Simple Linear Analysis Research Articles

Computational Oil-Slick Hub for Offshore Petroleum Studies

The paper introduces the Oil-Slick Hub (OSH), a computational platform to facilitate the data visualization of a large database of petroleum signatures observed on the surface of the ocean with synthetic aperture radar (SAR) measurements. This Internet platform offers an information search and retrieval system of a database resulting from >20 years of scientific projects that interpreted ~15 thousand offshore mineral oil “slicks”: natural oil “seeps” versus operational oil “spills”. Such a Digital Mega-Collection Database consists of satellite images and oil-slick polygons identified in the Gulf of Mexico (GMex) and the Brazilian Continental Margin (BCM). A series of attributes describing the interpreted slicks are also included, along with technical reports and scientific papers. Two experiments illustrate the use of the OSH to facilitate the selection of data subsets from the mega collection (GMex variables and BCM samples), in which artificial intelligence techniques—machine learning (ML)—classify slicks into seeps or spills. The GMex variable dataset was analyzed with simple linear discriminant analyses (LDAs), and a three-fold accuracy performance pattern was observed: (i) the least accurate subset (~65%) solely used acquisition aspects (e.g., acquisition beam mode, date, and time, satellite name, etc.); (ii) the best results (>90%) were achieved with the inclusion of location attributes (i.e., latitude, longitude, and bathymetry); and (iii) moderate performances (~70%) were reached using only morphological information (e.g., area, perimeter, perimeter to area ratio, etc.). The BCM sample dataset was analyzed with six traditional ML methods, namely naive Bayes (NB), K-nearest neighbors (KNN), decision trees (DT), random forests (RF), support vector machines (SVM), and artificial neural networks (ANN), and the most effective algorithms per sample subsets were: (i) RF (86.8%) for Campos, Santos, and Ceará Basins; (ii) NB (87.2%) for Campos with Santos Basins; (iii) SVM (86.9%) for Campos with Ceará Basins; and (iv) SVM (87.8%) for only Campos Basin. The OSH can assist in different concerns (general public, social, economic, political, ecological, and scientific) related to petroleum exploration and production activities, serving as an important aid in discovering new offshore exploratory frontiers, avoiding legal penalties on oil-seep events, supporting oceanic monitoring systems, and providing valuable information to environmental studies.

Pengaruh Burnout terhadap Komitmen Organisasi pada Generasi X dan Y

Organizational commitment is an important aspect that must be considered by organizations. Because, employees with good organizational commitment will work hard to help the organization achieve goals. Today's world of work is dominated by generations X and Y, each of these generations has unique characteristics that are likely to affect organizational commitment, such as employee burnout resulting from high work demands. The purpose of this study was to determine the effect of burnout on organizational commitment in generation X and Y employees. This study used a quantitative approach with a simple linear regression test analysis used to determine how much influence the burnout variable had on organizational commitment

Efficient Algorithm for Distinction Mild Cognitive Impairment from Alzheimer’s Disease Based on Specific View FCM White Matter Segmentation and Ensemble Learning

Purpose: Alzheimer's Disease (AD) is in the dementia group and is one of the most prevalent neurodegenerative disorders. Approximately 50 million people were affected in 2018, and that number is expected to triple by 2050. Several demographic properties, neuroimaging such as MRI, functional MRI (MRI), neuropsychiatric symptoms, and cognitive abilities are used to predict AD. Between existing characteristics, White Matter (WM) is a known marker for AD tracking, and WM segmentation in MRI based on clustering can be used to decrease the volume of data. Many algorithms have been developed to predict AD, but most concentrate on the distinction of AD from Cognitive Normal (CN), and fewer on the distinction of AD from Mild Cognitive Impairment (MCI), which has an important position in AD progression. In addition, there are not efficient algorithms with low computational costs and sufficient features in clinical use.
 In this study, we provided a new, simple, and efficient methodology for classifying patients into AD and MCI patients and evaluated the effect of the view dimension of Fuzzy C means (FCM) in prediction with ensemble classifiers. This work was based on the segmentation of WM and extracting two groups of features.
 Materials and Methods: We proposed our methodology in three steps; first, segmentation of WM from T1 MRI with FCM according to two specific viewpoints (3D and 2D). In the second step, two groups of features are extracted: approximate coefficients of Discrete Wavelet Transform (DWT) with three-level decomposition and statistical (mean, variance, skewness) features. In the final step, an ensemble classifier that is constructed with three simple classifiers, K-Nearest Neighbor (KNN), Decision Tree (DT), and Linear Discriminant Analysis (LDA), was used to distinguish MCI from AD.
 Results: The proposed method has been evaluated by using 1,280 slices (samples) from 64 patients with MCI (32) and AD (32) of the ADNI dataset. The best performance is for the 3D viewpoint, and the accuracy, precision, and f1-score achieved from the methodology are 94.22%, 94.45%, and 94.21%, respectively, by using a ten-fold Cross-Validation (CV) strategy.
 Conclusion: The experimental evaluation shows that WM segmentation increases the performance of the ensemble classifier; moreover, the 3D view FCM is better than the 2D view. According to the results, the proposed methodology has comparable performance for the detection of MCI from AD. The low computational cost algorithm and the three classifiers for generalization can be used in practical application by physicians in pre-clinical.

Pengaruh Komunikasi Interpersonal Terhadap Kinerja Karyawan Pada Rumah Sakit Mulyasari Jakarta

The purpose of this study was to determine the effect of interpersonal communication on employee performance at Mulyasari Hospital, JakartaThis study uses a quantitative descriptive method with data collection techniques through distributing questionnaires, and library data. In this study, the sample used was 47 employees of Mulyasari Hospital, using a simple linear regression data analysis technique.The results of this study indicate that there is influence between variables interpersonal communication to variables employee performance At the Jakarta Mulyasari Hospital because the calculated t value of 7.091 is greater than the t table value of 2.012 so that H1 is accepted and the t calculated value lies in the area of rejection of H0 or H1 accepted. Then variables interpersonal communication have a positive influence strong r value of 0,726 (located in the correlation coefficient interval 0.60-0.799) and has a contribution of52,8% on the effective work variable, while the rest is equal to47,2% influenced by other factors. Furthermore, it can be known that the regression equation that can be used to predict that is Y’ =12,760 + 0,786X

Pengaruh Video Influencer Di Sosial Media Terhadap Keputusan Pembelian Produk Perawatan Tubuh Pada Mahasiswa Politeknik Bisnis Indonesia

The development of social media platforms encourages companies to develop marketing strategies on various social media platforms. One of the marketing strategies is done by using influencers. This study aims to determine the effect of video influencers on purchasing body care products for students of the Pematang Siantar Indonesian Business Polytechnic. This type of research is quantitative research with a sample of 173 respondents. The sample is all active students of the Indonesian Business Polytechnic who use body care products. The data is collected and then tested on the validity, reliability, classic assumption, and normality tests. The analysis technique uses simple linear analysis with the help of SPSS. The results of the study show that there is a significant positive influence from video influencers on purchasing decisions for body care products. The effect of Video Influencers is 41.5%, while the remaining 58.5% is influenced by other variables not examined in this study, such as price variables, price discounts, influencers used, and others.

Role of moderate financial literacy as the influence of lifestyle on consumption behavior in senior high school students

<span lang="EN-US">This study aims to determine how moderation of financial literacy affects lifestyle on consumptive behavior in high school students in the Special Region of Yogyakarta. This research was conducted with a quantitative technical approach through causal associative research. Collecting data using a questionnaire questionnaire distributed in 3 high schools in the city of Yogyakarta. The research subjects were high school students consisting of 115 respondents. The results of the study show that there are problems with students' shopping behavior that leads to a consumptive lifestyle and financial literacy variables as a moderator in this study. with simple linear regression data analysis method and Moderated Regression Analysis (MRA) test. The results of the partial calculation show that the T-count has a number that is greater than the T-table with a T-count of 5.935 and a T-table of 1.981 with a tig sig of 0.000 <0.05 and a regression coefficient of 0.357, which means that lifestyle has a significant influence on consumptive behavior of class XI students of SMA Yogyakarta. The results of calculations using multiple linear regression analysis obtained that tcount is greater than ttable 5,640>1,960 with a sig value. 0.004 <0.05 so that it can be said that the financial literacy variable strengthens the lifestyle variable on the consumptive behavior of the eleventh grade students of SMA Yogyakarta.</span>

Exercise motivation and body image in middle-aged women

Middle-aged women do various ways to get an ideal body posture, one of which is by exercising. This study aims to determine the relationship between motivation to exercise and body image of middle-aged women. This research is correlative quantitative research. Middle-aged women at Mahkota Gym Prabumulih, totaling 105 people, participated in this study. The sampling technique used in this study was purposive sampling with 3 characteristics: middle-aged women aged 35-50 years, weighing more than 50 kgs, and regularly attending gymnastics classes at least once a week. The collection technique used body image scales and exercise motivation. This study uses a simple linear regression test analysis technique. Based on the results of data analysis, there is an influence of exercise motivation on body image. The contribution value of exercise motivation with body image is 21.5%. There is still a 78.5% influence from other factors related to body image that is not involved in this study, so it can be concluded that there is a very significant influence between exercise motivation on body image in middle-aged women at Mahkota Gym Prabumulih

PENGARUH TANGIBLE TERHADAP LOYALITAS PELANGGAN DI AULINA LAUNDRY BATAM

This research aims to determine the effect of tangible on customer loyalty at Aulina laundry Batam. The research method used is a quantitative research method. The data collection technique used is a survey technique with research instruments in the form of a questionnaire. The sample used was based on the slovin formula from a population of 297 and a sample of 84 customers from the entire population who were considered to represent the research data. Data analysis used quantitative descriptive analysis and simple linear analysis. The results of the research show that all statement items are valid and reliable. Hypothesis testing shows the significance value of the coefficients table, obtained T count 0.000 > 0.05 also the distribution list and a real level of 5% obtained Tcount 6.694 > T table 1.989 stating Ha is accepted Ho is rejected. The R2 test shows that the tangible variable has an effect of 0.604 or 60.4% on customer loyalty, the remaining 39.6% is influenced by other variables. So it can be concluded that the tangible variable (X) has a significant effect on customer loyalty (Y).

PENGARUH KINERJA PETUGAS APRON MOVEMENT CONTROL (AMC) TERHADAP KEDISIPLINAN KERJA PETUGAS GROUND HANDLING DI APRON BANDAR UDARA INTERNASIONAL ADI SOEMARMO BOYOLALI

ABSTRACT, The achievement of the achievement of a particular job is a form of a performance. Thus, work performance is the stage of work achievement by an individual in an organization. Some of the cases that have occurred at Adi Soermarmo Boyolali International Airport, one of which is negligence by Ground Handling officers, namely, the lack of awareness of Ground Handling officers in using PPE (personal protective equipment) so that there needs to be disciplinary action and the role of AMC officers to always behave decisively when there is an act violations committed by Ground Handling officers in order to anticipate unwanted things. The purpose of this study was to determine the effect of the performance of AMC officers and how much influence the performance of AMC officers had on the discipline of Ground Handling officers. This study uses one independent variable, namely the performance of AMC officers and one dependent variable, namely the discipline of Ground Handling officers. The method in this study is a quantitative descriptive method, while the sampling technique in this study is non-probability sampling. Collecting data using questionnaires and observation methods. In analyzing the instrument data used is the test of validity and reliability. To test the hypothesis of this study using simple linear regression data analysis, determination test, and t test. The results of the research show that the indicators in this study are valid and reliable. In the hypothesis test, the effect of the performance of AMC officers has a positive and significant influence on the work discipline of Ground Handling officers at Adi Soemarmo Boyolali International Airport Apron. The results of the determination test in this study obtained a determinant value of 0.699 which means that the magnitude of the influence of the performance variable of AMC officers (X) on the work discipline variable of Ground Handling officers (Y) is 69.9%.

Vascular Surgery Training Positions and Applicant 10-Year Trends with Consideration for Further Expansion

There is a significant shortage of vascular surgeons in the United States and projections for these practicing surgical specialists continue to worsen. Annual appraisal of our workforce recruitment and growth is imperative. Retrospective data were analyzed using the National Resident Matching Program from 2012-2022 applicant appointment years (specialty code for vascular surgery 450). Simple linear trend analysis was performed for the number of positions available and the number of applicants, stratified by fellowship or residency. Over the 10-year study period, the total vascular surgery trainee positions expanded from 161 to 202. Integrated residency positions increased (41 positions in 2012 vs. 84 in 2022) while available fellowship positions remained stagnant (120 in 2012 vs. 118 in 2022). Total applicants rose as well, from 213 to 311. In 2022, unmatched applicants have increased for both paradigms (25 fellowship and 84 residency applicants) and 100% of programs filled. On average, the number of residency positions offered increased by 4 each year (P<0.0001) and the number of fellowship positions increased by 0.5 each year (P=0.1617). The number of integrated residency applicants increased by approximately 9 per year (P=0.001), while the number of fellowships applicants increased by approximately 1.5 per year (P=0.121). Applicants for both vascular tracks have increased since 2012 indicating successful recruitment; however, all 2022 programs filled, leaving many applicants unmatched. Residency positions have continued to expand while fellowship positions have not. With the demonstrated surge among applicants, the disproportionate lack of increasing training positions, and the existing shortage of vascular surgeons, there is an urgency to meet the increasing demand. A concerted effort should be made toward adding additional residency and fellowship positions where feasible.

PENGARUH SENSE OF BELONGING TERHADAP KESADARAN LINGKUNGAN MASYARAKAT SEKITAR WISATA PANTAI TLANGOH KECAMATAN TANJUNG BUMI KABUPATEN BANGKALAN

This study aims to describe the influence of a sense of belonging to the environmental awareness of the community around Tlangoh Beach tourism, Tanjung Bumi District. This study uses a causality quantitative approach. The number of subjects in this study were 100 respondents who are the people around the Tlangoh Beach tourism area, Tanjung Bumi District, which were obtained through a quota sampling technique. The instruments used in this study are the sense of belonging scale based on the theory of Hagerty and Patusky (1995) and the environmental awareness scale based on the theory of Partanen-Hertell et al (1999) and developed by Kokkinen (2013). This study used a simple linear regression test analysis in which the results obtained showed that there was a sense of belonging to the environmental awareness of the community around Tlangoh Beach tourism, Tanjung Bumi District, in the strong category (r = 0.734; p &lt; 0.05). Meanwhile, the effective contribution of the sense of belonging variable to environmental awareness is 53.9% while the remaining 46.1% is influenced by other factors.

THE EFFECT OF LEARNING INDEPENDENCE ON CLASS XI ACCOUNTING STUDENTS’ LEARNING OUTCOMES IN THE TRADING COMPANY ACCOUNTING SUBJECT AT SMK BINA PROFESI PEKANBARU

This paper discusses the effect of independent learning on class XI accounting students’ learning outcomes in the learning subject of trading company accounting at SMK Bina Profesi Pekanbaru. The research uses a type of quantitative descriptive research. The sample was 32 accounting students from class XI in the academic year 2022/2023. Data were collected through questionnaires and documentation, which were subsequently analyzed through simple linear regression data analysis techniques and the coefficient of determination. The results indicate that independent learning had a positive and significant effect on learning outcomes with an effect of 40.9% and the rest was influenced by other factors, which were not discussed in the research like students’ motivation. Thus, it can be concluded that students’ learning outcomes will increase if there is independent learning carried out by the students themselves. Hence, it is expected for teachers to improve student’s learning outcomes by concerning more on increasing the independence of the students themselves.

The Influence of the Principal's Leadership Style on Increasing Teacher Performance at SMK Negeri 1 Tulung Selapan

This study aims to investigate how the influence of the principal's leadership style on teacher performance at SMK NEGERI 1 Tulung Selapan. The sample used in this study was 55 respondents. Data collection techniques using questionnaires, interviews, documentation. The analysis used was by testing the reliability data, t-test, correlation, hypotension test, simple linear test, correlation coefficient test (r), coefficient of determination (r2). The results of the study prove that the Leadership Style affects teacher performance by 29.54%. R Square of 0.141 or 14.1% indicates that the variable of teacher performance that can be explained by leadership style is 14.1% while 0.859 or 85.9% is explained by other factors not explained by this study. Based on the results of a simple linear analysis of Leadership Style on Teacher Performance, the constant value (a) is 21.082 and the Leadership Style (X) has a regression coefficient of 0.268 so Y = 21.082 + 0.268X, thus Y = 21.35.

Pengaruh Penerimaan Pajak Restorant Terhadap Pendapatan Asli Daerah Di Kota Medan

his study aims to test whether the restaurant tax has an effect on the original income of the city of Medan. The research method used in this research is associative research method with sample selection using purposive sampling with a sample of 10 samples. The type of data used in this study is quantitative data in the form of numbers from reports on the realization of restaurant tax revenues and local revenue. With primary and secondary data. Data processing was carried out using the Statistical Package for Social Science (SPSS) Vers program. 20 to process the data using the data analysis test method, simple linear analysis test and hypothesis test using T test, F test, and the coefficient of determination. The t-test is used to determine whether the Restaurant Tax has an individual (partial) effect on having a significant relationship or not on Regional Original Income. For the criteria, the t test is carried out at the level of = 0.05 with the t value for n = 5 – 2 = 3 is 1.869. For this reason, tcount = -2.353 and ttable = 1.869. The value of Adjusted R Square (R2) or the coefficient of determination is 0.538. This figure identifies that Local Original Income (dependent variable) can be explained by Restaurant Tax (independent variable) of 0.07%, while the remaining 0.07% is explained by other factors not examined in this study. So that it can be seen that the level of correlation is in the low category.

PENGARUH CITRA MEREK TERHADAP KEPUTUSAN PEMBELIAN PRODUK KECANTIKAN MS GLOW (STUDI KASUS PADA KONSUMEN WANITA DI DESA TEGALHARJO KABUPATEN BANYUWANGI)

This study aims to determine the significant influence of the brand image of MS Glow beauty products on purchasing decisions of female consumers in Tegalharjo Village, Banyuwangi Regency. This research was conducted by correlational quantitative method using simple linear analysis method. The data collection method used in this study is a closed questionnaire method with a Likert scale, interviews and literature study. The results showed significant results, namely the brand image variable can influence purchasing decisions by 70.6%, the remaining 29.4% is influenced by other variables not examined in this study.

Pemanfaatan Teknologi Informasi dan Pengaruhnya Terhadap Kinerja Pelaku Usaha Kecil Menengah di Kota Padang

The development of rapid technology has affected all facets of life, as well as in the business wold, including small and medium enterprises. However, not all small and medium enterprises are able to maximize the use of information technology. For that we need to see how the actual use of information technogy and its impact n small and medium enterprises in the city of Padang.&#x0D; The object of research is chosen in this study is the small and medium enterpreneurs in the city of padang in accordance with the domicile researchers. Samples were 30 taken by using a convenience sampling technique with criteria small and medium enterprises enterpreneurs engaged in trade of food industri like restaurant business, snack businesses and others.&#x0D; Based on the results of the study, obtained the following regression equation : Y = 15.851 + 0.437 X. Based on the analysis of the use of inpormation technology variable effect on the performance of small and medium enterprises in the city of Padang. Because the analysis of data wiht a simple linear analysis of knomn significance value of 0,000 and significance value is less than the alpha of 0,05. Thus it can be concluded that the use of information technology has a positive effect n the performance of small and medium businesses.

The Influence of Experiential Marketing on Tourism Visitor Satisfaction In Tanjung Sakti (Sindang Panjang Agrotourism and Warm Water)

This study aims to determine whether there is an influence of Experiential Marketing on Visitor Satisfaction and to find out how much the Experiential Marketing Variable has on Visitor Satisfaction in Tanjung Sakti Tourism in Sindang Panjang and Air Warm Agrotourism. This study uses an associative research method with a quantitative approach. There are two variables used in this study, namely Experiential Marketing (X) and Visitor Satisfaction (Y). This data collection was obtained by distributing questionnaires to Tanjung Sakti Tourism Visitors at Sindang Panjang and Air Warm Agrotourism. The sample used in this study was 100 respondents using Simple Linear Statistical Analysis and Sampling techniques. The results of the Simple Linear Regression Analysis Test in this study indicate that Experiential Marketing has a positive effect on visitor satisfaction. It can be seen from the Simple Regression Analysis, namely: Y = 0.798 + 0.475. Which is a constant value of 0.798, the regression coefficient value of Experiential Marketing has a positive effect, which means that if the Experiential Marketing Strategy increases by one unit, visitor satisfaction will increase by 0.475 units. The Experiential Marketing Strategy has a significant effect on Visitor Satisfaction which can be seen from the results of the t-test where the significant value is 0.000, which means it is smaller than 0.05 so the hypothesis is accepted.

E–RECOVERY SERVICE QUALITY TERHADAP E-LOYALTY PELANGGAN GOFOOD BANDUNG

It is necessary to know the application of E-Recovery Service Quality to understand E-Loyalty for Gojek customers, GoFood Features. Loyal customers or regular customers, will make the business continue to survive because loyal customers feel comfortable with certain products, so they will repeatedly make purchases.The survey method is the method used in this study and the sampling technique is purposive sampling. This type of research is descriptive and quantitative verification. The population in this study were Gojek GoFood Feature customers in the city of Bandung with a sample size of 100 respondents. The data analysis method used is simple linear analysis to analyze the effect of E-Recovery Service Quality on E-Loyalty.The test results show that E-Recovery Service Quality has a significant effect on E-Loyalty for Gojek GoFood Feature customers with a t value of 8.149. Value of t table &lt; t count or 1.966 &lt; 8.149 with a significance value &lt; 0.05, namely 0.000 &lt; 0.05.The beta coefficient value is 0.546, which means that E-Recovery Service Quality can explain E-Loyalty of 54.60% or states that every change of one unit of E-Recovery Service Quality can result in a change in E-Loyalty of 54.60%. The discussion and recommendations given are all written in this article.

Pengaruh Inovasi Produk Terhadap Kinerja Usaha Industri Kerajinan Rotan Kota Pekanbaru

This study aims to determine product innovation, business performance and the influence of product innovation on business performance in the rattan work industry in Rumbai District, Perkanbaru City. This research uses a type of quantitative descriptive research. This study uses a quantitative descriptive method. The data collection technique used was distributing questionnaires and conducting direct interviews with respondents. The population in this study were rattan craftsmen in Rumbai District with 36 people, while the sample was taken using a census. Data analysis was performed using simple linear regression statistical analysis. The results of research on the rattan work industry in Rumbai District, Pekanbaru City, show that product innovation is not good, business performance is not good. The product innovation variable (X) has a positive and significant effect on the business performance (Y) of the rattan handicraft industry in Rumbai District, Perkanbaru City.

Pengaruh Digital Marketing Terhadap Brand Awareness:

Nowadays the era of information technology makes many things easy to do in the digital world, including in marketing products and searching for products. Digital marketing can be used as the main option in supporting business activities for business people. Social media is used by consumers to find information about a product that is needed or desired. Accuracy in utilizing digital marketing through social networks (social media) is able to build consumer confidence in the products being marketed. This marketing strategy is also used to build brand awareness among consumers. This study examines the effect of digital marketing on the formation of consumer brand awareness using quantitative and qualitative tests. Quantitative data was collected using a sampling technique where respondents knew and had transacted at the Chicken Coop Restaurant. The data analysis technique in this study used SPSS Version 25 software. Based on the results of a simple linear test analysis, it was found that Digital Marketing had a positive and significant effect on Brand Awareness. Qualitative test by conducting interviews with six respondents, it was concluded that digital marketing has an influence on brand awareness.