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Penggunaan Metode AHP (Analitycal Hierarchy Process) Untuk Menentukan Lokasi Wisata Yusuf, Moch Yasir; Karaman, Jamilah; Widaningrum, Ida; Astuti, Arin Yuli; Sucipto , Sucipto
Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Vol. 7 No. 1 (2023): PROSIDING NSEMINAR NASIONAL INOVASI TEKNOLOGI TAHUN 2023
Publisher : Universitas Nusantara PGRI Kediri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29407/inotek.v7i1.3434

Abstract

Indonesia terkenal dengan berbagai tempat wisata yang menarik dan menjadi ikon dari daerah tersebut. Keunggulan dan kelebihan dari tempat wisata tersebut akan membingungkan orang yang akan melakukan perjalanan wisata. Biasanya pemilihan tempat wisata yang akan dikunjungi berdasarkan tema yang diinginkan, biaya yang dibutuhkan, fasilitas yang ditawarkan, jarak dan waktu yang diperlukan. Penelitian ini menawarkan sebuah sistem yang akan membantu menentukan lokasi wisata yang sesuai dengan keinginan calon wisatawan. Lokasi wisata fokus tempat wisata yang ada di Pulau Jawa saja. Metode yang digunakan dalam menentukan tempat wisata adalah AHP (Analitychac Hierachy Process). Metode AHP melakukan perbandingan berpasangan dalam perhitungannya, dan output-nya berupa rekomendasi alternatif berupa perangkingan.
Pengembangan Sistem Pendukung Keputusan Berbasis Machine Learning untuk Prediksi Kinerja Dosen Menggunakan Data Historis Evaluasi Pembelajaran Z, Ismail Abdurrozzaq; Widaningrum, Ida; Litanianda, Yovi
JURNAL RISET KOMPUTER (JURIKOM) Vol. 12 No. 6 (2025): Desember 2025
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/jurikom.v12i6.9363

Abstract

Lecturer performance evaluation is a crucial component in efforts to improve the quality of higher education. However, traditional evaluation methods still face various challenges, such as subjective assessments, a lack of consistent standards, and lengthy decision-making processes. These conditions highlight the need for a more measurable, accurate, and data-driven evaluation mechanism, particularly in the context of ongoing digital transformation. This study aims to design and develop a lecturer performance prediction system using a machine learning (ML) approach within a Decision Support System (DSS) framework. The research approach involves processing historical lecturer data covering aspects of Teaching (including student evaluation scores, instructional innovation, and attendance levels), Research (number of publications, H-index, and participation in academic conferences), Community Service, and other administrative activities. Predictive models were developed and compared using several machine learning algorithms, namely Random Forest, Support Vector Machine (SVM), Multilayer Perceptron (MLP), and XGBoost. Experimental results show that Random Forest achieved an accuracy of 88.0%, SVM 85.0%, and MLP 87.0%, while XGBoost demonstrated the best performance with an accuracy of 92.0%, precision of 91.0%, recall of 90.0%, and an F1-score of 91.0%. Based on these results, XGBoost was selected as the primary model for the DSS. In addition, the system is equipped with a rule-based module that generates follow-up recommendations based on the model’s prediction results. All system components are implemented in an interactive dashboard using the Streamlit framework, enabling users to input data, monitor prediction outcomes, and obtain decision recommendations in a fast and data-driven manner.
Inovasi Berbasis Lingkungan (Produk Ecoprint) Untuk Pemberdayaan Komunitas Nuraini Eka Febriyanti; Munika Neni Berlian; Umi Setya Ramadhani; Nita Dita Puspitasari; Sari Wunikaresti; Ida Widaningrum
AMMA : Jurnal Pengabdian Masyarakat Vol. 3 No. 8 : September (2024): AMMA : Jurnal Pengabdian Masyarakat
Publisher : CV. Multi Kreasi Media

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

The community partnership program aims to provide direct benefits to living communities in the social and economic fields as well as improving the quality of resources through empowering women from the PKK and Karang Taruna groups in Dukuh Buluerjo, Carangrejo Village, Sampung Ponorogo by utilizing natural materials found around their homes. It is hoped that this activity can solve the problems that exist in partner villages, namely the community's source of income is dominated by the agricultural sector, the village's natural potential has not been utilized properly, there is a lack of skills in managing village potential. The majority of Dukuh Bulurejo residents are house wives who have minimal income. The community partnership program consists of two activities, namely training in making ecoprints using natural materials in the environment around Dukuh Bluerjo and making audio-visual video son how to make ecoprints. It is hoped that the partnership program activities can be carried out continuously so that they can provide additional livelihoods for the local community because the selling value of ecoprint products is still quite high on the market.
Co-Authors ., Sugianti Abd. Rasyid Syamsuri abdurrouf Abdurrouf Adi Purwanto Adi Purwanto Agus Hening Triwasono Akzha Nabella Putra Arganata Al-Rizki, Muhammad Farid Iqbal Ali Selamat Ali Selamat Andy Triyanto Angga Prasetyo Ardio, Karisma Arief Budiono Arifin, Rizal Arifin, Rizal Ashidiqi, Ahmad Siroj Astuti, Arin Yuli Azizah, Hanifha Nur Bambang Widiyahseno Bambang Widiyahseno, Bambang Darminto . Deviardia Putri Nurmayasari Diah Ervin Arlindila DickiPrabowo, Reza Dinda Septyana Dwiki Rian Pangestu Dyah Mustikasari Dyah Mustikasari Dyah Mustikasari Ega Feri Romawati Eka Arynda Ayu, Eka Arynda Ekapti Wahjuni Djuwitaningsih Erika Diyah Cahyani Fauzan, Fahrul Alvin Fitri, Khoiru Nur Ghulam Asrofi Buntoro Gita Lely Endika Putri Hardi Prasetiyo Ika Nurjanah Indah Puji Astuti Indah Puji Astuti Indah Puji Astuti Isnandar, Aries Jamil, Salma Fauziyah Jamilah Karaman Johari, Norhasnidawani Karaman, Jamilah Khoiru Nur Fitri Khoiru Nurfitri Khoiru Nurfitri Kusnawan, Wawan Lee, Vannajan Sanghiran Lestari, Erma Puji Lestari, Riza Ayu Mohammad Bhanu Setyawan Muhammad Farid Iqbal Al-Rizki Muhammad Titan Rama Adi Wijaya Munika Neni Berlian Muthya Cahyani Putriabhimata Muzakki, Fikrun Najib Nadia Intan Pratiwi Nita Dita Puspitasari Nuraini Eka Febriyanti Nurfitri, Khoiru Pratiwi, Nadia Intan Puji Astuti, Indah Rahmatika Az-Zahra, Rifqi Rendy Ahmadan Abdul Aziz, Maretha Rhesma Intan Vidyastari Rifqi Rahmatika Az-Zahra Rika Maya Sari Roziqin, Bahar Rudianto Karim Rudianto Rudianto Rudianto Rudianto Sari Wunikaresti Sri Winiarti Sucipto , Sucipto Sucipto Sucipto Sugianti, Sugianti Tien Rubiyanti Tsaqila, Siti Lathifah Umi Setya Ramadhani Verian Dwi Saputra, Rezano Winardi, Yoyok Yovi Litanianda, Yovi Yusuf, Moch Yasir Z, Ismail Abdurrozzaq Zulkarnain, Zulkarnain