softwarelogs2: softwarelogs Bayesian Networks

softwarelogs2R Documentation

softwarelogs Bayesian Networks

Description

Bayesian Network analysis of software logs for data‐driven software maintenance.

Format

A discrete Bayesian network to discover poor performance indicators in a system and to explore usage patterns that usually require temporal analysis. The networks are given in the referenced paper. The vertices are:

page_t_0

(A128GCM, dir, HS512, SunJSSE version 1.8, AdminCron, AdminLeagues, AdminMarket, AdminNotices, AdminSuggestion, AdminSuggestions, AdminUser, AdminUsers, AllLeagues, Bid, Calendar, Classification, Cron, DirectorOfChess, ErrorPage, Finance, Help, Index, Invite, LastMovements, League, Lineup, Market, MarketOperations, NewAccount, NewPassword, NewSuggestion, OfferPlayer, OldSeasons, Play, Player, Privacy, Results, SearchPlayer, Start, Team, Trainer, Transactions, UserConfiguration, ViewOffers);

user_type_t_0

(active, ocasional, regular, very active);

load_time_t_0

(high, low, medium, optimal);

time_on_page_t_0

(high, low, medium, very low).

Value

An object of class bn.fit. Refer to the documentation of bnlearn for details.

References

del Rey, S., Martinez-Fernandez, S., & Salmeron, A. (2023). Bayesian Network analysis of software logs for data-driven software maintenance. IET Software, 17(3), 268-286.


bnRep documentation built on April 12, 2025, 1:13 a.m.