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siti nurlela
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Prediction of Employee Attendance Factors Using C4.5 Algorithm, Random Tree, Random Forest Fahlapi, Riza; Hermanto, Hermanto; Kuntoro, Antonius Yadi; Effendi, Lasman; Nitra, Ridatu Oca; Nurlela, Siti
Semesta Teknika Vol 23, No 1 (2020): MEI 2020
Publisher : Semesta Teknika

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Abstract

Research on the performance of workers based on the determination of standard working hours for absences conducted by workers in a certain period. In disciplinary supervision, workers are expected to be able to provide the best performance in the implementation of work in accordance with predetermined working hours. The measurement of the level of discipline of admission hours for placement workers is carried out every working day, continuously and continuously. Attendance monitoring already uses online attendance by using data downloaded from the online attendance provider as the main data. In addition, data collection is done by filtering employee absentee data and supporting information on the categories that cause mismatches in meeting work schedules. Mobilization of workers according to location and working hours has been regulated in company regulations allowing the placement of workers in accordance with the residence so as not to affect the desired work results the company is still within reasonable limits and can be increased. The assessment of this study as a progression factor inhibiting the company in achieving company targets. From the results of the author's analysis of the prediction of employee delay factors using three algorithms, namely the C.45 algorithm accuracy = 79.37% and AUC value = 0.646, Random Forest Algorithm accuracy = 78.58% and AUC value = 0.807 while for the Random Tree algorithm accuracy = 76.26% and the AUC value = 0.610.
Co-Authors 'Aina 'Uruba, Huurul Achmad Fauzi Adelita, Rafanda Aditya Ananda, Aditya Adrianto, Ratno Agustini, Rina Tri Akhmad Azmiardi Akmaludin Akmaludin, Akmaludin Alfarizzy, Vito Faza Amanda, Sasa Aprilia Amin, Mustangin Aminah Aatinaa Adhyatma Anggraini, Feny Savira Annisa Nurrachmawati Anton, A Antonius Yadi Kuntoro Aprida, Siti Nurul AR, Chaerunnisa Arfandi, Muh. Amri Ariska, Dina Atikah, Fifi Auliya, Jumi Azizah , Siti Nur Azizah, Mirsa Nur Balqis, Salsabila Putri Cahyani Budihartanti, Cahyani Dailami, D. Daniati Uki Eka Saputri Denis, Rafael Fernando Deya Ramadhan, Indah Din Azwar Uswatun Diwani, Meftyane Liz Dwi Soegiarto, Dwi Edi Kurniadi Ekastuti, Zaidatun Eko Arisetijono Evilia Sri Yuniar Fahlapi, Riza Fahmi Sahlan Fania, Liza febriyanti febriyanti Fikriy, Mohamad Fryda Fatmayati Galuh Putra, Rifqi Gunawan Suryoputro Gunawan Suryoputro, Gunawan Gutami, Anggie Dia Hendra Ts, Kartika Hermanto Hermanto Hidayat, Irwan Hurairah, Rizky Abu Iis Nurasiah INDAH PURNAMASARI Indriani, Dilla C Irawan, Okta Saputra Irfansyah Baharuddin Pakki Irirwanas, Intannia D isma yuniar juanda, muhammad Jumawan Jupriyanto . Khairudin Khairudin Khalisha, Nailah Kurnia, Lita Lasari, Aramika Laska, Yulinda Lasman Effendi Lenik Gah, Regina Lestari Yusuf Lies Permana M. Rangga Ramadhan Saelan Mardika, Nanda Harry maruloh Maulana, Ady Maulani, Rici Gusti Miftakhur Rizki Nainggolan, Lenni Lea Netty Herawaty Purba Nitra, Ridatu Oca Nugraha, Fitra Septia Nur Rohmah Nurfalah, Ridan Nurfauzan, Nabil Nurwahyuni, Linda Nurwijayanti Pakpahan, Yohana Fransiska Pandji Santosa Pasha, Yuliana Pratiwi, Widya Ayu Primadani, Dimas Rahmawati, Dessika Rahmawati, Rahmawati Ramadhani, Reza W Rehani, Siti Rio Pratama, Salza Risca Lusiana Pratiwi Risva Risva S Siswanto Sarwani, Audi Aprilia Saryono, M.Or. S.Pd. Jas. Sasetio, Jalalludin Selasih Putri Isnawati Hadi Sembiring, David JM Sholeha, Bella Bina Sholihat, Siti Siti Maemunah Siti Masturoh Siti Masturoh Siti Rahayu Situmorang, Coky Atmajaya solihat, siti Sri Hadianti suci putri lestari Sudarsono Sukarelawati, Sukarelawati Sulaeman, Sania Khaira Ikhsanti Supriatna Supriatna Susi Susanti Syafitri, Nadya Tampubolon, Erwin Cristian Taopik Hidayat Taqiyyah, Mia Risyah Teguh Prasetyo, Ery TIDIANA Undang Suryatna Wahyudi, Hegel Widiyanto, Aldi Widodo Mardi Santoso, Widodo Mardi Yohana, Dina Yulinda Laska Zakki Saefurrohim, Muhamad Zalukhu, Asni Zulkarnain Zulkarnain