International Journal of Information Science 2013, 3(3): 63-69
DOI: 10.5923/j.ijis.20130303.03
A Neural Network Approach to Selection of Candidates
for Electoral Offices by Political Parties
A. E. Akinwonmi
*
, B. M. Kuboye, A. F. Thompson
Department of Computer Science,The Federal University of Technology, Akure. P.M.B. 704
Abstract Useful governance comes from a reliable electoral process. Such begins from candidate selection within
political parties. In Nigeria, factors such as electoral system, party ideology, political culture, and the organization of
government, overtime had influenced candidates’ selection processes for the conduct of political party primaries invariably
make it subjective. Thus candidates who make it through such process are not always the party’s best. Invariably, many of
these candidates loose the general elections. Obviously, advancement in technology has gradually changed nearly every
facet of live yet there exist exceptions in the area of democratizing the electoral system. In this paper, we present a feed
forward/back propagation neural network based approach to selecting suitable candidates for elective positions before
general elections. We had to enlarge the training dataset through interpolative synthesis. Our result proved that the
approach was efficacious. In this report, we present an introduction to the problem and the methodology of solving the
problem. Thereafter, we reported on the design, implementation and the results obtained from the system. We drew useful
conclusions were later drawn from the results.
Keywords Feed Forward, Back Propagation, Feed Forward Neural Network, Candidate Rating, Candidate Selection
1. Introduction
Good governance is an upshot of a qualitative electoral
process: beginning from candidate selection or nomination
within political parties, permeating candidate screening by
national electoral commission through to the actual contest
in general elections. Factors such as electoral system, party
ideology, political culture and the organization of
government, overtime, had influenced candidates’ selection
processes[1]. In some countries gerrymandeering is used to
favour certain candidates.
In the United States of America, the exact mode of which
primaries or caucuses are conducted and the voting
procedures for delegates is defined by each state's local
office of political parties[2]. Education, career experiences
and exposure of candidates can facilitate or undermine a
candidate’s success in the polls.Many Americans believe
that Sarah Palin (ex RepublicanVice Presidential candidate)
was instrumental to McCain loss of election to Obama in the
election that led to the latter’s victory in 2009. The
pre-election debates revealed Palin as a “limited to career”
person, hence she went off topic numerous of times during
the debates. This was more revealing as she was unable to
mention a name of a single newspaper or magazine which
* Corresponding author:
tobapro@yahoo.com (A. E. Akinwonmi)
Published online at http://journal.sapub.org/ijis
Copyright © 2013 Scientific & Academic Publishing. All Rights Reserved
she had read[3].
In Nigeria, the precise process of candidate selection
within most parties is not well grasped by the citizenry
including many politicians. This is more so because
available literature on intra-party processes is largely
inadequate. Moreover, the ideal of what parameters and
criteria to use for candidate selection varies largely within
many political parties while it is vague in some. In general,
political parties usually present candidates for general
elections after selections are made through intra-party
elections, recommendations or appointments. In most cases
the parties.
The survey by[4]on candidate selection criteria by parties
further revealed that, education, professional experience,
political experience, criminal records, origin, age and other
basic demographics were used as criteria for selection in
many cases. Certain selection criteria are specified in many
cases. These may include gender representation in other
cases[5]. In most successful elections, education,
experiences and exposure of candidates have roles to
play. These criteria are best described as rudimentary and
they do not form the basis by which party delegates cast
their votes. There has to be a more reasonable means of
selecting a candidate from the ostensibly qualified lot
within a political party.
In that regard, we believe that candidate selection can be
made more objective and goal-driven if quantifiable,
resultant but consequential parameters are included as
criteria for candidate selection. On such, each candidate can