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All Journal ComEngApp : Computer Engineering and Applications Journal Jurnal Ilmu Komputer dan Informasi Lontar Komputer: Jurnal Ilmiah Teknologi Informasi Jurnal Matematika Indonesia Symposium on Computing Indonesian Journal on Computing (Indo-JC) JOIN (Jurnal Online Informatika) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JURNAL MEDIA INFORMATIKA BUDIDARMA JMM (Jurnal Masyarakat Mandiri) Visualita : Jurnal Online Desain Komunikasi Visual Charity : Jurnal Pengabdian Masyarakat I-Com : Indonesian Community Journal eProceedings of Engineering Community Service Seminar and Community Engagement (COSECANT)
Putu Harry Gunawan
Telkom University
Agriculture, Biological Sciences & Forestry Arts Humanities Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Mathematics Public Health Social Sciences Other

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Journal : Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)

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Numerical Approach of Symmetric Traveling Salesman Problem Using Simulated Annealing I Iryanto; Putu Harry Gunawan
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 5 No 6 (2021): Desember 2021
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (362.394 KB) | DOI: 10.29207/resti.v5i6.3549

Abstract

The aim of this paper is to elaborate the performance of Simulated Annealing (SA) algorithm for solving traveling salesmen problems. In this paper, SA algorithm is modified by using the interaction between outer and inner loop of algorithm. This algorithm produces low standard deviation and fast computational time compared with benchmark algorithms from several research papers. Here SA uses a certain probability as indicator for finding the best and worse solution. Moreover, the strategy of SA as cooling to temperature ratio is still given. Thirteen benchmark cases and thirteen square grid symmetric TSP are used to see the performance of the SA algorithm. It is shown that the SA algorithm has promising results in finding the best solution of the benchmark cases and the squared grid TSP with relative error 0 - 7.06% and 0 – 3.31%, respectively. Further, the SA algorithm also has good performance compared with the well-known metaheuristic algorithms in references.
The Sentiment Analysis of Spider-Man: No Way Home Film Based on IMDb Reviews Putu Harry Gunawan; Tb Dzulfiqar Alhafidh; Bambang Ari Wahyudi
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 6 No 1 (2022): Februari 2022
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (303.452 KB) | DOI: 10.29207/resti.v6i1.3851

Abstract

Sentiment analysis is used to determine the overall sentiment in a movie review. The goal of this paper is to investigate the sentiment analysis using multiple classification methods from Spider-Man: No Way Home movie reviews. The review dataset is procured from the IMDb website. Preprocessing methods are used and compared to determine the difference in accuracy score. The methods proposed for this study include Naïve-Bayes, Support Vector Machine (SVM), Stochastic Gradient Descent (SGD), and Decision Tree to find the best accuracy possible. The sentiment analysis of the movie review resulted in 94 positive reviews and 65 negative reviews. The highest accuracy and f1 score for this study are obtained from the SVM and the SGD classifier with an accuracy of 82% and an F1 score of 81% respectively
Co-Authors Abi Rafdhi Hernandy Ade Romadhony Ade Romadhony Aditya Firman Ihsan Adrin, Athaya Fatharani Agung Ferdiana Agung Toto Wibowo Agung Toto Wibowo Aniq Atiqi Rohmawati Anis Zainia Farabiba Annisa Aditsania Ardhito Utomo Ardhito Utomo Arnanti Primiana Yuniati Bagus Gigih Adisalam Bambang Ari Wahyudi Bambang Pudjoatmodjo Bambang Pudjotatmodjo Bedy Purnama Conny Tria Shafira Dede Tarwidi Deni Saepudin Devi Munandar Didit Adytia Dinda Fitri Irandi Djoko Murdowo Dodi Wisaksono Sudiharto Dodi Wisaksono Sudiharto Ema Rachmawati Ema Rachmawati Ema Rachmawati Fadhil Lobma Fat'hah Noor Prawira Fat’hah Noor Prawira Fat’hah Noor Prawira Fazmah Arif Yulianto Fazmah Arif Yulianto Fenty Alia Fityanul Akhyar Friska Fristella Friska Fristella Gregorius Vito Hasbi Rabbani I Gde Made Bagus Nurseta Wijaya Iryanto Iryanto Jondri _ Lazuardy Azhari Bacharuddin Noor Ledya Novamizanti Lukman Nurwahidin M. Sofyan Bahrum Juniardi Mahmud Imrona Muhammad Arzaki Muhammad Arzaki Muhammad Daffa Dhiyaulhaq Muhammad Hablul Barri Naila Al Mahmuda Nur Nining Aulia Nurul Ikhsan palupi, irma Prabasworo, Bhanu Prawita, Fat’hah Noor Rachmad Ryan Feryal Rajib Sainan Zulkifli Ratri Wulandari Rezqie Hardi Pratama Rifki Wijaya Rimba Whidiana Ciptasari Rimba Whidiana Ciptasari Rita Purnamasari Satria Mandala Selly Meliana Siti Fitria Yonalia Sri Soedewi Tb Dzulfiqar Alhafidh Tora Fahrudin Tyo Revandi Vina Putri Damartya Yoreza Mandala Putra