Machine learning has achieved remarkable performance in many domains, now it promising to solve manufacturing problems — a new ongoing trend of using machine learning in industrial applications. Dealing with the material order demand in manufacturing as time-series sequences, making unsupervised time-series clustering possible to apply. This study aims to evaluate different time-series clustering approaches, algorithms, and distance measures in material flow data. Three different approaches are evaluated; statistical clustering approaches; raw based and shape-based approaches and at last feature-based approach. The objectives are to categorize the materials in the supermarket (intermediate storage area to store materials before assembling the products) into three different flows according to their time-series properties. The experimental shows that feature-based approach is performed best for the data. A features filter is applied to keep the relevant features, that catch the unique characteristics from the data the predicted output. As a conclusion data type, structure, the goal of the clustering task and the application domains are reasons that have to consider when choosing the suitable clustering approach.

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One of the most critical issues impeding African American liberation today is the American education system, which overwhelmingly and disproportionately, negatively impacts African American youth. In defiance of the hegemonic system, African American adolescents have created alternative modes of expressing their native African sensibilities, connecting them back to traditional ancestral philosophy; one of the resulting cultural productions is Hip-Hop. The proceeding pages will offer a critical analysis of literature on Philosophy for Children (PFC/PWC), Africana Philosophy, and the use of Hip-Hop as a pedagogical tool in the classroom (CHHP), in order to discover connections between these three elements. The results showed significant similarities in the PFC/PWC and CHHP programs, supporting the hypothesis to develop a program incorporating both practices in the classroom as an alternative to Eurocentric pedagogy. Additionally this project creates space for future consideration of the connections between traditional Africana philosophy as praxis and Hip-Hop performance. / African American Studies

This dissertation critically examines the entrenched Western classical music paradigm in K-12 and higher education music programs and its impact on Black, Indigenous, and People of Color (BIPOC) students. Utilizing Critical Race Theory (CRT) (Delgado & Stefanic, 2017) and Culturally Relevant Pedagogy (CRP) (Ladson-Billings, 2022), the study explores how this dominance leads to epistemological and ontological imprisonment, marginalizing non-Western musical traditions and perpetuating cultural hegemony and systemic racism. Through qualitative peer research interviews with BIPOC university music education students, faculty members including the curriculum director, the research uncovers significant themes, including normalizing and cultural hegemony of Western classical music, the pressure to conform, resistance to pedagogical shifts, and structural barriers to implementing culturally sustaining pedagogies. Additionally, it highlights the duality and dialectical tension educators and students face navigating the dominant Western paradigm while striving to integrate diverse musical epistemologies. The dissertation passionately advocates for new possibilities in practice through transformative approaches to music education that honor students’ cultural backgrounds and challenge dominant narratives. The text suggests the need for changes in the curriculum, policies, and inclusive educational practices to better represent the diverse cultural backgrounds of all students. It offers practical recommendations for educators and institutions to create a fairer and

African curricular reforms indicate major inherent structural defects because only the contents of the curriculum were changed. As a result, the Western cultural influences embedded in the curriculum foundations are transmitted to the students, causing the curricular material to be irrelevant and unrelated to their culture and philosophy. The focus of this study was on making the basic education curricula relevant to the socio-cultural and structural context of the Gamo ethnic group of Ethiopia. The main aim of the study was to critically analyse how the indigenization approach is conceptualized and reflected in the policies and curricula, and in the implementation of the curricula at basic education level since the adoption of the 1994 Education and Training Policy, and to produce a model suited to indigenizing the basic education curricula for the Gamo ethnic group. To this end, the study employed a critical perspective to investigate the problem. The approach and design consists of a qualitative multiple case study. The country‟s constitutions, policies and strategies were treated as one case, while two cases, one from the Gamo Gofa Zone and another from the Addis Ababa City Administration, were treated similarly, so as to study the basic education curriculum planning and implementation process. The findings of the field study disclosed that the indigenization from the ethnic group‟s perspective has some strength, but major deficiencies. In order to keep the strengths up and avoid the weaknesses, a stand-alone indigenization approach, which calls for rooting the curriculum on indigenous foundations, theories, principles and ideas derived from the culture, and a blending approach, which allows for intercultural dialogue, were suggested as feasible. The researcher believes that this approach is an alternative that could contribute towards ensuring the relevance of the basic education curriculum for the Gamo ethnic group. A model which will assist in materialising the curriculum indigenization from the Gamo ethnic group‟s perspective was suggested. The salient features of the constitutional, policy and strategy provisions were outdone by their favour for a standardization approach. They will have to be revisited, either in favour of indigenization, or the standardization thesis, since these paradigms are opposite poles. / Curriculum and Instructional Studies / D. Ed. (Curriculum Studies)

This thesis examines the process applied by international tribunals for delimiting Exclusive Economic Zone (EEZ) and continental shelf boundaries under international law. Maritime delimitation is governed by articles 74 and 83 of the 1982 UN Convention on the Law of the Sea (UNCLOS), which are customary international law. However, owing to the vagueness of such legal provisions, international tribunals have been developing a standard process for delimiting maritime boundaries. The delimitation process has evolved significantly since the 1969 judgment of the International Court of Justice (ICJ) in North Sea Continental Shelf. The ICJ re-stated this process in its 2009 Black Sea judgment as being constituted of three stages: first, an equidistance line is provisionally drawn; second, this line is adjusted should relevant circumstances so require; third, the overall equitableness of the boundary is evaluated by assessing the proportionality between the length of the relevant coast and the marine areas appertaining to each state. This thesis analyses each stage of the delimitation process as re-stated in Black Sea. By way of introduction, chapter 1 outlines the relevant legal provisions and the historical evolution of the delimitation process through the jurisprudence of international tribunals. Chapter 2 discusses both the notions of the relevant coast and of the relevant area, and the practical methods for their identification. Since Black Sea, international tribunals have tended to identify the relevant coast and the relevant area prior to establishing a provisional equidistance line. Chapter 3 discusses the issues concerning the drawing of the provisional equidistance line. Chapter 4 examines relevant circumstances and the methods for adjusting an equidistance line. Chapter 5 discusses proportionality. Using doctrinal legal research methodologies, this thesis aims to assess the degree of consistency in the international tribunals’ application of the three-stage delimitation process. It argues that, while great leaps forward have been made since 1969, there is still a number of unresolved issues, in relation to which this thesis endeavours to provide some workable solutions.

African curricular reforms indicate major inherent structural defects because only the contents of the curriculum were changed. As a result, the Western cultural influences embedded in the curriculum foundations are transmitted to the students, causing the curricular material to be irrelevant and unrelated to their culture and philosophy. The focus of this study was on making the basic education curricula relevant to the socio-cultural and structural context of the Gamo ethnic group of Ethiopia. The main aim of the study was to critically analyse how the indigenization approach is conceptualized and reflected in the policies and curricula, and in the implementation of the curricula at basic education level since the adoption of the 1994 Education and Training Policy, and to produce a model suited to indigenizing the basic education curricula for the Gamo ethnic group. To this end, the study employed a critical perspective to investigate the problem. The approach and design consists of a qualitative multiple case study. The country‟s constitutions, policies and strategies were treated as one case, while two cases, one from the Gamo Gofa Zone and another from the Addis Ababa City Administration, were treated similarly, so as to study the basic education curriculum planning and implementation process. The findings of the field study disclosed that the indigenization from the ethnic group‟s perspective has some strength, but major deficiencies. In order to keep the strengths up and avoid the weaknesses, a stand-alone indigenization approach, which calls for rooting the curriculum on indigenous foundations, theories, principles and ideas derived from the culture, and a blending approach, which allows for intercultural dialogue, were suggested as feasible. The researcher believes that this approach is an alternative that could contribute towards ensuring the relevance of the basic education curriculum for the Gamo ethnic group. A model which will assist in materialising the curriculum indigenization from the Gamo ethnic group‟s perspective was suggested. The salient features of the constitutional, policy and strategy provisions were outdone by their favour for a standardization approach. They will have to be revisited, either in favour of indigenization, or the standardization thesis, since these paradigms are opposite poles. / Curriculum and Instructional Studies / D. Ed. (Curriculum Studies)

This dissertation is a nuanced study of ‘compassion’ in the context of the Pauline Letters. The Letters are considered within the socio/political context of imperial Rome. ‘Compassion’ is a complex emotion, therefore it has been necessary to include, in my analysis, cognate sentiments such as patience, kindness, gentleness, perseverance. As this is a semantic study the Greek-English Lexicon of the New Testament based on Semantic Domains, compiled by Louw and Nida (L-N), is used extensively. A dictionary provides a potential meaning, but it is the context of the sentence, the sentence within a larger unit of the text as a whole, considered within the prevailing social conditions, that influence meaning. This method reveals that Paul envisages ‘compassion’ as the means to establish communities, not enslaved by the values of ‘the world’, nor grasping things for themselves at the expense of others. In Paul, ‘compassion’ is expansive and inclusive, where the good of the whole community is valued. His paradigm is the sacrifice of Christ. / Religious Studies and Arabic / M. A. (Ancient Languages and Cultures)