scholarly journals Pendugaan Produktivitas Bagan Perahu dengan Regresi Gulud, LASSO dan Elastic-net

2018 ◽  
Vol 2 (2) ◽  
pp. 7-14
Author(s):  
Resty Fanny ◽  
Anik Djuraidah ◽  
Aam Alamudi

Regression analysis is a statistical technique to examine and model the relationship between dependent variable and independent variable. Multiple linear regression includes more than one independent variable. Multicollinearity in multiple linear regression occurs when the independent variables has correlations. Multicolinearity causes the estimator by ordinary least square to be unstable and produce a large variety. Multicollinearity can be overcome by the addition of penalized regression coefficient. The purpose of this research is modeling ridge regression, LASSO, and elastic-net. Data which is data of fisherman catch at Carocok Beach of Tarusan Sumatera Barat as dependent variable and amount of labor, amount of fuel, volume of fishing/waring boat, number of catches, ship size, number of boat wattage, sea experience, education and age of fisher as independent variables. The best model provided by LASSO that has a RMSEP value of validated regression model is minimum than ridge regression and elastic-net. LASSO shrinked amount of labor, amount of fuel and number of wattage equal zero. There can be influence (productivity change) that is volume of fishing/waring boat and boat size that used by fisher.

2021 ◽  
Vol 29 (1) ◽  
pp. 43-56
Author(s):  
Prafidhya Dwi Yulianto ◽  
Lilik Ambarwati

The purpose of this research is to know the influence of Working CapitalManagement on Profitabilty in Consumers Goods listed on the Bursa EfekIndonesia (BEI) aims to analyze the influence of woring capital in the from of:Cash Turnover, Account Receivable Turnover, and Inventory Turnover toProfitability (Return On Asset) at Consumers Goods Sector. This research methoduses multiple linear regression analysys with the help of SPSS 23.00 softwarewhich is used to see the inflyence between the independent variables in the fromCash Turnover, Account Recevaible Turnover, and Inventory Turnover to ReturnOn Asset (ROA)). The sample of this research is 31 consumer goods sector in2015-2018, so there are 124 annual report obtained through purposive sampling,then analyzed using multiple linear regression methods. The result showed thadbased on the F test, the independent variable had an effect on the ROA, it isindicated of 6.765 and significance of 0.000, overall the independent variable wasable to eaplain the effect 59,60%. While based on the partial t test, shows that thevariable Cash Turnover, Account Recevaible Turnover, and Inventory Turnoverhas a positive and siginificant effect on Profitability.


2014 ◽  
Vol 1 (1) ◽  
Author(s):  
Nadiya ◽  
Estia Fatma

This research empirically excamines the influence of decision of consumer about to purchase of brand car Toyota Kijang Innova in PT. Dunia Barusa Banda Aceh. The aim of this research is to find out the influence of cultural, social, personal and psychologist factor toward the decisions of consumen purchase in buying of brand car Toyota Kijang Innova in PT Dunia Barusa Banda Aceh.Collecting data is conducted by giving questionnaires to consumen owner of Kijang Innova car which choosed conveniencely in serving area of purna selling in PT. Duni Barusa Banda Aceh. This analysis uses multiple linear regression with SPSS. It influences culture, social, personal and psychology factors partially toward consumen decision in purchasing of brand caa Kijang Innova significant with t-table (1.9842) in significant level of for each them is 0.005, 0.000 and 0.014 or it’s smaller than 0.005. It’s influenced all factors of independent variable simoultaneously toward dependent variable that it’s also significant with F-test(110.007)F-table(2.4675). The relation of independent variable with dependent variable positively with R value 90.70%. The influence of four factors in decision of purchasing of brand car Kijang Innova is R2 value 0,822 that means 82.20% changing dependent variable can explain by independent variables. The rest of that value, which is 17.80% can explain by other variables outside model.Keywords: consumer, purchase, cultural, social, personal, psychologist


2020 ◽  
Vol 3 (2) ◽  
pp. 1-11
Author(s):  
MOHD AFANDI

This study aims to determine the effect of independent variables on the dependent variable. The object of this research is the Staff of the Regional Human Resources and Human Resources Development Agency (BKPSDMD) of Kerinci Regency. The number of samples in this study were 65 respondents. The analysis technique used is multiple linear regression. The results obtained by the partial test (t test) obtained: (a) There is a positive and significant influence of leadership on work discipline. (b) There is a positive and significant influence of supervision on work discipline. c) There is a positive and significant effect of compensation on work discipline. The results of the study simultaneously showed that leadership, supervision and compensation had a positive and significant effect on work discipline. And based on the Determination coefficient test (R2) the value was 0.658 or 65.8%. This indicated that the percentage contribution of the independent variable was leadership, supervision and compensation of the variables dependent Work Discipline of 0.658 or 65.8%. While the remaining 34.2% is influenced by other variables outside this study.


2019 ◽  
Vol 1 (2) ◽  
pp. 61
Author(s):  
Aditya Setyawan R ◽  
Mustika Hadijati ◽  
Ni Wayan Switrayni

Regression analysis is one statistical method that allows users to analyze the influence of one or more independent variables (X) on a dependent variable (Y).The most commonly used method for estimating linear regression parameters is Ordinary Least Square (OLS). But in reality, there is often a problem with heteroscedasticity, namely the variance of the error is not constant or variable for all values of the independent variable X. This results in the OLS method being less effective. To overcome this, a parameter estimation method can be used by adding weight to each parameter, namely the Generalized Least Square (GLS) method. This study aims to examine the use of the GLS method in overcoming heteroscedasticity in regression analysis and examine the comparison of estimation results using the OLS method with the GLS method in the case of heteroscedasticity.The results show that the GLS method was able to maintain the nature of the estimator that is not biased and consistent and able to overcome the problem of heteroscedasticity, so that the GLS method is more effective than the OLS method.


2019 ◽  
Vol 2 (2) ◽  
pp. 95-101
Author(s):  
Dasmansyah Adyas ◽  
Annisa Khairani

This research is a causality study that aims to find out the influence of advertisement attractiveness, advertisement message quality, and viewing freuency as independent variable to the effectiveness of advertisement on television especially tokopedia advertisement, as the dependent variable. The methodology used in this study are multiple linear regression, classical assumption test, multicollinearity test, heteroscedastic test, t test, and f test. The results of the study showed that independent variables (the influence of advertisement attractiveness, advertisement message quality, viewing frequency) affect ( the dependent variable (advertisement effectiveness), both partially and simultaneously.


2014 ◽  
Vol 1 (1) ◽  
Author(s):  
Suryani Murad ◽  
Redi Yusdia

This research empirically excamines the influence of decision of consumer about to purchase of brand car Toyota Kijang Innova in PT. Dunia Barusa Banda Aceh. The aim of this research is to find out the influence of cultural, social, personal and psychologist factor toward the decisions of consumen purchase in buying of brand car Toyota Kijang Innova in PT Dunia Barusa Banda Aceh.Collecting data is conducted by giving questionnaires to consumen owner of Kijang Innova car which choosed conveniencely in serving area of purna selling in PT. Duni Barusa Banda Aceh. This analysis uses multiple linear regression with SPSS. It influences culture, social, personal and psychology factors partially toward consumen decision in purchasing of brand caa Kijang Innova significant with t-table (1.9842) in significant level of for each them is 0.005, 0.000 and 0.014 or it’s smaller than 0.005. It’s influenced all factors of independent variable simoultaneously toward dependent variable that it’s also significant with F-test(110.007)F-table(2.4675). The relation of independent variable with dependent variable positively with R value 90.70%. The influence of four factors in decision of purchasing of brand car Kijang Innova is R2 value 0,822 that means 82.20% changing dependent variable can explain by independent variables. The rest of that value, which is 17.80% can explain by other variables outside model.Keywords: consumer, purchase, cultural, social, personal, psychologist  


Author(s):  
Eka Ambara Harci Putranta ◽  
Lilik Ambarwati

The study aims to analyze the influence of internal banking factors in the form of: Capital Adequency Ratio (CAR), Financing to Deposit Ratio (FDR) and Total Assets (TA) to Non Performing Financing at Sharia Banks. This research method used multiple linear regression analysis with the help of SPSS 16.00 software which is used to see the influence between the independent variables in the form of Capital Adequacy Ratio (CAR), Financing to Deposit Ratio (FDR) and Total Assets (TA) to Non Performing Financing. The sample of this study was 3 Islamic Commercial Banks, so there were 36 annual reports obtained through purposive sampling, then analyzed using multiple linear regression methods. The results showed that based on the F Test, the independent variable had an effect on the NPF, indicated by the F value of 17,016 and significance of 0,000, overall the independent variable was able to explain the effect of 69.60%. While based on the partial t test, showed that CAR has a significant negative effect, Total assets have a significant positive effect with a significance value below 0.05 (5%). Meanwhile FDR does not affect NPF.


2019 ◽  
Author(s):  
SUSENO - SUSENO

ANALISIS VARIABEL YANG BERPENGARUH TERHADAP KINERJA PERUSAHAAN DI BURSA EFEK INDONESIAOleh : Suseno STIE SATRIA Purwokerto ABSTRACT The aims of the research are (1) to analyze influence of age, scale, financial leverage, and profitability to performance of firms at The Indonesian Stock Exchange. (2) to determine the most influential variable on the performance of the firms. Hypotheses proposed in this research were: (1) Age, Scales, Financial Leverage, Profitability influences the performance of firms, (2) Age influences the performance of firms, (3) Scales influences the performance of firms, (4) Financial Leverage influences the performance of firms, (5) Profitability influences the performance of firms. Instrument of analysis employed in the research was multiple linear regression with t test and F test.The results of analyses of t test showed that profitability did not influence the performance of the firms. It was indicated by the value of computed t which was smaller than the value of t table. Meanwhile, the t test of age, scale and financial leverage indicated that the value of computed t > t table. It means that these variables (scale and financial leverage) influenced the performance of the firms. The F test showed that the independent variables of age, scale, financial leverage and profitability as a whole significantly influenced the performance of the firms. It was indicated by the calculated F > the value of F table, the value the age computed t which was smaller than the value of -t table..Based on the research results that age and profitability do not influence the performance of the firms, it is suggested that investors should not pay any attention to those variables. On the other hand, they should pay attention to the variables of scale and financial leverage. It is recommended that for further research should include longer periode of the sample.


2015 ◽  
Vol 3 (3) ◽  
Author(s):  
Imam Wibowo ◽  
Santi Putri Ananda

Purpose-To study the impact of the service quality and trust on customers loyalty of PT.Bank Mandiri,Tbk; Kelapa Gading Barat Branch. To improve the customers loyalty there are several factors that can influence them, such as service quality and trust. Methodology/approach-The research population was all customers PT.Bank Mandiri,Tbk;Kelapa Gading Barat Branch.According to the homogeneous population and based on the Gay and Diehl Theory, the samples taken were 50 people. Variables in this investigations consisted of: a).Independent Variables (exogenous): Service Quality (X1) and Trust (X2). b).The dependent variable (endogenous) Customers Loyalty (Y). Analysis tool being used is multiple linear regression which previously conducted validity and realiability. Findings-The result of investigations that service quality and trust simultaneously have a very strong contribution of 75,5% to the customers loyalty, and partially showed that service quality has significant and positive contribution to the customers loyalty of 64,8%. Partially, the trust variable has significant and positive contribution which amounted to 55,9% to the customers loyalty.


2020 ◽  
Vol 20 (3) ◽  
pp. 919
Author(s):  
Anju Galingging ◽  
Fery Xaverius Aritonang ◽  
Herlina Novita

The purpose of this study is to determine and analyze the effect of Liquidity, Leverage, Activity, and Profitability on Firm Value in the Consumer Goods Sector Listed on the Indonesia Stock Exchange for the period 2015-2018. This study uses a quantitative method with a desciptive type. The population of this study is the Consumer Goods Sector that is listed on the Indonesia Stock Exchange for the 2015-2018 period, as many as 50 companies. Sampling using purposive sampling and obtained a research sample of 60 samples from 15 sectors of consumer goods multiplied by 4 years. This research method uses multiple linear regression. The coefficient test results obtained from the Adjusted R Square value are 3.7%, which means that the variation in the Firm Value variable described by the independent variable is 96.3%. The research results simultaneously show that liquidity, leverage, activity, and profitability have no effect on firm value. Meanwhile, partially it shows that liquidity, leverage, and profitability have no and insignificant effect on firm value, but for the activity variable has a significant effect on firm value.


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