations. Includes a built-in dictionary and supports both forward lookup (Sumerian to English) and reverse lookup (English to Sumerian).
Main Effects and Interactions in Mixed and Incomplete Data
Generalized low-rank models for mixed and incomplete data frames. The main function may be used for dimensionality reduction of imputation of numeric, binary and count data (simultaneously). Main effects such as column means, group effects, or effects of row-column side information (e.g. user/item attributes in recommendation system) may also be modelled in addition to the low-rank model. Geneviève Robin, Olga Klopp, Julie Josse, Éric Moulines, Robert Tibshirani (2018)
Clear and Condense Argument Check for User-Defined Functions
A concise check of the format of one or multiple input arguments (data type, length or value) is provided. Since multiple input arguments can be tested simultaneously, a lengthly list of checks at the beginning of your function can be avoided, hereby enhancing the readability and maintainability of your code.