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NURUL HIKMAH
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Journal : Indonesian Journal on Data Science

 1 
K-Nearest Neighbor and Naive Bayes Classifier Methods for Expedition Service Comparison Analysis of User Sentiments Nurul Hikmah; Habibi, Muhammad
INDONESIAN JOURNAL ON DATA SCIENCE Vol 1 No 1 (2023): Indonesian Journal on Data Science
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat Universitas Achmad Yani Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30989/ijds.v1i1.899

Abstract

Depending on the service chosen, expedition is one of the freight forwarding companies that operate in the domestic market. The availability of expedition services can make it easier for traders to transfer items to purchasers who conduct online transactions, as well as encourage shipping businesses to collaborate with online dealers. The JNE, JNT, and Pos Indonesia excursions were utilized in this study. The goal of this project is to develop an analytical model that will make it simpler for online merchants to find collaborators for effectively and securely transporting their goods. Based on user sentiment on the social networking site Twitter, this study uses sentiment analysis. With the keywords "JNT, JNE, and Pos Indonesia," this study compares the accuracy results using the Naive Bayes Classifier (NBC) and K-Nearest Neighbor (KNN) algorithms. According to this study, testing accuracy for the NBC method was 80% and training accuracy was 83%. While the accuracy of the KNN approach is 68%. According to public opinion, the JNE expedition is the best one for distributing products, scoring 68.58% in favor of it and 30.64% against it.
K-Nearest Neighbor and Naive Bayes Classifier Methods for Expedition Service Comparison Analysis of User Sentiments Nurul Hikmah; Habibi, Muhammad
INDONESIAN JOURNAL ON DATA SCIENCE Vol. 1 No. 1 (2023): Indonesian Journal on Data Science
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat Universitas Achmad Yani Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30989/ijds.v1i1.899

Abstract

Depending on the service chosen, expedition is one of the freight forwarding companies that operate in the domestic market. The availability of expedition services can make it easier for traders to transfer items to purchasers who conduct online transactions, as well as encourage shipping businesses to collaborate with online dealers. The JNE, JNT, and Pos Indonesia excursions were utilized in this study. The goal of this project is to develop an analytical model that will make it simpler for online merchants to find collaborators for effectively and securely transporting their goods. Based on user sentiment on the social networking site Twitter, this study uses sentiment analysis. With the keywords "JNT, JNE, and Pos Indonesia," this study compares the accuracy results using the Naive Bayes Classifier (NBC) and K-Nearest Neighbor (KNN) algorithms. According to this study, testing accuracy for the NBC method was 80% and training accuracy was 83%. While the accuracy of the KNN approach is 68%. According to public opinion, the JNE expedition is the best one for distributing products, scoring 68.58% in favor of it and 30.64% against it.
Co-Authors a'liyah, muhimatul A. Hardoko AA Sudharmawan, AA Aas Siti Sholichah Abdul Karim Abdul Khusni Mubarok Abdul Malik Abdul Wahab Adeta Suci Anggraini Adnan AFRIANDI Ahmad Akram Ahmad Bakri Ahmad Febrian Rusdiansyah Ahmad Ridwan Ahmad Riffat Ainul Fahmi Ainul Mardhiah Ainun Fadillah Ajuar Abdullah Alifia Dhia Abdillah Alliya Setiawan Putri Alvian Hidayat Amalia Sukmawati Amilatul Ummi Amrullah Amrullah Amrullah Andika Saputra ANDRI ASTUTI Angga Fajriansyah Anggi Anafi Kartika Rina Anggraini Dwi Kurnia Anis Tsamrotul Fuadah Apni Yunikartika Putri Aprilia Aprilia Arief Akhdestira Mustaram Arjudin Arjudin Arjudin Arjudin Arjudin Arpandjaman Arpandjaman Arpandjaman Ary Putra Baskoro Aryanti Lumaela Arzaq Maulana Faisal Asep Purwo Yudi Utomo Aulya Ramadhani.JT Awan Setiawan Ayu Puspitasari, Ayu Azman Abdullah Baidowi Baidowi Cici Indah Setyowati Cindy Marcelinna Putri Cynara Rahmania Dasril Aldo David Armansyah Daviq Chairilsyah Dela Agustin Erikasari Delia Putri Melanie Devi Risma Devia Wulandari Dewi Magefira Dhiani Dyahjatmayanti Diah Anggraini Fitri Diah Ayu Lestari Dian Hakip Nurdiansyah Dina Mayadiana Suwarma Dwi Novitasari Dwipo Setyantoro Dyah Vierdiana Eka Kurniawan Eka Putri Juliantari Eka Selvi Handayani Elfa Ali Idrus Enay Sila Endang Mahpudin Ermawati Ermawati Fadjar Budiman Faisal Amir Farhan Ramadhan Farid Febi Putri Kuncoro Fera Riswidautami Herwandar Fhildzha Zhafirin Firda Dinda Oktaviani4 Firdatul Aulia Firman Hakiki Fradnya Vrianka Praharsini Fradnya Vrianka Praharsini Gamar, Gamar Al Haddar Giffari Aldrin Syahraiar Gilang Primajati Gina Sakinah Hamdi Hammad Al Haetami Hamrullah Hapipi Hapipi Harman, Muafira Harpiana Rahman Harry Soeprianto Harry Soepriyanto Herliana Herliana Herlini Puspika Sari I Gede Wiriana Jaya Intan Khosi’urrohmah Iqbal Maulana Sidik Irawati Irman Said Prastyo Iryawati, Iryawati Ishmatun Nabila Ismail Iskandar Jasiyah, Rabiyatul Jendriadi Jumiati Junaedi Junaidi Junaidi Junaidi Junaidi Kalsum, Maria Karimatul Jannah Ketut Sarjana Khairul Paridi Khairul Wathoni Khoirunnisa Heristin Kristina Natasia Sinurat Laila Hayati Lestari, Indah Luthfiyah Syam Almazini Tahir M. Aris Munandar M. Iqbal Zuwandi M. Jamil M. KHIKAMUDDIN M. Rouful Husna Maddatuang Mahmud Homaidi Maisharah Maisharah Mala Tri Marliana Maryatul, Maryatul Maskuri Melinta Nurul Islam Mendy Candella Miswar Saputra Moh Roid Fathani Moh.Hilmi Fajariansyah Mohammad Kholil Molas Warsi Nugraheni Mualimin Mughofur Dela Prayoga Muh Aswar Muh Fathur Rahman R Muh. Watif Muhammad Habibi Muhammad Iqbal Zuwandi Muhammad Kurnia Muhammad Redha Anshari Muhammad Rizki Saputra Muhammad Rizqiyan Ansori Muhammad Sulistiono Muhammad Syabrina Muhammad Turmuzi Muhammad Zico Mumtazi, Yasmin Munifah Zahwa Nurhidayat Mu’alimin Mu’alimin Nadia Alvira Nasywa Najwa Sakinah Najya Khayira Nanda Saputra Nani Kurniati Nani Kurniati Narista Amellea Dinata Nashwa Mutiara Putri Nasywa Putri Maulani Naufal Nur Sahid Naura Fatiah Yasmin Nazril Laziva Ni Luh Niken Ayu Putri Ni Made Intan Kertiyani Nida Atun Nisa Ningsih Fadhilah Nofiyatus Sya’ada Nourma Pramestie Wulandari Novia Dinda Mariana Novita Majid Nur Azisa Nur Hishaly GH Nur Lailatul Masruroh Nur Melizza Nur Nadiatul Azizah Nur Rahma Akmal Nur'aini Nuratikah, Nuratikah Nursiah Nurul Mubin Nyoman Aswamedhika Pramana Nyoman Lolly Tirta Sudibya Nyoman Sridana Ofah Musyarrofah Patriotika Muslima Pupung Purnamasari Puput Juliarna Syarif Putri Ayu Andini Putri Siti Chairiyah Putri Surya Putriani, Lisa Qhazisa Arty Qhalista Rahma Syam Rahmawati, Astina Lusi Ratna Yulida Ratna Yulis Tyaningsih Rayesa Haikis Regina Yoantika Natalie Reno Driawan Wibowo Ricel Mutia Aspri Rifda Ningsi Rika Arfiana Riki Gunawan Rina Ramadana Rinie Pratiwi Puspitawati Risda Aldayanti Riska Adinanra Rizquna Damayanti Rohmah Rifani Rosa Deby Oktavia Rosita Rosita Sahrul Iman Bhato SANGKALA IBSIK Sapuadi Sapuadi Sartika, Luwy Satsya Yoga Baswara Sekar Isnaeni Nurul Saputri Sendy Zul Friandi Setia Utama Rizal Setria Utama Rizal Sifa Fitria Simon Sadok Siregar, Simon Sadok Sirajuddin Noor Siti Adniati Siti Hodijah Siti Nur Rohma Slamet Riyadi Sri Auliya Syahrir Sri Rahcamawati Askar Sri Resti Sulistiawati Sri Subarinah Sri Wahyuni Sridana Sridana Sripatmi Sripatmi Sripatmi Sripatmi Sripatmi Sripatmi Sripatmi, Sripatmi Sudi Prayitno Sudi Prayitno Sugiarty, Vetty Sukandar, Warlan Sukma Irma Suci sukmawati Sulistyowati Sulistyowati Sulistyowati Sumitra Sardan Syahrul Azmi Syahrul Azmi Syamsuddin Muchtar Syamsul Bachri Thalib Syuhadatul Husna Tabita Wahyu T Tabita Wahyu Triutami Taryari TEGUH BATUAH Teguh Hadi Saputra Tetti Novalina Manik Triutami, Tabita Wahyu Triwid Syafarotun Najah Tubagus Angga Tubagus Mochamad Isnaeni Ulfa Lu'luilmaknun Ulfa Lu’luilmaknun Ulfa Malikatuz Zahroh Ulfa Qurni Lindasari Ulviatur Rohmah Verina Zaneta Via Yustitia Wahidaturrahmi, Wahidaturrahmi Widiami Sayidah Wulandari, Nourma Pramestie Yandika Pratama Saputra Yonathan Ramba Yonathan Ramba Yoyok Bekti Prasetyo Yuan Andinny Yuli Yani Yulis Tyaningsih, Ratna Yunita Septriana Anwar Yurian Aditya Zacky Hendrico Faddin Zulaikha Zulaikha