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Design And Implementation Of A Distributed Recruitment Management System
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The discovered patterns should be valid on new data with some degree of certainty. We also want patterns to be novel (at least to the system and preferably to the user) and potentially useful, that is, lead to some beneï¬t to the user or task. Finally, the patterns should be understandable, if not immediately then after some post processing (Fayyad et al, 1996).
Data mining is a step in the KDD process that consists of applying data analysis and discovery algorithms that, under acceptable computational efï¬ciency limitations, produce a particular enumeration of patterns (or models) over the data (Fayyad et al, 1996).
The KDD process involves using the database along with any required selection, pre- processing, subsampling, and transformations of it; applying data-mining methods (algorithms) to enumerate patterns from it; and evaluating the products of data mining to identify the subset of the enumerated patterns deemed knowledge. The data-mining component of the KDD process is concerned with the algorithmic means by which patterns are extracted and enumerated from data (Fayyad et al, 1996).
In more formal terms the entire KDD process can be deï¬ned as follows, given a set of facts F (Data), a language L, and some measure of certainty C, we deï¬ne a pattern as a statement S in L that describes relationships among a subset Fs of F with a certainty c, such that S is simpler (in some sense) than the enumeration of all facts in Fs (Frawley et al, 2000).
2.4.3 Data Mining
The objective of data mining is to identify valid novel, potentially useful, and understandable correlations and patterns in existing data [Chung and Gray 1999]. Finding useful patterns in data is known by different names (including data mining) in different communities (e.g. knowledge extraction, information discovery, information harvesting, data archaeology, and data pattern processing) [Fayyad, et al, 1996].
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ABSRACT - [ Total Page(s): 1 ]ABSTRACTThe recruitment process has always been critical to the success or failure of organizations. Organizations constantly seek better methods of recruiting staff that will require minimal effort to seamlessly ï¬t in with the organizations business processes and thus provide recruitment agencies with the means with which to determine which universities provide the best graduates in a particular ï¬eld for recruitment.This project work utilized a V-model software methodology, in the ver ... Continue reading---
APPENDIX A - [ Total Page(s): 2 ]APPENDIXAPRIORI ALGORITHM CODE ... Continue reading---
LIST OF TABLES - [ Total Page(s): 1 ]LIST OF TABLESHuman Resource Task and Associated Data mining TechniquesDescription of the Use Cases in R.M.SDescription of the Elements of the Level 0 Dataflow DiagramDescription of the elements of the Level 1 Dataflow DiagramHiring Company TableData Dictionary for Hiring Company TableCandidate TableData Dictionary for Candidate TableExamination TableData Dictionary for Examination TableResult TableData Dictionary for Result TableQuestions TableData Dictionary for Questions TableDescri ... Continue reading---
LIST OF FIGURES - [ Total Page(s): 1 ]LIST OF FIGURESFigure 2.1: Overview of the Steps that compose the Knowledge Discovery Process Figure 2.2: Architecture of a Typical Data Mining System Figure 2.3: Data mining and Talent Management Figure 2.4: Role of Decision Support in Decision Making Figure 2.5: Architecture of a Typical Decision Support System Figure 2.6: Client Server Architecture Figure 2.7: 3-Tier Architecture Figure 2.8: Distributed Object ... Continue reading---
TABLE OF CONTENTS - [ Total Page(s): 2 ]TABLE OF CONTENTSCertiï¬cation Acknowledgement Abstract List of Tables List of Figures CHAPTER ONE INTRODUCTION 1.1 Background of Study 1.2 Problem Statement 1.3 Aim and Objectives of the Study 1.4 Methodology 1.5 Scope and Limitation of Study 1.6 Justiï¬cation CHAPTER 2 LITERATURE REVIEW 2.1 Preamble 2.2 Theoretical Background of Recruitment ... Continue reading---
CHAPTER ONE - [ Total Page(s): 2 ]1.3 Aim and Objectives of the StudyThe aim of the project is to provide organizations and educational parastatals with the means to determine which Higher Institution provide the best graduates in a particular ï¬eld for recruitment.Below are the outlined objectives of the project:1. To provide a platform for capturing proï¬les of applicants.2. To create an online recruitment test based system based on organizational requirements.3. Provide applicants with results ... Continue reading---
CHAPTER THREE - [ Total Page(s): 19 ]The form in ï¬gure 3.15 can be accessed from the dashboard it is used by the company to create and schedule an exam to be written by candidates for an exam it also includes duration of the exam to ensure that the R.M.S knows how long the exam is to hold.The upload questions form in ï¬gure 3.16 is used by the company to create the questions to be used to assess students these questions can be created manually with the questions entered into the form one after the other with the save butto ... Continue reading---
CHAPTER FOUR - [ Total Page(s): 16 ]The View/Update Registered Candidates in Fig 4.8 displays all candidates registered by a company and the exams to be written. Candidate’s information can also be updated by clicking on the update icon (yellow icon) on the last row of the table. So also candidate’s information can be deleted by clicking on the deleted icon which is above the update iconThe candidate dashboard displayed in ï¬g 4.9 shows the different operations that can be performed by a candidate there are basic ... Continue reading---
CHAPTER FIVE - [ Total Page(s): 1 ]CHAPTER FIVESUMMARY CONCLUSION AND RECOMMENDATION5.1 SummaryRecruitment needs of an organization are speciï¬c to that particular organization no other entity can understand the recruitment need of a particular organization better than the organization itself. In order to provide a system that enables organizations take charge of their recruitment needs by eliminating the need for recruitment agencies this project provides a platform with which such organizations can administer recruitm ... Continue reading---
REFRENCES - [ Total Page(s): 1 ]REFERENCESâ„–naka , I. , and H. Takeuchi . (1995) . The knowledge-creating company: How Japanese companies create the dynamics of innovation. New York : Oxford University Press .Abell, A., & Oxbrow, N. (2001). Competing with knowledge: The information professional in the knowledge management age. London: Library Association Publishing.Adebayo, Ejiofor, & Mbachu. (2001, â„–vember 23). The American Productivity and Quality Centre. Retrieved August 23, 2015, from APQC Web site: http://www ... Continue reading---
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ABSRACT - [ Total Page(s): 1 ]ABSTRACTThe recruitment process has always been critical to the success or failure of organizations. Organizations constantly seek better methods of recruiting staff that will require minimal effort to seamlessly ï¬t in with the organizations business processes and thus provide recruitment agencies with the means with which to determine which universities provide the best graduates in a particular ï¬eld for recruitment.This project work utilized a V-model software methodology, in the ver ... Continue reading---