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Twitter Sentiment Analysis using Na¨ive Bayes Classifier with Mutual Information Feature Selection Maria Arista Ulfa; Budi Irmawati; Ario Yudo Husodo
Journal of Computer Science and Informatics Engineering (J-Cosine) Vol 2 No 2 (2018): Desember 2018
Publisher : Informatics Engineering Dept., Faculty of Engineering, University of Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (444.133 KB) | DOI: 10.29303/jcosine.v2i2.120

Abstract

Sentiment analysis is an identification technique of emotion expressed in texts. Thesentiment analysis goal is to determine a negative or positive opinion within a sentenceor a document. Twitter is one of social medias to convey an opinion. The twitter allowsits users to write opinions related to a specific topic in a tweet. The twitter data used inthis research was downloaded using the twitter Application Programming Interface (API).It consisted 500 tweets about Lombok tourism that contained #lombok and#woderfullombok hashtags. The features extracted from the twitter data were selectedusing the Mutual Information (MI) method then they were analyzed using the NaïveBayes Classifier (NBC) model. The evaluation of sentiment analysis on the Lomboktourism twitter data in a 10-folds cross validation resulted 97.9% accuracy.Key words : Sentiment Analysis, Twitter, Naïve Bayes Classifier, Mutual Information.
Peramalan Produksi Pulp Menggunakan ARIMA dan Analisis Daya Saingnya di Pasar Internasional Maria Arista Ulfa; Isna Ayu Safitri Kusuma Dewi; Yusuf Darmawan
EKONOMI DAN BISNIS DIGITAL Vol 2 No 2 (2023): JURNAL EKONOMI DAN BISNIS DIGITAL
Publisher : SMARTINDO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58765/ekobil.v2i2.153

Abstract

The industrial sector is currently one of the largest contributing sectors to Indonesia's Gross Domestic Product (GDP). One of the industries that has contributed is the industry that produces processed wood products and their derivatives such as pulp, paper, blockboard, wood pellets, plywood and various types of furniture. Pulp usually comes from wood fiber and is used as a raw material for making paper which currently has strong competitiveness in the global market. This condition makes Indonesia's opportunities in the pulp trade still wide open, so that forecasting of pulp production is carried out as information in terms of quantity in an effort to increase competitiveness in the world market. Based on the results of forecasting using ARIMA, the MAD value is 125845.163, MSE is 18630880176.774 and MAPE is 17.81. While the analysis results obtained using the Trade Specialization Index (ISP) and Acceleration Ratio (AR) have values that tend to be positive with an average value of 0.1164353 and 1.31709576
Fintech P2P Lending: The Phenomenon of the Digital Financial Industry, Problems, and an Analysis from the Perspective of Islamic Economic Law Aulia Azka; Maria Arista Ulfa
Jurnal Hukum Ekonomi Syariah Vol 8, No 2 (2024): Desember 2024
Publisher : Universitas Muhammadiyah Makassar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26618/j-hes.v8i2.16021

Abstract

The P2P lending industry in Indonesia has rapidly developed as an alternative financing option for the public, particularly for micro, small, and medium enterprises (MSMEs). This study aims to analyze the phenomenon of fintech P2P lending, including the opportunities it offers and the challenges the industry faces, with an emphasis on the perspective of sharia economic law. However, this growth encounters challenges, including the presence of illegal P2P lending platforms, a lack of public understanding of sharia-compliant financial products, and regulatory hurdles. This research uses a literature review method to collect relevant data and information from various sources, including reports from the Financial Services Authority (OJK) and previous studies. The findings indicate that while fintech P2P lending holds great potential to enhance financial inclusion and support economic growth, strict regulations and public education are crucial to ensuring compliance with sharia principles. Therefore, this study recommends increased cooperation between regulators, industry players, and the public to create a healthy and sustainable fintech ecosystem.
Penyuluhan dan Pendampingan Penulisan Karya Tulis Kewirausahaan untuk Membangun Generasi Muda Berprestasi Roudlotul Badi'ah; Achmad Farid Dedyansyah; Maria Arista Ulfa; Ahmad Syauqi; Evi Maya Odelia
PaKMas: Jurnal Pengabdian Kepada Masyarakat Vol 4 No 1 (2024): Mei 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/pakmas.v4i1.2655

Abstract

This community service activity is focused on the younger generation to foster writing skills and develop creativity through training in writing scientific papers. The training methods used include counseling and a participatory approach, with a mentoring duration of one year. The counseling focuses on guidance on techniques for writing entrepreneurial papers, as well as assistance involving demonstrations, writing practice, and public speaking for presentations. The material presented includes motivation and generating ideas, tips, and tricks for preparing business plans and the Business Model Canvas (BMC). The target group consists of three teams, namely the team from MAN 1 Lamongan, Sebelas Maret University, and the Bogor Agricultural Institute. The results of this mentoring show that the three teams achieved several national achievements in making entrepreneurial proposals, developing presentation skills, and increasing competitive courage. Therefore, assistance in writing scientific papers is helpful for the younger generation in increasing creativity and achievement through writing and public speaking. The implications of this community service activity are improving the ability to write entrepreneurial papers, developing presentation skills, achieving motivation for pupils and students, contributing to entrepreneurship development among the younger generation, and positively impacting economic and social development.