In this project, you will be expected to do a comprehensive literature searchand survey, select and study a specific topic in one subject area of data miningand its applications in business intelligence and analytics (BIA), and write aresearch paper on the selected topic by yourself. The research paper you arerequired to write can be a detailed comprehensive study on some specific topicor the original research work that will have been done by yourself.Requirements and Instructions for the Research Paper:1. The objective of the paper should be very clear about subject, scope, domain,and the goals to be achieved.2. The paper should address the important advanced and critical issues in aspecific area of data mining and its applications in business intelligenceand  analytics.  Your  research  paper  should  emphasize  not  only  breadth  ofcoverage, but also depth of coverage in the specific area.3. The research paper should give the measurable conclusions and future researchdirections (this is your contribution).4. It might be beneficial to review or browse through about 15 to 20 relevanttechnical articles before you make decision on the topic of the researchproject.5. The research paper can be:a. Literature review papers on data mining techniques and their applicationsfor business intelligence and analytics.2b. Study and examination of data mining techniques in depth with technicaldetails.c. Applied research that applies a data mining method to solve a real worldapplication in terms of the domain of BIA.6. The research paper should reflect the quality at certain academic researchlevel.7. The paper should be about at least 3000-3500 words double space.8. The paper should include adequate abstraction or introduction, and referencelist.9. Please write the paper in your words and statements, and please give thenames of references, citations, and resources of reference materials if youwant to use the statements from other reference articles.10.From  the  systematic  study  point  of  view,  you  may  want  to  read  a  list  oftechnical papers from relevant magazines, journals, conference proceedingsand theses in the area of the topic you choose.11. For the format and style of your research paper, please make reference toCEC  Dissertation  Guide  (http://cec.nova.edu/doctoral/documents/nsu-cec-dissertation-guides.html), Publication Manual of APA, or the format of ACM and IEEE journalpublications.12.For the title page, please include course number, course name, term/date,your name, contact information such as email and phone number.Suggested and Possible Topics for Written Report (But Not Limited)Supervised Learning Methods:Classification Methods:Regression MethodsMultiple Linear RegressionLogistic RegressionOrdered Logistic and Ordered Probit Regression Models3Multinomial Logistic Regression ModelPoisson and Negative Binomial Regression ModelsBayesian ClassificationNaïve Bayes Methodk Nearest NeighborsDecision TreesID3 (Iterative Dichotomiser 3)C4.5 and C5.0CART (Classification and Regression Trees)Scalable Decision Tree TechniquesNeural Network-Based MethodsBack PropagationNeural Network Supervised LearningBayes Belief NetworkRule-Based MethodsGenerating Rules from a Decision TreeGenerating Rules from a Neural NetGenerating Rules without Decision Tree or Neural NetSupport Vector MachineAdaBoost (Adaptive Boosting)XGBoostGBMEnsemble MethodsBagging and BoostingRandom ForestRainForestFuzzy Set and Rough Set MethodsUnsupervised Learning Methods:Clustering Methods:Partition Based MethodsSquared Error ClusteringK-Means Clustering (Centroid-Based Technique)K-Medoids Method (Partition Around Medoids, Representative Object-BasedTechnique)Bond EnergyHierarchical MethodsAgnes(Agglomerative vs. Divisive Hierarchical Clustering)BIRCH (Balanced Iterative Reducing and Clustering Using Hierarchies)Chameleon (Hierarchical Clustering using Dynamic Modeling)CLARANS (Clustering Large Applications Based Upon Randomized Search)CURE (Clustering Using REpresentatives)Density Based MethodsDBSCAN (Density Based Spatial Clustering of Applications with Noise,Density Based Clustering Based on Connected Regions with High Density)OPTICS (Ordering Points to Identity the Clustering Structure)DENCLUE (DENsity Based CLUstEring, Clustering Based on Density DistributionFunctions)Grid-Based MethodsSTING (Statistical Information Grid)CLIQUE (Clustering In QUEst, An Apriori-like Subspace Clustering Method)Probabilistic Model Based ClusteringClustering Graph and Network Data (For Example, Social Networks)Self-Organized Map TechniqueEvaluation and Performance Measurement of Clustering MethodsAssessing Clustering TechnologyDetermining the Number of ClustersMeasuring Clustering QualityAssociation Rule MiningEvolution Based Methods:Genetic AlgorithmsApplications:Data Mining Applications for Business Intelligence and AnalyticsText MiningSpatial MiningTemporal MiningWeb MiningOthers:Over fitting and Under fitting issuesOutliersPerformance Evaluation and MeasurementConfusion MatrixROC (Receiver Operating Characteristic)AUC (Area Under the Curve)Data Mining ToolsXLMinerRapdiMinerWekaNodeXLTensorFlowSample Format of Project Report1. Title PageIn general, the number of words in the title of report should be limitedaround 10 words if possible. The title page must include, course number,course name, the term date, your name, email, contact information, etc. belowthe paper title.2. AbstractThe abstract page should summarize the highlight of your project to tell theaudience what have been done in the research project.3. Table of ContentsThe TOC part should list all the titles of sections and subsections with pagenumbers.4.  IntroductionThis part introduces the audience with necessary information to guide theminto the subjects of your research project.5. Background and Literature Review6. Statement of the Proposed Research or StudyWith  the  discussion  in  Background  and  Literature  Review,  the  proposedresearch and study can be given in the format of, possibly, Problem Statementor  Objective  of  Study  to  indicate  what  to  be  studied,  investigated,researched, and/or achieved from this project.7. MethodologyBased on the Problem Statement and the objective to be achieved, you may wantto elaborate the underline methodology to be used in order to fulfill theresearch task and achieve the goal of the research/study. If possible, pleaseprovide elaboration of rationales in both depth and width.It is better to use illustrative examples to explain the methodology employedin this project.8. Experiment Design and Result AnalysisProvide  the  details  of  how  experiments  are  designed  and  conducted,  andobservation  from  the  experiment.  Analysis  of  experimental  results  areimportant based on your observation, understanding, interpretation, etc. withsome performance analysis methods.9. ConclusionSummarize your research/study by giving some conclusion from the project,and  may  provide  future  research/study  directions  with  discussion  ofpotentials.10.Reference List11.Appendix (if necessary)For style, please make reference to APA Manual, ACM, IEEE publications, CECDissertation Guide.

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