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Journal : Procedia of Social Sciences and Humanities

Comparison of the Performance of Machine Learning Algorithms for Sarcasm Detection in Bahasa: Perbandingan Kinerja Algoritma Machine Learning Untuk Mendeteksi Kalimat Sarkasme Dalam Bahasa Indonesia Rosid, Mochamad Alfan; Muharram, Fajar; Affandi, Ghozali Rusyid
Procedia of Social Sciences and Humanities Vol. 3 (2022): Proceedings of the 1st SENARA 2022
Publisher : Universitas Muhammadiyah Sidoarjo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21070/pssh.v3i.253

Abstract

Twitter has become a widely used social media. The amount of data held has led to research such as sentiment analysis. Sentiment analysis has a problem when there are sarcasm sentences, the polarity of the sentiment that should be negative, becomes positive sentiment due to the use of sarcasm sentences. The purpose of this study is to compare the performance of three machine learning methods, namely Support Vector Machine, Randome Forest, and K-Nearest Neighbor to detect sarcasm sentences on Twitter social media. These three methods were chosen because they have a good performance in text classification. The dataset used is taken from Indonesian language twitter with crawling technique. From the results of the study, it was found that the Support Vector Machine method had the best performance with a recall value of 0.97, precision 0.98 and f1-score 0.98.
Group Cohesiveness and Adolescent Sense of Community at the ‘Aisyiyah Sidoarjo Orphanage: Group Cohesiveness dan Sense of Community Remaja di Panti Asuhan ‘Aisyiyah Sidoarjo Maryam, Effy Wardati; Affandi, Ghozali Rusyid; Pariontri, Ramon Ananda
Procedia of Social Sciences and Humanities Vol. 3 (2022): Proceedings of the 1st SENARA 2022
Publisher : Universitas Muhammadiyah Sidoarjo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21070/pssh.v3i.290

Abstract

The problem of sense of community in adolescents who are in the Panti Asuhan ‘Aisyiyah Sidoarjo is characterized by a lack of cohesiveness among adolescents in the orphanage, lack of responsibility for the tasks given by caregivers, lazy behavior, lack of concern among residents of the orphanage, and even juvenile delinquency in the orphanage. This study aims to determine the effect of group cohesiveness on the sense of community in adolescents at the Panti Asuhan 'Aisyiyah Sidoarjo. The subjects in this study were adolescents who were in the Panti Asuhan 'Aisyiyah Sidoarjo, totaling 73 adolescents. Research data were collected using the group cohesiveness scale that was developed by researcher based on Forsyth's theory and the sense of community scale developed by researcher based on the theory of McMillan and Chavis.. Analysis of research data Spearman’s correlation analysis techniques. Result showed a relation between group cohesiveness and sense of community, with Spearman's rho correlation coefficient = 0.290; sig = 0.030 < 0.05. The magnitude of the effect is classified as moderate because it has a correlation coefficient of 0.290. The influence of the group cohesiveness variable on the sense of community is 29%.
Psikososial Berbasis Pendekatan Agama Untuk Pelajar Terdampak Bencana Erupsi Gunung Semeru Tahun 2021 di Desa Sumber Wuluh Lumajang Amrullah, Muchlasin; Affandi, Ghozali Rusyid; Kusumawardhana, Mahardhika Dharmawan
Procedia of Social Sciences and Humanities Vol. 3 (2022): Proceedings of the 1st SENARA 2022
Publisher : Universitas Muhammadiyah Sidoarjo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21070/pssh.v3i.333

Abstract

Bencana erupsi Gunung Semeru berdampak kerugian materiil dan non materiil, di anatara kerugian tersebut adalah munculnya dampak psikis berupa stress, jenuh dan trauma atas dampak bencana, hal tersebut muncul karna situasi yang serba terbatas, untuk itulah PKMI ini bertujuan memberikan kontribusi keilmuan melalui penyuluhan Psikoterapi berbasis pendekatan agama, metode pelaksanaan kegiatan PKMI ini melalui penyuluhan di Desa Sumber Wuluh, penyuluhan berbasis psikologi dan releigi melalui dzikir dan pemahaman konsep diri sebagai hamba allah, kegaitan ini secara umum adalah bagian dari psikososial yang bertujuan mengembalikan individu atau keluarga atau kelompok pasca kejadian tertentu (bencana alam maupun bencana sosial) sehingga menjadi kuat secara individu atau kolektif ; berfungsi optimal, memiliki ketangguhan dalam menghadapi masalah; serta menjadi berdaya dan produktif dalam menjalani hidupnya dalam hal ini adalah pelajar terdampak erupsi gunung semeru, hasil kegaitan abdimas ini terlihat dalam rangkaian hasil assesment yang dilakukan terdapat ada peningkatan well being (kesejahteraan) remaja penyintas erupsi gunung semeru dan kecemasan mereka juga menurun.
Co-Authors 'Aini, Jafnah Kamilah Adnes Nur Azizah Afifa Esya Ayunda Aguardien Puristin Banafsaj Agung Kurniawan Agustaf, Bryan Rafael Akbar Wiguna Amaliyah Syabana Amrullah, Muchlasin Anggraini, Friska Nur Aprilliana Purwaningtyas Ardiyan, Muhammad Bintang Ariska, Hilda Dwi Azzahra, Fathimah Boy Isma Putra Buyung Ariza Putra Cahyaningrum, Sekar Alphiani Choirina , Faizah Nur Cholichul Hadi Cholifah Daniel Happy Putra Dewanti Ruparin Diah Dian Anggun Angraeni Dian Indriani Dian Rahma Santoso Diana Novita Sari, Diana Novita Dita Rahayu Dwi Nastiti Effy Wardati Maryam Eko Hardi Ansyah Fachrizal Firmansyah Fahmawati, Zaki Nur Fajar Muharram Fajar Pradita Fardana, Nur Ainy Faridatul Amailiyah Fauziah, Ely Febrianti, Fidya Noer Aulia Fitria Nur Hasanah Friska Nur Anggraini Hammada, Basrul Akmal Hesti Intan Sasongko Putri Hidayatulloh Huda Rahmansyah Huda, Fanny Sabillah Ika Wulan Ramadhani Imelda Nova Amalia Indradi, Syahnurofi Reno Indrastata, Salsabila Noor Intan Kusuma Noviasari Isrofi, Warsita Karinka Aurelia Rahma Kekasih , Ananda Ken Larasati Kusumawardhana, Mahardhika Dharmawan Laila, Laila Rosti Laili, Nurfi Lely Ika Mariyati Mahardhika Dharmawan Kusumawardhana Mardiansyah, Muhamad Cloudy Satria Maria Ulfah Maula, Atiqo Mega Suci Wulandari Mitasari, Riska Dwi Mochamad Alfan Rosid Mohammad Faizal Amir Muhammad Ilham Dzulfikri Muhlasin Amrullah Mustikaningrum, Martin Nabila Kairina Maskuri Nuhan Nabila Nur Habibah Nurfi Laili Nuzula, Fera Firdausi Pangesti, Wulaning Putri Pariontri, Ramon Ananda Paryontri, Ramon Ananda Pratama, Rerangga Wahyu Pratiwi, Nuryl Dwi Purwanto, Muhammad Dipo Marihdina Puspitasari, Elya Ika Putra, Dhimas Jayadiningrat Haji Putra, Rachmad Khafid Putri, Devi Widyas Putri, Salsabila Rana Rachma, Khasyya Aulia Rahman, Mohd Nazri Abdul Rahman, Mohd Nazri Bin Abdul Rahmawati Wahyu Onggo Wicono Rakhmat Auliya` Hidayat Ramadhan, Linda Ramon Ananda Pariontri Refi Zyusifa Riris Ayu Afrilliyanti Riska Hani Pratama S, Rizky Hadi Rahmani Safinatunnajah, Dinah Salsabilila, Fairuz Saputra, Moh. Vickri Dwi Sarah Fauziyah Satrio Agung Pranoto Sholikhah, Nur Irmatus Silmida Faujiah Siti Chabibah SITI MAHMUDAH Suaidah, Emilya Sulis Suprapti Sunaryo Syahputra, Indra Agi Syahputra, Muhammad Radja Thomas Dicky Hastjarjo, Thomas Dicky Tri Sulistiono Vanda Rezania Very Bagus Punjaya WangQian Widiyanti Widiyanti, Widiyanti WIDYASTUTI Widyastuti Widyastuti Widyastuti Widyastuti Widyastuti Wisyastuti, Wdiyastuti Wulansari, Nindi Yasa Widhi Asta Pramana Yazid Basthomi Yofi Catur Saputro Zahira, Izzah Talida Zain , Nurisma Putri Zaki Nur Fahmawati