PENERAPAN CHAID DENGAN PENDEKATAN SMOTE PADA KEMATIAN BALITA DI KAWASAN TIMUR INDONESIA TAHUN 2017

2020 ◽  
Vol 2019 (1) ◽  
pp. 357-367
Author(s):  
Isti Samrotul Hidayati ◽  
I Made Arcana
Keyword(s):  
Sampling Technique ◽  
Chi Square ◽  
Interaction Detection ◽  
Chi Squared

Metode Chi-squared Automatic Interaction Detection (CHAID) merupakan metode segmentasi berdasarkan hubungan variabel respon dan penjelas menggunakan uji chi-square, yang dalam penerapannya perlu memperhatikan keseimbangan data untuk meminimalkan kesalahan dalam klasifikasi. Salah satu pendekatan yang dapat digunakan pada data yang tidak seimbang adalah metode Synthetic Minority Over-sampling Technique (SMOTE). Dalam penelitian ini, metode CHAID dengan pendekatan SMOTE diterapkan pada Angka Kematian Balita (AKBa) di Kawasan Timur Indonesia (KTI). Tujuannya adalah untuk mengetahui variabel-variabel yang mencirikan kematian balita berdasarkan metode analisis CHAID yang diterapkan dan membandingkannya dengan pendekatan SMOTE. Hasil perbandingan menunjukkan bahwa pendekatan SMOTE lebih baik digunakan dengan nilai sensitivitas sebesar 48,3% dan nilai presisi sebesar 75,9%. Variabel yang signifikan mencirikan kematian balita di KTI adalah berat badan saat lahir, jenis kelahiran, status bekerja ibu dan kekayaan rumah tangga, dengan karakteristik utama adalah balita yang memiliki berat badan lahir rendah dan terlahir kembar.

scholarly journals Influence of contracting conditions on absenteeism

2020 ◽  
Vol 36 (3) ◽  
pp. 503-511
Author(s):  
Fermín Torrano Montalvo ◽  
Iván Fernández-Suárez ◽  
María Botey
Keyword(s):  
Risk Factor ◽  
Decision Trees ◽  
Disease Process ◽  
Important Risk Factor ◽  
Chi Square ◽  
Work Absenteeism ◽  
Interaction Detection ◽  
Chi Squared ◽  
Chi Square Test ◽  
The Relationship

El propósito de esta investigación es analizar las relaciones entre las condiciones de contratación y el absentismo laboral en una muestra de 5524 trabajadores, con el fin de identificar qué segmentos (por tipo de contrato y jornada, tiempo contratado, antigüedad en la empresa y bajas por enfermedad ocurridas en los tres últimos años) están más relacionados con la posibilidad de sufrir un proceso de enfermedad en el año 2017. Se realizaron análisis descriptivos, la prueba chi-cuadrado para tablas de contingencia con dos muestras independientes y los árboles de decisión, basados en el algoritmo CHAID (Chi-squared Automatic Interaction Detection), para detectar las variables más importantes en la identificación de perfiles con una mayor probabilidad de sufrir una incapacidad temporal. Los resultados ponen de manifiesto la existencia de diferencias entre las variables estudiadas. Se considera la modalidad de contratación un factor de riesgo importante del absentismo laboral. The purpose of this research is to analyze the relationship between hiring conditions and work absenteeism in a sample of 5.524 workers in order to identify which segments (by type of contract and workday, time hired, seniority in the company and sick leaves occurred in the last three years) are more related to the possibility of suffering a disease process in 2017. Descriptive analyzes, the chi-square test for contingency tables with two independent samples, and the decision trees based on the CHAID algorithm (Chi-squared Automatic Interaction Detection) were carried out to detect the most important variables in the identification of profiles with a greater probability of suffering a temporary disability. The results show the existence of differences between the variables studied. The hiring modality is considered an important risk factor for work absenteeism.

scholarly journals Klasifikasi Jenis Pencabutan Layanan oleh Pelanggan Indihome Menggunakan Metode Chi-Square Automatic Interaction Detection

2019 ◽  
Vol 2 (2) ◽  
pp. 80
Author(s):  
Siti Khodijatunnuriyah ◽  
Hasih Pratiwi
Keyword(s):  
Customer Satisfaction ◽  
Market Segmentation ◽  
Chi Square ◽  
Statistical Tool ◽  
Independent Variables ◽  
Interaction Detection ◽  
Chaid Analysis ◽  
Chi Squared ◽  
Degree Of Association ◽  
A Company

<p>Market segmentation is a classic topic in marketing which is never loss its attractiveness. In addition to market segmentation, customer satisfaction is important in the field of marketing. Customer satisfaction is a person's feelings after using goods or services produced by a company. High customer satisfaction shows a company's success in producing goods or services. Statistics provides many tools for segmentation research. One of statistical tool for segmentation research which takes the dependency method as an approach is Chi-Squared Automatic Interaction Detection (CHAID) analysis. CHAID analysis would provide decision tree like diagram which provide information about degree of association from dependent variable to the independent variables and the information about segments characteristic. In this case, the CHAID analysis is used to determine the type of service revocation segmentation by Indihome customers. Based on CHAID analysis, 25 segmentations were obtained, which consisted of revocation of the downgrade category of 45314 customers and the number of revocation of the Churn Out category by 11137 customers.</p><strong>Keywords : </strong>market segmentation, customer satisfaction<strong>, </strong>CHAID, Indihome

ADOLESCENT BEHAVIOR IN UNWANTED PREGNANCY PREVENTION

2019 ◽  
Vol 1 (1) ◽  
pp. 41-46
Author(s):  
Arip Ambulan Panjaitan
Keyword(s):  
Sexual Behavior ◽  
Reproductive Health ◽  
Risky Sexual Behavior ◽  
Parental Education ◽  
Unwanted Pregnancy ◽  
Sampling Technique ◽  
Adolescent Behavior ◽  
Cluster Sampling ◽  
Chi Square ◽  
Cross Sectional

Introduction: Adolescent are at high risk of unwanted pragnency, including abortion, STIs, HIV/AIDS. Risky sexual behavior is one of the entrance transmissions of unwanted pregnancy. Such behavior can be influenced by various factors, beyond and within the individual factors. Teens need the support and motivation in deciding not to do risky sexual behavior. The purpose of this study was to investigate the determinants of adolescent behavior in the prevention of unwanted pregnancy.Methods: This research used cross-sectional design. The populations were students of senior high school in District Sintang. The were 123 respondents chosen by cluster sampling technique for this study. All data were collected using questionnaires and then analysed using bivariate (chi square) and multivariate analysis (logistic regression).Results: The results showed that the majority of respondents did not have good knowledge about the prevention of unwanted pregnancy. Related variable is the level of parental education (p=0.001), the support of parents/guardians (p=0.009), support teachers (p=0.005), peer support (p=0.039), residency (p=0.009), a pastime activity (p=0.000), knowledge of adolescents about reproductive health (p=0.016), perception ability of adolescents (p=0.006) and attitude of adolescents (p=0.049). Adolescent self-perception abilities are variables that most influence on the behavior of adolescents in the prevention of unwanted pregnancy.Conclusions: Efforts to improve reproductive health programs should be early and adolescent have responsibilities as well as healthy behaviors.

Hubungan Antara Menyusui Dengan Involusi Uterus Pada Ibu Nifas Fisiologis Di RSIA Aura Syifa Kabupaten Kediri

1970 ◽  
Vol 5 (2) ◽  
pp. 64
Author(s):  
Eny Sendra ◽  
Dewi Indriani
Keyword(s):  
Breast Feeding ◽  
Sampling Technique ◽  
Chi Square ◽  
Cross Sectional ◽  
Fisher Test ◽  
Key Word ◽  
Chi Square Test ◽  
The Moment

Breast feeding is giving milk to be drunk to the baby from the breast. Uterus involution is a process how the uterus return to the condition back, before pregnanting after bearing. At the moment of suckling, happens a stimulus and brings the hormones out, such as oksitosin uses not only to stimulate some muscles constraction but also to stimulate the uterus, so that the process of uterus involution happens foster. According to the explanations above, the research aimed to know about the correlation between breast feeding and uterus involution. This research’s design was, cross sectional by the population of all childbirth mothers approximately 50 persons / month. By using accidental sampling technique we got 21 sample respondents. The place of research in RSIA Aura Syifa in Kediri Regency on 16th until 22nd of June 2009. From this research’s result, we got 14 persons (66,67%) with normal uterus involution, suckled in a good way, one person (4,67%) with normal uterus involution, suckled in a wrong way, 2 persons (9,52%) with abnormal uterus involution, suckled in a good way and 4 persons (19,05%) with abnormal uterus involution, suckled in a wrong way. Statistic test which used chi-square test, counted the probability frequency in advance, from that we got 3 columns with the score, less than 5, so that chi-square can not be continued and by doing exact fisher test, the score was 0,001. Because P with the grade mistake 0,05 smaller, so the conclusion was “Ho” is rejected, it meant “there was correlation between suckling and uterus involution”. Key Word : Breast feeding, uterus involution

FAKTOR PERSONAL YANG BERHUBUNGAN DENGAN KOMITMEN ORGANISASI PERAWAT RSUD EMBUNG FATIMAH BATAM

2020 ◽  
Vol 5 (3) ◽  
pp. 875
Author(s):  
Asfri Sri Rahmadeni
Keyword(s):  
Organizational Commitment ◽  
Turnover Rate ◽  
Sampling Technique ◽  
Hospital Nurses ◽  
Test Results ◽  
Personal Factors ◽  
High Turnover ◽  
Chi Square ◽  
Cross Sectional ◽  
Chi Square Test

<p class="Normal1"><em>Commitment is the attitude or behavior of likes or dislikes shown by someone against the organization at work. Indonesia is recorded as a nurse who has a low organizational commitment (76%) so it harms services. This phenomenon in the hospital can be seen from the indicator of the high turnover rate of nurses which reaches 30.9% which exceeds the standard &lt;5%. Many factors affect organizational commitment. The purpose of this study was to analyze the Personal Factors Associated with Organizational Commitment of Hospital Nurses. This study is a cross-sectional analytic study and purposive sampling technique with a sample of 59 nurses. Chi-Square test results obtained personal factors that have a relationship with organizational commitment Nurse Hospital is age with p = 0,000 and education with p = 0,000, personal factors not related to organizational commitment are gender p = 1,053 and years of service with p = 1,147. Hospitals should conduct research/surveys on Organizational Commitment periodically as an evaluation material in the context of the organization's development and development in the future</em>.</p>

HUBUNGAN TUNGAU DEBU RUMAH, PAPARAN ASAP ROKOK DAN RIWAYAT PENYAKIT KELUARGA TERHADAP KEJADIAN ASMA BRONKIAL PADA ANAK USIA 5 – 10 TAHUN DI WILAYAH KERJA PUSKESMAS LEMPAKE KOTA SAMARINDA TAHUN 2016

2018 ◽  
Vol 3 (1) ◽  
pp. 1
Author(s):  
Sri Evi New Yearsi Pangadongan ◽  
Agustina Rahyu ◽  
Selvy Pasulu
Keyword(s):  
Cigarette Smoke ◽  
Bronchial Asthma ◽  
Sampling Technique ◽  
Total Sample ◽  
Control Group ◽  
Case Group ◽  
Chi Square ◽  
History Of ◽  
Weather Changes ◽  
And Gender

Bronchial Asthma generally starts from childhood which is condition where respiration channel experiences constriction because of hyperactivity with some specific stimulation which cause inflammation. Some risk factors are smoking exposure of cigarette smoke, weather changes, mite on house dirt, pet and history of family sickness. The purpose of this research is to know Relation of mite on house dirt, exposure of cigarette smoke  and history of family sickness with bronchial asthma incident to child 5 – 10  years old on working area of Puskesmas Lempake Samarinda City in 2016. Method which used was analytic survey with Case Control approaching. The total sample was 36 children which consisted of 18 case group and 18 control group with matching by using age and gender which submitted with Purposive Sampling technique. Data Analysis used Chi Square with wrong degree α = 0,005. The result showed that there was relation of mite of house dirt (p = 0,006), history of family sickness (p = 0,001) and no relation with exposure of cigarette smoke (p = 0,370) with bronchial asthma incident to child 5 – 10 years old on working area of Puskesmas Lempake Samarinda City in 2016.

UPAYA PEDAGANG PELATARAN DI PASAR SETONO BETEK KEDIRI DALAM MENGAKSES MODAL UNTUK MENGEMBANGKAN USAHANYA

2018 ◽  
Vol 2 (1) ◽  
pp. 1
Author(s):  
Dhiyan Septa Wihara ◽  
Poniran Yudho Leksono
Keyword(s):  
Work Experience ◽  
Sampling Technique ◽  
Education Level ◽  
Family Burden ◽  
Chi Square ◽  
Street Vendors ◽  
Level Of Education ◽  
Key Words Age ◽  
Capital Access ◽  
The Relationship

<p>This study aims to 1) Describe the characteristics of the merchants of the market in the setono betek kediri which includes age, education level, family burden and work experience dependent on the access of capital to develop their business, 2) to analyze the relationship between the characteristics of the merchant of the market in the setono betek kediri towards their capital access to develop their business .The population in this study were vegetables and food street vendors, amounting to 120 traders. The number of samples used was 55 respondents with sampling technique using Slovin formula. The analysis used is Chi Square is to see the relationship between traders characteristics with access to their capital in developing their business. The results showed that the age of traders has a relationship to access capital, this is evidenced by the value of perason chi square 0.000 &lt;0.05. The level of education of traders is also associated with capital kases with pearson chi square value 0.001 &lt;0.05. The number of dependents of family burden is related to access to capital with pearson chi square value 0.001 &lt;0.05. The work experience of traders is related to their capital access in developing the business with pearson chi square value 0.005 &lt;0.05.</p><p><br />Key words : Age, education level, family burden, work experience, street vendors</p>

Hubungan Kadar Kolesterol Total Dan Hipertensi Dengan Kejadian Penyakit Jantung Koroner DI RSUD dr. Soedarso Pontianak

2018 ◽  
Vol 1 (2) ◽  
pp. 99
Author(s):  
Laila Kamila ◽  
Maulidiyah Salim
Keyword(s):  
Coronary Heart Disease ◽  
Heart Disease ◽  
Total Cholesterol ◽  
Blood Vessels ◽  
Public Hospital ◽  
Sampling Technique ◽  
P Value ◽  
Chi Square ◽  
Cross Sectional ◽  
Purposive Sampling

Abstract: Coronary heart is a disease that offense to blood vessels and heart attack due to constriction of blood vessels. A high level of cholesterol in blood or exceeds the normal limit can form sediment in wall of blodd vessels which cause blood vessels constriction or blockage. This research object to determine whether there is a correlation between cholesterol level total and hypertension with coronary heart disease in patients who hospitalized in Regional Public Hospital of dr. Soedarso Pontianak. This study was used cross sectional design, purposive sampling technique, it gained 50 people as samples. The measurement of blood pressure was done in heart poly and cholesterol total level in clinic laboratory of Regional Public Hospital of dr. Soedarso by using enzymatic CHOD-PAP method. It can be obtained that 10 people had hypertension and 40 people did not.the average of total cholesterol was 224 mg/dl. Maximum value of total cholesterol was 224 mg/dl and 152 mg/dl as minimum value. Data has been analyzed by using statistical test, Chi-Square, to determine the correlation of total cholesterol wit coronary heart disease, obtained p value=0,024 (less than α=0,05). Correlation of hypertension and coronary heart disease gained p value=0,923 (more than α=0,05), it can be concluded that total cholesterol correlated with coronary heart disease, and there was not a correlation between hypertension and coronary heart disease.Abstrak: Jantung koroner adalah penyakit yang  menyerang pembuluh darah dan serangan jantung, karena penyempitan pada pembuluh darah. Kadar kolesterol yang tinggi dalam darah melebihi normal dapat membentuk endapan pada dinding pembuluh darah sehingga menyebabkan penyempitan dan tersumbatnya pembuluh darah. Penelitian ini bertujuan untuk mengetahui hubungan kadar kolesterol total dan hipertensi dengan penyakit jantung koroner pada pasien di RSUD dr. Soedarso Pontianak. Disain penelitian  ini menggunakan cross sectional, teknik pengambilan sampel yaitu purposive sampling, didapat jumlah sampel 50 orang. Pengukuran Tensi Darah dilakukan di poli Jantung dan pemeriksaan kadar kolesterol total di laboratorium klinik RSUD dr. Soedarso Pontianak dengan metode enzimatik CHOD-PAP. Hasil penelitian didapatkan 10 orang mengalami hipertensi dan 40 orang non hipertensi. Rata-rata kadar kolesterol total 224 mg/ dl. Nilai maksimum kadar kolesterol total yaitu 224 mg/dl dan nilai minimum yaitu 152 mg/dl. Analisa data dengan uji statistik Chi-square untuk mengetahui hubungan kolesterol total dengan penyakit jantung koroner didapatkan nilai p = 0,024 (lebih kecil dari  α 0,05). Uji hubungan hipertensi dengan penyakit jantung koroner didapat nilai p = 0,923 (lebih besar dari α 0,05), dapat disimpulkan terdapat hubungan kadar kolesterol total dengan penyakit jantung koroner dan tidak ada hubungan hipertensi dengan penyakit jantung koroner.

HUBUNGAN ANTARA UMUR BALITA DAN PENGETAHUAN IBU DENGAN KEJADIAN PNEUMONIA PADA BALITA DI PUSKESMAS CAMBAI TAHUN 2016

2019 ◽  
Vol 7 (1) ◽  
Author(s):  
Wulan Citra Sari, Ana Safitri Wulan Citra Sari, Ana Safitri
Keyword(s):  
Health Center ◽  
Sampling Technique ◽  
Health Centers ◽  
Survey Method ◽  
Maternal Knowledge ◽  
Chi Square ◽  
Cross Sectional ◽  
Significance Level ◽  
Care Workers ◽  
Important Health

ABSTRAK   Pneumonia masih merupakan masalah kesehatan yang penting karena menyebabkan kematian bayi dan balita yang cukup tinggi yaitu kira-kira satu dari empat kematian yang terjadi. Tujuan penelitian ini adalah diketahuinya hubungan antara umur balita dan pengetahuan ibu dengan kejadian pneumonia pada balita di Puskesmas Cambai tahun 2016. Penelitian ini menggunakan metode Survey Analitik dengan pendekatan Cross Sectional. Populasi pada penelitian ini adalah semua ibu yang membawa atau memeriksakan balitanya yang umur < 5 tahun di Puskesmas Cambai tahun 2016, pada saat penelitian. Pengambilan sampel tersebut secara Non Random dengan teknik Accidental Sampling. Analisa data dilakukan secara univariat dan bivariat dengan uji statistik Chi-Square dengan tingkat kemaknaan α = 0,05. Hasil penelitian menunjukkan ada hubungan antara umur balita dan pengetahuan ibu dengan kejadian pneumonia pada balita di Puskesmas Cambai tahun 2016. Dari hasil penelitian ini, peneliti berharap petugas pelayanan kesehatan dapat meningkatkan pelayanan kesehatan bayi dan balita di Puskesmas Cambai , serta lebih sering melaksanakan penyuluhan tentang pneumonia dan penyuluhan mengenai makanan 4 sehat 5 sempurna, agar terciptanya balita sehat.     ABSTRACT Pneumonia is an important health problem because it causes the death of infants and toddlers are quite high, roughly one in four deaths. The purpose of this study is known huubungan between toddler age and maternal knowledge with pneumonia incidence in infants in health centers Cambai 2016. This study used a survey method with the Analytical cross-sectional approach. The population in this study were all mothers who carry their babies or check the age < 5 years at Health Center Cambai in 2016, at the time of the study. The sampling is non- random with accidental sampling technique. Data analysis was done using univariate and bivariate statistical test Chi - Square with significance level α = 0.05. The results of this study showed association between maternal age and knowledge toddlers with pneumonia incidence in infants in Health Center Cambai in 2016. From these results, researchers expect health care workers to improve health services in health centers babies and toddlers Cambai, and more frequently to conduct information about pneumonia and counseling about 4 healthy 5 perfect food , in order to create a healthy toddler.

HUBUNGAN PEMBERIAN ASI EKSKLUSIF DENGAN KEJADIAN STUNTING PADA BALITA USIA 1-5 TAHUN DIPUSKESMAS SUKAHENING KECAMATAN SUKAHENING KABUPATEN TASIKMALAYA

2020 ◽  
Vol 13 (2) ◽  
pp. 109
Author(s):  
Yuyun Sarinengsih
Keyword(s):  
Public Health ◽  
Health Center ◽  
Exclusive Breastfeeding ◽  
Growth Failure ◽  
Sampling Technique ◽  
Not Given ◽  
Chi Square ◽  
Cross Sectional ◽  
Public Health Center ◽  
The Impact

ABSTRAKStunting yaitu keadaan gagal tumbuh akibat dari kekurangan gizi kronis. Prevalensi stunting di Kabupaten Tasikmalaya menempati urutan keempat, dimana kecamatan Sukahening menempati urutan pertama tertinggi dengan jumlah 155 balita mengalami stunting. Faktor yang dapat mempengaruhi kejadian stunting yaitu pengasuhan anak yang kurang baik dimana tidak diberikannya ASI secara Ekslusif. Pencegahan stunting yaitu pada 1000 hari kehidupan dimana salah satunya pemberian ASI secara Ekslusif.Penelitian ini bertujuan untuk mengetahui hubungan antara pemberian ASI Ekslusif dengan kejadian stunting pada balita 1-5 tahun di Puskesmas Sukahening Kecamatan Sukahening Kabupaten Tasikmalaya.Jenis Penelitian yang digunakan adalah deskriptif korelasional dengan pendekatan cross-sectional. Populasi total sampling sebanyak 95 responden menggunakan teknik purposive sampling.Hasil Penelitian diperoleh lebih dari setengah responden 51,6% tidak diberikan ASI secara Ekslusif, dan sebagian besar 65,3% balita mengalami stunting. Hasil perhitungan chi-square diperoleh ρ.value (0,000<0,05) maka H0 ditolak sehingga terdapat hubungan antara Pemberian ASI Ekslusif dengan kejadian stunting pada balita 1-5 tahun di Puskesmas Sukahening Kecamatan Sukahening Kabupaten Tasikmalaya.Hasil penelitian ini diharapkan dapat memberi informasi yang bermanfaat dan perlu dilakukan pendidikan kesehatan ulang yang terjadwal terkait nutrisi yang terjangkau dan sehat sehingga dapat meningkatkan cakupan ASI Ekslusif dan dapat menurunkan angka stunting.Kata Kunci : ASI Ekslusif, StuntingDaftar Pustaka : 25 buku (2010-2018)9 jurnal (2013-2019)2 Website (2010-2017) ABSTRACTStunting is a condition of growth failure due to chronic malnutrition. The stunting prevalence in Tasikmalaya Regency was at the fourth place where Sukahening sub-district was at the highest with 155 stunting. Factor that can influence the occurrence of stunting is a poor parenting where exclusive breastfeeding is not given. The best prevention of stunting is on 1000 days of life where exclusive breastfeeding is given. The impact, if the baby is not given exclusive breastfeeding, they will lack of nutrition and also will have an impact on the growth or inappropriate height. This aims of the research is to determine the relationship between exclusive breastfeeding and the incidence of stunting on toddler under 5 years of at Sukahening Public Health Center, Sukahening Sub district, Tasikmalaya Regency. The type of research used is descriptive correlation with a cross-sectional approach. The total samplings were 95 respondents which used purposive sampling technique. The results of the research were obtained more than half of the respondents 51.6% were given exclusive breastfeeding, and most 65.3% of children under five had stunting. The chi-square calculation results obtained that ρ.value (0,000 <0,05) then H0 is rejected so that there is a relationship between exclusive breastfeeding and the incidence of stunting on toddlers under 5 years in Sukahening Public Health Center, Sukahening Sub district, Tasikmalaya Regency. Performed the health education related to affordable and healthy nutrition so that it can increase the coverage of exclusive breastfeeding and can reduce stunting rates. Keywords : Exclusive breastfeeding, Stunting Bibliography : 25 books (2010-2018) 9 journals (2013-2019) 2 Websites (2010-2017) 

Sign in / Sign up

Export Citation Format

Share Document