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TELEMARKETING BANK SUCCESS PREDICTION USING MULTILAYER PERCEPTRON (MLP) ALGORITHM WITH RESAMPLING Siti Masturoh; Fitra Septia Nugraha; Siti Nurlela; M. Rangga Ramadhan Saelan; Daniati Uki Eka Saputri; Ridan Nurfalah
Jurnal Pilar Nusa Mandiri Vol 17 No 1 (2021): Publishing Period for March 2021
Publisher : LPPM Universitas Nusa Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33480/pilar.v17i1.2168

Abstract

Telemarketing is a promotion that is considered effective for promoting a product to consumers by telephone, other than that telemarketing is easier to accept because of its direct nature of offering products to consumers. Telemarketing is also considered to help increase a company's revenue. The problem of predicting the success of a bank's telemarketing data must be done using machine learning techniques. Machine learning used in the available historical data is a bank dataset of 45211 instances at 17 features using the multilayer perceptron algorithm (MLP) with resampling. The use of resampling aims to balance the unbalanced data resulting in an accuracy value of 90.18% and a ROC of 0.89%. Meanwhile, if the data resampling is not used in the multilayer perceptron (MLP) algorithm, the accuracy value is 88.6 and ROC is 0.88%. The use of resampling data becomes more effective and results in higher accuracy values.
FAKTOR-FAKTOR YANG MEMPENGARUHI KUALITAS TIDUR PASIEN POST OPERASI LAPARATOMI DI RUANG RAWAT INAP RUMAH SAKIT PKU MUHAMMADIYAH GOMBONG nurlela, siti; -, saryono; yuniar, isma
Jurnal Ilmiah Kesehatan Keperawatan Vol 5, No 1 (2009): JURNAL ILMIAH KESEHATAN KEPERAWATAN
Publisher : LPPM STIKES MUHAMMADIYAH GOMBONG

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (65.965 KB)

Abstract

Laparatomy is one of the operation procedure that perform in the abdominal  area. That procedure sometimes will cause increasing patients anxiety and disturbance of patient’s sleep quality. The researched purpose is to know the dominance factor that influence sleep quality of patient post laparatomy at PKU Muhammadiyah Gombong Hospital. This research was a survey with cross sectional approach. The sampling method used was accidental sampling and was got 25 patents. Analysed use d was univariat, bivariat and multivariate with logistic regression. Chi Square statistic test of physiologic factor at X²=4,001 and p=0,045 (<0,05) so there is a correlation between physiologic factor and sleep quality of patient with post laparatomy at PKU Muhammadiyah Gombong Hospital. Odd Ratio value has 0,983 or 98,3%. Chi Square statistic test of psychology factor has X²=14,005 and p=0,000 (<0,05) so there is a correlation between psychology factor and sleep quality of patient with post laparatomy in PKU Muhammadiyah Gombong Hospital. Odd Ratio value at 0,717 or 71,7%. Chi Square statistic test of environmental factor has X²=6,177 and p=0,013 (<0,05) so there is a correlation between environmental factor and sleep quality of patient with post laparatomy in PKU Muhammadiyah Gombong Hospital. Odd Ratio value at 0,089 or 8,9%. The Biggest Odd Ratio is physiologic factor  with value at 0,983 or 98,3% it mean that physiologic factor has influenced sleep quality of patient with post lapratomy in PKU Muhammadiyah Gombong Hospital. There is a correlation between physiology, psychology and environment factors with sleep quality of patient post laparatomy in PKU Muhammdiyah Gombong Hospital and dominance factor to influence sleep quality of patient post laparatromy in PKU Muhammadiyah Gombong Hospital is physiology   Keywords: Sleep quality, post laparatomy.
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.
The Relationship between Authentic Materials and Cooperative Learning Strategy towards EFL Students’ Reading Comprehension Suryoputro, Gunawan; Nurlela, Siti
Journal of ELT Research 2016: Journal of ELT Research, Vol. 1, Issue 1
Publisher : University of Muhammadiyah Prof. DR. HAMKA

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (154.424 KB)

Abstract

EFL (English as a Foreign Language) students of vocational high schools are requested to have skillful reading strategies to comprehend specific texts in English. To have a good comprehension, they utilize not only their strategies but also interesting and suitable texts. Therefore, this current study investigated the correlation between students’ perception of the authentic materials and cooperative learning strategy towards students’ reading comprehension. The data of the reading comprehension tests and the students’ perception were analyzed using the multiple regression. The result revealed that (1) there was positive correlation between students’ perception of the authentic materials and students reading comprehension, (2) there was significant positive effect of cooperative learning strategy towards reading comprehension, and (3) there was significant positive effect of reading materials towards cooperative learning strategy. These findings suggested that the choice of authentic materials could motivate students to comprehend ESP texts. Besides this, by doing cooperative learning strategy, the scaffolding could happen so that they could share their comprehension. In spite of its limitation, this study could have certain pedagogical implications to reading classroom activities. 
NEUROPATHIC PAIN IN PATIENT WITH POST OPERATIVE SCHWANNOMA: A CASE REPORT PRIMARY INTRADURAL EXTRAMEDULLAR SPINAL CORD TUMOUR Santoso, Widodo Mardi; Nurlela, Siti; Marhaendraputro, Eko Arisetijono; Rahmawati, Dessika
Malang Neurology Journal Vol 5, No 2 (2019): July
Publisher : Malang Neurology Journal

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21776/ub.mnj.2019.005.02.7

Abstract

Majority of spinal cord tumour is a benign tumour with symptoms are due to spinal cord compression. One of the symptoms that are often difficult to treat is a sensory deficit. The authors report a case of primary intradural extramedullar spinal cord tumour in 57-year-old man. This tumour was presenting symptoms of chronic low back pain, gradual progressive inferior paraplegia, and sensory deficit on both legs. MRI thoracal showed intradural lesion at Th 4-5-6, with isointensity on T1-weighted images and hyperintensity-isohomogen on T2-weighted images. The tumour was completely resected, and histopathology examination revealed schwannoma types. Patient showed a clinical improvement in motoric function noticeable after surgery, but showed sensory deficits sequelae requiring therapy for neuropathic pain.
FINAL GRADE PREDICTION MODEL BASED ON STUDENT'S ALCOHOL CONSUMPTION rangga ramadhan saelan; Siti Masturoh; Taopik Hidayat; Siti Nurlela; Risca Lusiana Pratiwi; Muhammad Iqbal
Techno Nusa Mandiri: Journal of Computing and Information Technology Vol 19 No 1 (2022): TECHNO Period of March 2022
Publisher : Lembaga Penelitian dan Pengabdian Pada Masyarakat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33480/techno.v19i1.3056

Abstract

Untuk mengetahui pengaruh konsumsi alcohol dan dan beberapa faktor lainnya yang diperkirakan memiliki peran terhadap tingkat kinerja belajar remaja yang masih bersekolah, maka saat ini dilakukan penelitian terhadap data publik yang telah didapatkan dengan menggunakan teknik machine learning dengan melatih beberapa model untuk memprediksi nilai akhir sebagai acuan kinerja belajar pelajar. Dengan melatih beberapa model machine learning untuk memprediksi nilai tahun akhir dari bahasa portugal dengan melakukan metode komparatif membandingkan model Support Vector Regressor (SVR) dan Random Forest (RF) sehingga akan didapatkan model terbaik untuk memprediksi. Semua model memiliki hyperparameter yang harus disesuaikan. Untuk menyetel hyperparameter ini menggunakan menggunakan Cross Validation. Model terbaik untuk memprediksi nilai akhir G3 adalah Support Vector Regressor (SVR) dan Random Forest (RF), dan memiliki mean absolute error (MAE) masing-masing sekitar 2,24 dan 2,25. Melalui plot MAE, model SVR dan RF bekerja dengan baik. Tetapi, Dengan menganalisis distribusi kesalahan yang dibuat oleh kedua model, dapat disimpulkan bahwa SVR lebih seimbang, yaitu memiliki rasio yang lebih baik antara nilai yang diremehkan dan ditaksir terlalu tinggi, sementara RF berkinerja lebih baik pada outlier.
The Relationship between Authentic Materials and Cooperative Learning Strategy towards EFL Students’ Reading Comprehension Siti Nurlela; Gunawan Suryoputro
Journal of ELT Research: The Academic Journal of Studies in English Language Teaching and Learning 2016: Journal of ELT Research, Vol. 1, Issue 1
Publisher : University of Muhammadiyah Prof. DR. HAMKA

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (154.424 KB)

Abstract

EFL (English as a Foreign Language) students of vocational high schools are requested to have skillful reading strategies to comprehend specific texts in English. To have a good comprehension, they utilize not only their strategies but also interesting and suitable texts. Therefore, this current study investigated the correlation between students’ perception of the authentic materials and cooperative learning strategy towards students’ reading comprehension. The data of the reading comprehension tests and the students’ perception were analyzed using the multiple regression. The result revealed that (1) there was positive correlation between students’ perception of the authentic materials and students reading comprehension, (2) there was significant positive effect of cooperative learning strategy towards reading comprehension, and (3) there was significant positive effect of reading materials towards cooperative learning strategy. These findings suggested that the choice of authentic materials could motivate students to comprehend ESP texts. Besides this, by doing cooperative learning strategy, the scaffolding could happen so that they could share their comprehension. In spite of its limitation, this study could have certain pedagogical implications to reading classroom activities. 
Inovasi Desain Produk, Manajemen dan Pemasaran Digital Bagi Paguyuban Kampung Sablon: Upaya Pemulihan Ekonomi Dampak Covid-19 Di Kabupaten Klaten khairudin, khairudin; Rahmawati, Rahmawati; Kurniadi, Edi; Nurlela, Siti; Soegiarto, Dwi
IMPOWERMENT SOCIETY Vol 4 No 2 (2021): August
Publisher : Institut Teknologi dan Bisnis Widya Gama Lumajang

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (789.847 KB) | DOI: 10.30741/eps.v4i2.695

Abstract

Kegiatan pengabdian ini bertujuan untuk mengangkat industri kerajinan konveksi Kampung Sablon di Kecamatan Wedi Kabupaten Klaten dari keterpurukan ekonomi di masa pandemi covid 19 melalui pelatihan dan pendampingan tentang kewirausahaan, pengelolaan keuangan dan manajemen serta pemasaran online yang melibatkan akademisi dan praktisi. Kegiatan ini dilaksanakan dalam jangka waktu satu tahun, meliputi koordinasi, pelatihan dan pendampingan. Hasil dari kegiatan pelatihan dan pendampingan ini telah meningkatkan produksi, penjualan dan asset UKM sebesar 20% dari kondisi sebelumnya dan keberlangsungan kegiatan ini dikemudian hari akan sangat tergantung pada partisipasi serta dukungan semua pihak (UKM, pemerintah daerah, akademisi dan pihak lainnya).