SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu,...

25
SENTIMENT ANALYSIS OF SMARTPHONE PRODUCT REVIEW USING SUPPORT VECTOR MACHINE ALGORITHM-BASED PARTICLE SWARM OPTIMIZATION by Mochamad Wahyudi Submission date: 20-Jul-2019 01:16AM (UTC+0700) Submission ID: 1153250114 File name: 16_-_SENTIMENT_ANALYSIS_OF_SMARTPHONE_PRODUCT_REVIEW...-5-17.pdf (1.71M) Word count: 7551 Character count: 39630

Transcript of SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu,...

Page 1: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

SENTIMENT ANALYSIS OFSMARTPHONE PRODUCTREVIEW USING SUPPORT

VECTOR MACHINEALGORITHM-BASED PARTICLE

SWARM OPTIMIZATIONby Mochamad Wahyudi

Submission date: 20-Jul-2019 01:16AM (UTC+0700)Submission ID: 1153250114File name: 16_-_SENTIMENT_ANALYSIS_OF_SMARTPHONE_PRODUCT_REVIEW...-5-17.pdf (1.71M)Word count: 7551Character count: 39630

Page 2: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 3: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 4: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 5: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 6: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 7: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 8: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 9: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 10: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 11: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 12: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 13: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 14: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction
Page 15: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

24%SIMILARITY INDEX

12%INTERNET SOURCES

15%PUBLICATIONS

13%STUDENT PAPERS

1 1%

2 1%

3 1%

4 1%

5 1%

SENTIMENT ANALYSIS OF SMARTPHONE PRODUCTREVIEW USING SUPPORT VECTOR MACHINE ALGORITHM-BASED PARTICLE SWARM OPTIMIZATIONORIGINALITY REPORT

PRIMARY SOURCES

jeecs.ubhara.ac.idInternet Source

Eka Hayana Hasibuan, Herman Mawengkang,Syahril Efendi. "Optimization Of Feature WeightTheVoting Feature Intervals 5 Algorithm UsingPartical Swarm Optimization Algorithm", Journalof Physics: Conference Series, 2017Publication

epdf.tipsInternet Source

Sholom M. Weiss, Nitin Indurkhya, Tong Zhang."Fundamentals of Predictive Text Mining",Springer Nature, 2010Publication

Submitted to Indian Institute of Technology,MadrasStudent Paper

Siti Ernawati, Eka Rini Yulia, Frieyadie, Samudi.

Page 16: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

6 1%

7 1%

8 1%

9 1%

10 1%

"Implementation of The Naïve Bayes Algorithmwith Feature Selection using Genetic Algorithmfor Sentiment Review Analysis of FashionOnline Companies", 2018 6th InternationalConference on Cyber and IT ServiceManagement (CITSM), 2018Publication

www.ijsrp.orgInternet Source

Mohammad Badrul, Frieyadie, Akmaludin, DwiArum Ningtyas, Daning Nur Sulistyowati,Nurajijah. "Comparison Of optimization OfAlgorithm Particle Swarm optimization AndGenetic Algorithm With Neural NetworkAlgorithm For Legislative Election Result", 20186th International Conference on Cyber and ITService Management (CITSM), 2018Publication

www.mucy.euInternet Source

Mangesh R. Umak, K. S. Raghuwanshi,Rachana Mishra. "Review on speedup andaccurate intrusion detection system by usingMSPSO and data mining technology", 2014IEEE Students' Conference on Electrical,Electronics and Computer Science, 2014Publication

Page 17: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

11 <1%

12 <1%

13 <1%

14 <1%

15 <1%

16 <1%

17 <1%

18 <1%

19 <1%

Communications in Computer and InformationScience, 2015.Publication

Zhao, M.. "Feature selection and parameteroptimization for support vector machines: A newapproach based on genetic algorithm withfeature chromosomes", Expert Systems WithApplications, 201105Publication

repository.bsi.ac.idInternet Source

Submitted to University of LincolnStudent Paper

konferensi.nusamandiri.ac.idInternet Source

Submitted to University College LondonStudent Paper

docplayer.infoInternet Source

Ruihu Wang. "AdaBoost for Feature Selection,Classification and Its Relation with SVM, AReview", Physics Procedia, 2012Publication

ejournal.nusamandiri.ac.idInternet Source

Page 18: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

20 <1%

21 <1%

22 <1%

23 <1%

24 <1%

Sitti Wetenriajeng Sidehabi, Indrabayu, SofyanTandungan. "Statistical and Machine Learningapproach in forex prediction based on empiricaldata", 2016 International Conference onComputational Intelligence and Cybernetics,2016Publication

Hsu Wai Naing, Phyu Thwe, Aye Chan Mon,Naw Naw. "Chapter 8 Analyzing SentimentLevel of Social Media Data Based on SVM andNaïve Bayes Algorithms", Springer Nature, 2019Publication

Sardjoeni Moedjiono, Yosianus Robertus Isak,Aries Kusdaryono. "Customer loyalty predictionin multimedia Service Provider Company with K-Means segmentation and C4.5 algorithm", 2016International Conference on Informatics andComputing (ICIC), 2016Publication

Submitted to Universiti Malaysia SabahStudent Paper

D G F A Sumardi, Y Nurmalasari, B DKurnianto, A Kesumawati. "Sentiment analysisof hoax news toward the election 2019 based onstudent perspective", Journal of Physics:Conference Series, 2019Publication

Page 19: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

25 <1%

26 <1%

27 <1%

28 <1%

29 <1%

30 <1%

31 <1%

32 <1%

33 <1%

edoc.pubInternet Source

Submitted to Universidade do PortoStudent Paper

Advances in Intelligent Systems and Computing,2016.Publication

Submitted to Sardar Patel Institute ofTechnologyStudent Paper

Submitted to University of MacauStudent Paper

Ilhan Aydin, Mehmet Karakose, Erhan Akin. "Amulti-objective artificial immune algorithm forparameter optimization in support vectormachine", Applied Soft Computing, 2011Publication

Submitted to Guru Gobind Singh IndraprasthaUniversityStudent Paper

Studies in Computational Intelligence, 2016.Publication

v-scheiner.brunel.ac.ukInternet Source

eprints.utem.edu.my

Page 20: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

34 <1%

35 <1%

36 <1%

37 <1%

38 <1%

39 <1%

40 <1%

41 <1%

42 <1%

43

Internet Source

hildarhzamalia.blogspot.comInternet Source

ejournal.bsi.ac.idInternet Source

Submitted to Monash UniversityStudent Paper

Submitted to Harrisburg University of Scienceand TechnologyStudent Paper

Florin Gorunescu. "Introduction to Data Mining",Intelligent Systems Reference Library, 2011Publication

Kaizhu Huang, Haiqin Yang, Irwin King, MichaelLyu. "Machine Learning", Springer Science andBusiness Media LLC, 2008Publication

Zhang, Z.. "Sentiment classification of Internetrestaurant reviews written in Cantonese", ExpertSystems With Applications, 201106Publication

Submitted to University of StirlingStudent Paper

Submitted to Queen Mary and Westfield College

Page 21: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

<1%

44 <1%

45 <1%

46 <1%

47 <1%

48 <1%

49 <1%

50 <1%

51 <1%

52 <1%

53

Student Paper

www.mica.edu.vnInternet Source

www.ijascse.orgInternet Source

romisatriawahono.netInternet Source

Submitted to Rochester Institute of TechnologyStudent Paper

Submitted to University of SheffieldStudent Paper

www.neliti.comInternet Source

repositorio.iscte-iul.ptInternet Source

akrabjuara.comInternet Source

Sunisa Amornwattana, David Enke, Cihan H.Dagli. "A hybrid option pricing model using aneural network for estimating volatility",International Journal of General Systems, 2007Publication

www.aei.tuke.sk

Page 22: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

<1%

54 <1%

55 <1%

56 <1%

57 <1%

58 <1%

59 <1%

Internet Source

Ahmad Hanif Asyhar, Yuniar Farida,Nurissaidah Ulinnuha, Dian Candra RiniNovitasari, Ahmad Zaenal Arifin. "SentimentAnalysis of Regional Head Candidate’sElectability from the National Mass MediaPerspective Using the Text Mining Algorithm",Advances in Science, Technology andEngineering Systems Journal, 2019Publication

amsdottorato.unibo.itInternet Source

Submitted to The University of ManchesterStudent Paper

Wang, Hongwei, and Lijuan Zheng. "Sentimentclassification of Chinese online reviews: acomparison of factors influencingperformances", Enterprise Information Systems,2014.Publication

"Mining and Analyzing Social Networks",Springer Nature, 2010Publication

subasish.github.ioInternet Source

Page 23: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

60 <1%

61 <1%

62 <1%

63 <1%

64 <1%

65 <1%

66 <1%

67 <1%

68 <1%

69 <1%

70 <1%

core.ac.ukInternet Source

krishikosh.egranth.ac.inInternet Source

es.scribd.comInternet Source

bura.brunel.ac.ukInternet Source

"Analytics in Smart Tourism Design", SpringerScience and Business Media LLC, 2017Publication

Submitted to Higher Education CommissionPakistanStudent Paper

www.arpnjournals.orgInternet Source

ascelibrary.orgInternet Source

Submitted to Coventry UniversityStudent Paper

dokumen.tipsInternet Source

dspace5.zcu.czInternet Source

Page 24: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction

71 <1%

72 <1%

73 <1%

74 <1%

75 <1%

76 <1%

77 <1%

78 <1%

79 <1%

Exclude quotes On

Exclude bibliography On

Exclude matches Off

journal.ilmukomputer.orgInternet Source

Submitted to University of Northumbria atNewcastleStudent Paper

adoc.tipsInternet Source

Submitted to University of WestminsterStudent Paper

Submitted to University of HertfordshireStudent Paper

Submitted to Thapar University, PatialaStudent Paper

Submitted to Xiamen UniversityStudent Paper

Submitted to 54972Student Paper

"Intelligent Computing", Springer NatureAmerica, Inc, 2019Publication

Page 25: SWARM OPTIMIZATION ALGORITHM-BASED PARTICLE VECTOR … · Sitti Wetenriajeng Sidehabi, Indrabayu, Sofyan Tandungan. "Statistical and Machine Learning approach in forex prediction