Christina B Azodi, Emily Bolger, Andrew McCarren, Mark Roantree, Gustavo de Los Campos, Shin-Han Shiu
{"title":"Benchmarking Parametric and Machine Learning Models for Genomic Prediction of Complex Traits.","authors":"Christina B Azodi, Emily Bolger, Andrew McCarren, Mark Roantree, Gustavo de Los Campos, Shin-Han Shiu","doi":"10.1534/g3.119.400498","DOIUrl":"10.1534/g3.119.400498","url":null,"abstract":"<p><p>The usefulness of genomic prediction in crop and livestock breeding programs has prompted efforts to develop new and improved genomic prediction algorithms, such as artificial neural networks and gradient tree boosting. However, the performance of these algorithms has not been compared in a systematic manner using a wide range of datasets and models. Using data of 18 traits across six plant species with different marker densities and training population sizes, we compared the performance of six linear and six non-linear algorithms. First, we found that hyperparameter selection was necessary for all non-linear algorithms and that feature selection prior to model training was critical for artificial neural networks when the markers greatly outnumbered the number of training lines. Across all species and trait combinations, no one algorithm performed best, however predictions based on a combination of results from multiple algorithms (<i>i.e.</i>, ensemble predictions) performed consistently well. While linear and non-linear algorithms performed best for a similar number of traits, the performance of non-linear algorithms vary more between traits. Although artificial neural networks did not perform best for any trait, we identified strategies (<i>i.e.</i>, feature selection, seeded starting weights) that boosted their performance to near the level of other algorithms. Our results highlight the importance of algorithm selection for the prediction of trait values.</p>","PeriodicalId":31358,"journal":{"name":"ILIRIA International Review","volume":"8 1","pages":"3691-3702"},"PeriodicalIF":2.6,"publicationDate":"2019-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6829122/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73042877","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Dr.Sc. Marija Midovska Petkoska, Dr.Sc. Snezana Mojsovska, Dr.Sc. Dragica Odzaklieska
{"title":"Financial Perspective in the System for Measuring Organizational Performance – Case Study Food Industry in Republic of Macedonia","authors":"Dr.Sc. Marija Midovska Petkoska, Dr.Sc. Snezana Mojsovska, Dr.Sc. Dragica Odzaklieska","doi":"10.21113/IIR.V9I1.474","DOIUrl":"https://doi.org/10.21113/IIR.V9I1.474","url":null,"abstract":"Systems for measuring and managing organizational performance are designed to help managers in this complex business environment. Organizational performance as a category must be considered from multiple perspectives. Today, most of the designed systems for measuring organizational performance have an integrated and balanced approach to the measurement. They incorporate multiple perspectives for measuring. This is primarily due to the multidimensionality of the concept. The financial perspective is one of the most important perspectives in any system for measuring organizational performance. This perspective was the only one perspective for measuring performance in the past. That's why it still has the primacy among other perspectives today. The main aim of this paper is to research the role of the financial perspective in the systems for measuring organizational performance, with special accent on the designed adaptable system for measuring organizational performance in the companies of food industry in the Republic of Macedonia. The paper continuous to research the most common Key Performance Indicators used by the companies in this industry when it comes to financial perspective. In the end the paper researches the relationships between selected indicators.","PeriodicalId":31358,"journal":{"name":"ILIRIA International Review","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42322166","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Why should National Economies be Based on Clusters - Positive and Negative Sites","authors":"Dr.Sc. Goce Markoski","doi":"10.21113/IIR.V9I1.479","DOIUrl":"https://doi.org/10.21113/IIR.V9I1.479","url":null,"abstract":"The subject of research on this paper is the clusters and their contribution to the development of the innovation of national economies. They have been identified as one of the pillars for their rapid economic development. The relevance of the research on the innovation aspect of clusters, the development of the national economy both in the Republic of Macedonia and among the EU Member States stems from the role of clusters in overcoming economic problems on the one hand, as well as facilitation of the private initiative, acceleration of economic growth and the improvement of employment opportunities as factors of the economic development of countries on the other. In conditions of globalization of the world economy, the issue of developing the competitiveness of businesses and their contribution to national economies, is creating conditions for developing the private sector by providing favourable business climate and eliminating administrative and bureaucratic obstacles, is raised. The survey, conducted through data analysis in EU member states, confirmed the assumptions of the great importance and potential of clusters for the national economies of the EU member states.","PeriodicalId":31358,"journal":{"name":"ILIRIA International Review","volume":"9 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41458938","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Ethnic Dimension in Kosovo, Security and its Consequences in Transition","authors":"Ma. Genc Mekaj, Ma. Kreshnik Aliaj","doi":"10.21113/IIR.V9I1.482","DOIUrl":"https://doi.org/10.21113/IIR.V9I1.482","url":null,"abstract":"Historically, the inter-ethnic conflict in Kosovo has been made for its territory. Both sides, Serbs and Albanians, have voiced allegations of history and ethno-demography to justify their supposedly exclusive right over this ethnically mixed territory. According to the London Conferences (1912-13), Versailles (1919) and Paris (1946) and against the free will of its Albanian population, Kosovo has become part of Yugoslavia. After the Second World War with the establishment of Communist Yugoslavia Kosovo Albanians were given a degree of autonomy within the framework of Serbia. After the dissolution of Yugoslavia in 1991, the Kosovo Albanian population organized a referendum in which independence was elected. On the other hand, Serbian authorities insisted on Kosovo's constitutional status as an integral part of Serbia. Kosovo represents important challenges and also the opportunity to fulfill human rights guarantees and promises of international co-operation. Where ethnic tensions and violence share societies, as is the case with Kosovo, respect for minority rights promotes conditions for political, social, and peace stability. In such societies, different national, ethnic, religious and linguistic groups have the opportunity to live together, communicate effectively and understand the value of differences between themselves and cultural diversity in their societies.","PeriodicalId":31358,"journal":{"name":"ILIRIA International Review","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45068672","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Muddles in Pentatonic Likert-type scale: Accuracy Cost in Psychometric Measurements for Small Enterprise Development","authors":"Dr.Sc. Francis Okumu Omillo","doi":"10.21113/IIR.V9I1.476","DOIUrl":"https://doi.org/10.21113/IIR.V9I1.476","url":null,"abstract":"Likert-type scale is ordinal, hence not compatible with parametric techniques. Disregard of this fact causes flawed research outputs. Enterprises get themselves in precarious situations as ultimate consumers flawed outputs. This paper is motivated by the dearth desire by entrepreneurs to make accurate and valid decisions harvested from a dependable measurement scale. Identifying the pitfalls of Likert-type scale and remedies to address the weaknesses, form the objectives of the study. The study is anchored on the Classical Test and Generation theories. Reviewing literature and from own personal experiences in assessing students’ thesis at university level in Kenya found traditional pentatonic Likert-type scale highly favored by most young researchers in enterprise development. The researchers treated the Likert scale outputs as interval data. Consequently most of them got wrong inferential techniques and findings. This study suggests transformation of ordinal data into binary data, interval or ratio before going into parametric analysis. Secondly, increase the number of points on the Likert scale, preferably to seven (7) to enhance reliability, validity, discriminating power and respondent preferences. Thirdly, adopt newest models of Likert type scale, that is; novel fuzzy Likert scale, phrase completion scale and two-stages Likert scale for measuring direction and intensity dimensions seperately. Finally, Likert type scale could be improved by Rasch analysis, too. The findings and suggestions of the study are relevant for researchers in both academic, clinical and enterprise development for attainment of the Kenya Vision 2030 .","PeriodicalId":31358,"journal":{"name":"ILIRIA International Review","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48553680","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Sandžak Between Interculturalism and Multiculturalism","authors":"Dr.sc. Harun Hadzic","doi":"10.21113/IIR.V9I1.485","DOIUrl":"https://doi.org/10.21113/IIR.V9I1.485","url":null,"abstract":"Building a multicultural society is one way of finding a Vivendi mode for resolving the national status of autochthonous peoples, minorities, minority communities or minority groups in the country, without conflict and war. In such a society, these peoples and groups exercise their right to resolve their political status, their economic, cultural and social development through constitutional possibilities, through international documents, all through various democratic mechanisms - referenda, agreements, etc. In that way they regulate their right to internal-internal, and sometimes external-external self-determination, and thus acquire certain elements of their international legal subjectivity. In this paper, we want to make some clarifications on the construction and functioning of a multicultural and / or intercultural society, using the research of the author Andrea Semprini and his book on Multiculturalism in the United States, with the intention that this may serve as an instructive practical-theoretical example of solving similar problems in our former Yugoslav - above all, the Sandžak area.","PeriodicalId":31358,"journal":{"name":"ILIRIA International Review","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47976141","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Adriatic Coast and Tourist Potentials in the Lagoon Ecosystems","authors":"Dr.Sc. Mirela Tase, Dr.Sc. Arjeta Hallunovi","doi":"10.21113/IIR.V9I1.488","DOIUrl":"https://doi.org/10.21113/IIR.V9I1.488","url":null,"abstract":"The Adriatic coast is characterized by the presence of a highly diversified lagoon system. That is considered to be a high tourism potential and a basis for a more sustainable development of the economy of the area in which they are found. Changes of sea level rise on the Adriatic coast lagoon prominently displayed on the change of biodiversity. Besides the natural factors in this lagoon as well as all other lagoons of the Adriatic coast it feels a lot during the last 60 years of pressure from human society itself. In the dynamics of the waters of the Patok lagoon play a major role in hydrological processes of climate (the arrival of water through tides, increasing during heavy autumn, winter flooding, evaporation process of the wind, etc.), which raise or lower the level water in the lagoon creating this process through channels connecting the Patoku sea. The study aims to identify the values of this wetland complex located in the coastline and is identified as a region in a critical condition and vulnerable to climate change. Here, it can be successfully develop several types of tourism: the creative and ecological. The chaotic urbanization and the problems that derive from it, have arisen massive violation of environmental balance, associated with environmental, social and demographic problems. The paper, it is based on a multi-year work to show their biodiversity values, as well as the measures needed to be taken in order to build the tourism sector","PeriodicalId":31358,"journal":{"name":"ILIRIA International Review","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48920286","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"St. Augustine’s Confessions vs. Aristotle’s Physics: Two Rival Conceptions of Time in the History of Western Thought","authors":"Martha Husain","doi":"10.21113/IIR.V9I1.487","DOIUrl":"https://doi.org/10.21113/IIR.V9I1.487","url":null,"abstract":"This paper investigates the two competing ways to conceptualize time in the history of Western thought. There is one which is called phenomenological and the other which is called cosmological. Former is primarily grounded in St. Augustine’s Confessions whereas the latter had its historical source in Aristotle’s Physics . This investigation had its motivation in Paul Ricoeur’s project of Time and Narrative . The main object of this investigation is three-fold. Firstly, it will be argued that neither of the two competing conceptions could be derived from the other. Secondly, none of these two can refute the other. Finally, they are not mutually exclusive, for both of them presume basic theses from one and another. During the pursuit of this threefold-object, it will be become amply clear that cosmological time is the time of nature and phenomenological time is the time of human world or human action. This will help achieve the purpose of this study which is also three-fold: to build an argument towards proposing a critique of human reason that claims autonomy over tradition as discourse, and develop a case against the distinction between natural and human sciences, i.e., social sciences, arts and humanities; inasmuch this distinction requires that there are two separate worlds, the world of man and the world of nature, or that one of them has superiority over other. No solution to the impasse or aporia of time will be proposed, and correspondingly no solution to the problem of exact relationship between natural and human sciences will be recommended. But only an indication towards a possibility of such a solution will be made.","PeriodicalId":31358,"journal":{"name":"ILIRIA International Review","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48924468","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Gender Difference: Decision Making in Agricultural Production in Yayo District, South-Western Ethiopia","authors":"Ma. Gudina Yadeta, Dr.Sc. Gudina Abashula","doi":"10.21113/IIR.V9I1.475","DOIUrl":"https://doi.org/10.21113/IIR.V9I1.475","url":null,"abstract":"Recently, gender differences in agriculture have caught attention of many scholars and researchers. The objective of this paper is to analyze women’s and men’s access to and decision making over productive resources in Yayo district with the intension of identifying gaps between them in terms of equity and equality. To meet the above mentioned objective, a cross sectional survey design was employed with a mixed research approach of data collection and analysis. Both primary and secondary data were gathered. Among 17 kebeles that are found in Yayo district, Witate and Hamuma were selected purposively. Among the total 2060 husbands and wives who live together, 324 of them were picked randomly by using Raosoft sample size determination formula. Household survey, key informant interview, and focus group discussions were used as methods of data collection. Descriptive statistics and chi-square were used as quantitative methods of data analysis where as thematic analysis was used as a qualitative method of data analysis. Findings from descriptive statistics showed decision making on when and how to prepare land, what to grow, fertilizer utilization, and when to harvest were dominantly decided by men. Insufficient well among the users of drinking water impeded other activities because women stay long hours to access to drinking water. This calls for the designing of effective interventions to address the problems of quality water service provision.","PeriodicalId":31358,"journal":{"name":"ILIRIA International Review","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45494695","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Building Sustainable Peace in International Relations - Dispute Settlement in WTO","authors":"Dr.Sc. Xhemail Çupi, Dr.Sc. Fisnik Muça","doi":"10.21113/IIR.V9I1.481","DOIUrl":"https://doi.org/10.21113/IIR.V9I1.481","url":null,"abstract":"In the absence of permanent utopian peace due to differences and certain interests emerging between states, disagreements between states are a frequent phenomenon that characterizes the international arena, so during the human history, there have been continuous efforts that have affirmed the resolution of disputes between states on a peaceful way. If so far, there are only two ways of resolving disputes: juristic and political measures, then the peaceful resolution of international disputes is a field that can be studied in several ways: in the juristic aspect of various acts of international character, respectively international conventions; in the diplomatic aspect of the practice of resolving different disagreements by peaceful means, as well as in economic terms, which implies the settlement of disputes that may arise between States from the competent WTO bodies, thus maintaining international peace and stability belongs to trade issues, which will be even more detailed study of our research.","PeriodicalId":31358,"journal":{"name":"ILIRIA International Review","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44246335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}