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A Study on Methods to Prevent Pima Indians Diabetes using SVM

  • YOU, Sanghyuck;KANG, Minsoo
    • Korean Journal of Artificial Intelligence
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    • v.8 no.2
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    • pp.7-10
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    • 2020
  • In this paper, a study was conducted to find main factorsto Pima Indians Diabetes based on machine learning. Diabetes is a type of metabolic disease such as insufficient secretion of insulin or inability to function normally and is characterized by a high blood glucose concentration. According to a situation report from WHO(World Health Organization), Diabetes is a chronic, metabolic disease characterized by elevated levels of blood glucose (or blood sugar), which leads over time to serious damage to the heart, blood vessels, eyes, kidneys and nerves. And also about 422 million people worldwide have diabetes, the majority living in low-and middle-income countries, and 1.6 million deaths are directly attributed to diabetes each year. Both the number of cases and the prevalence of diabetes have been steadily increasing over the past few decades. Therefore, in this study, we used Support Vector Machine (SVM), Decision Tree, and correlation analysisto discover three important factorsthat predict Pima Indians diabetes with 70% accuracy. Applying the results suggested in this paper, doctors can quickly diagnose potential Pima Indians diabetics and prevent Pima Indians diabetes.

Leslie Marmon Silko's Decolonizing Efforts and Syncretic Vision in Gardens in the Dunes (『모래언덕 위의 정원』에 나타난 레슬리 마몬 실코의 탈식민화 작업과 혼합주의적 비전)

  • Kang, Ja Mo
    • Journal of English Language & Literature
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    • v.55 no.4
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    • pp.597-618
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    • 2009
  • Leslie Marmon Silko, in her novel Gardens in the Dunes, primarily focuses on revealing the white colonialists' plan to exterminate and destroy American Indians and their culture. In this regard, this novel is clearly an Indian counter narrative to interrogate and abrogate the authority of the oppressive and destructive discourse of the whites who are full of colonialist impulses to sterilize Indians and their culture. However, it should be noted that Silko is very careful not to insist on cultural exclusivism and reverse ethnocentrism, since these only mean a return to the violent colonialists' discourse based on dualism and cultural authenticity which, she believes, has led to the marginalization and eventual deterioration of Indians and their culture. White values and culture are something to recognize and tolerate as long as they are not the products of witchery, also known as the destroyer or evil for Silko, which promotes disruption and antagonism between races and classes. As she reveals in her interview, her major concern in the novel is to dismantle political and/or racial distinctions like Native Americans versus EuroAmericans and thus to enhance the idea of the reconciliation and coexistence of whites and Indians. Silko's Gardens in the Dunes can be regarded as an experiment in the possibility of the universal and homogeneous (at least in its roots) global culture which tolerates all forms of culture. Global culture does not mean a uniform totalitarian culture but a vision of a harmonious world characterized by hybridity and heterogeneity, in which different cultures associate freely without the notion of inferiority or superiority of any one culture. Silko's belief in syncretism emphasizes the spirit of tolerance and exchange between different cultures, dismantling the authority of exclusive ethnocentrism. The ultimate message implied in Gardens in the Dunes is that the syncretic spirit is not only an effective means to correct the white colonialists' hegemonic desire aimed at the extermination of Indians and their culture but also a source of energy for the life and prosperity of modern Indians and their societies.

Decolonization and Survival Strategies in Sherman Alexie's Reservation Blues (셔먼 알렉시의 『레저베이션 블루스』에 나타난 탈식민화와 생존전략)

  • Kang, Jamo
    • Journal of English Language & Literature
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    • v.59 no.4
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    • pp.569-592
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    • 2013
  • In Reservation Blues, Sherman Alexie examines how Indians can survive successfully in contemporary America, overcoming the tragic history of colonialists' violence and the resultant traumata. For Alexie, both reassembling the parts of the colonialist history through remembrance and testifying its unjustness play important roles not only in the decolonization process which probes the remnants and the negative effects of the colonialism deeply rooted in the lives of Indians but in the procedure of healing the political, cultural, and religious traumata. However, it should be noted that the ultimate aim of Alexie's decolonization does not lie in erasing every trace of the colonialism but in transforming its legacy into a story of survivance. The recovery of the tribal voices and the preservation of Indian traditions, blood, and cultures are essential in the survivance of Indians. Yet, Alexie's tribalism should not be viewed as an exclusive one. He knows well that it is neither possible nor desirable to maintain an exclusive tribalism based on blind adherence to a mythic or "pure" past. Exclusive tribalism is a cause for alarm in the contemporary world, a dynamic place where diverse cultures consistently change through collision, exchange, and negotiation. In Reservation Blues, Alexie stresses a spiritual and cultural flexibility that makes the cultural interpenetration possible as a key element of the meaningful survivance of contemporary American Indians.

European Elements Appeared in Costume Materials of the North American Indian (북아메리칸 인디언의 복식재료에 나타난 유럽적 요소)

  • 이민경;한명숙
    • The Research Journal of the Costume Culture
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    • v.6 no.4
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    • pp.39-49
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    • 1998
  • When considering clothing of the North American Indians, it is important to understand historical background of the North American Indians. With the coming of he Europeans, the North American Indians adopted new materials of clothing and ornamentation and added European elements to their own dresses. New materials appeared in textiles, beadswork, and metalwork. The introduction of the "true" loom and steel needle by the Spanish led in the New World to the development of a weaving culture. Cotton cloth, in calico prints, gingham, or plain were made into dresses, and colorful applique, patchwork designs adapted from the white women. Cloth made an immediate impact, replacing skin that is so time-consuming in preparation. Glass beads, pony beads, seed beads and ribbons were used to create adornment Indian clothing. Brass, tin and silver were used among Indian metalworkers to make some ring, necklace, bracelet, etc.

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Descriptive Epidemiology of Colorectal Cancer in University Malaya Medical Centre, 2001 to 2010

  • Magaji, Bello Arkilla;Moy, Foong Ming;Roslani, April Camilla;Law, Chee Wei
    • Asian Pacific Journal of Cancer Prevention
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    • v.15 no.15
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    • pp.6059-6064
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    • 2014
  • Background: Colorectal cancer is the second most frequent cancer in Malaysia. Nevertheless, there is little information on treatment and outcomes nationally. We aimed to determine the demographic, clinical and treatment characteristics of colorectal cancer patients treated at the University Malaya Medical Centre (UMMC) as part of a larger project on survival and quality of life outcomes. Materials and Methods: Medical records of 1,212 patients undergoing treatment in UMMC between January 2001 and December 2010 were reviewed. A retrospective-prospective cohort study design was used. Research tools included the National Cancer Patient Registration form. Statistical analysis included means, standard deviations (SD), proportions, chi square, t-test/ANOVA. P-value significance was set at 0.05. Results: The male: female ratio was 1.2:1. The mean age was 62.1 (SD12.4) years. Patients were predominantly Chinese (67%), then Malays (18%), Indians (13%) and others (2%). Malays were younger than Chinese and Indians (mean age 57 versus 62 versus 62 years, p<0.001). More females (56%) had colon cancers compared to males (44%) (p=0.022). Malays (57%) had more rectal cancer compared to Chinese (45%) and Indians (49%) (p=0.004). Dukes' stage data weres available in 67%, with Dukes' C and D accounting for 64%. Stage was not affected by age, gender, ethnicity or tumor site. Treatment modalities included surgery alone (40%), surgery and chemo/radiotherapy 32%, chemo and radiotherapy (8%) and others (20%). Conclusions: Significant ethnic differences in age and site distribution, if verified in population-based settings, would support implementation of preventive measures targeting those with the greatest need, at the right age.

Who are the Breast Cancer Survivors in Malaysia?

  • Ibrahim, Nor Idawaty;Dahlui, M.;Aina, E.N.;Al-Sadat, N.
    • Asian Pacific Journal of Cancer Prevention
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    • v.13 no.5
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    • pp.2213-2218
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    • 2012
  • Introduction: Worldwide, breast cancer is the commonest cause of cancer death in women. However, the survival rate varies across regions at averages of 73%and 57% in the developed and developing countries, respectively. Objective: This study aimed to determine the survival rate of breast cancer among the women of Malaysia and characteristics of the survivors. Method: A retrospective cohort study was conducted on secondary data obtained from the Breast Cancer Registry and medical records of breast cancer patients admitted to Hospital Kuala Lumpur from 2005 to 2009. Survival data were validated with National Birth and Death Registry. Statistical analysis applied logistic regression, the Cox proportional hazard model, the Kaplan-Meier method and log rank test. Results: A total of 868 women were diagnosed with breast cancer between January 2005 and December 2009, comprising 58%, 25% and 17% Malays, Chinese and Indians, respectively. The overall survival rate was 43.5% (CI 0.573-0.597), with Chinese, Indians and Malays having 5 year survival rates of 48.2% (CI 0.444-0.520), 47.2% (CI 0.432-0.512) and 39.7% (CI 0.373-0.421), respectively (p<0.05). The survival rate was lower as the stages increased, with the late stages were mostly seen among the Malays (46%), followed by Chinese (36%) and Indians (34%). Size of tumor>3.0cm; lymph node involvement, ERPR, and HER 2 status, delayed presentation and involvement of both breasts were among other factors that were associated with poor survival. Conclusions: The overall survival rate of Malaysian women with breast cancer was lower than the western figures with Malays having the lowest because they presented at late stage, after a long duration of symptoms, had larger tumor size, and had more lymph nodes affected. There is an urgent need to conduct studies on why there is delay in diagnosis and treatment of breast cancer women in Malaysia.

A Study on the Significance of the Costume with Khadi Campaign (카디 운동을 통해서 본 복식의 의미에 관한 연구)

  • 이자연
    • The Research Journal of the Costume Culture
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    • v.9 no.1
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    • pp.1-10
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    • 2001
  • This study is to reconsider the symbolic potential of the costume by investigating the role of cloth in Indian culture, noting the fact that Indians wore hand-woven cloth and adopted a flag with the spinning wheel in the center as part of their nationalistic programs for independence. The results are as follows; The Indian cotton industry had held the fist position in the world and spinning and weaving had been an Indian national industry until the early part of the 19th century. As for the Indian cotton industry under the rule of Britain, Indian was reduced to being a colony producing raw materials and a market of cheap British finished goods, and eventually fell into anarchy with economic poverty of the general public and peasants'uprising mixed with the complaint of the intellectuals. The Indian National Movement started as a resort to escape the British rule because of continuous poverty and social exhaustion, and its pivot was Gandhi. Gandhi launched a revolutionary noncooperation movement in Indian society with diverse races, religions and castes, and developed nation-wide campaigns such as Boycott, Swadeshi, the encouragement of spinning wheels, etc. Gandhi urged that Indians' weak identity and poverty were caused by the dissolution of their native craft and that the Indians should wear Indian products for economic independence. Accordingly, leaders of Indian National Congress regarded a spinning wheel as an economic necessity and national symbol, and approved manual spinning and weaving as part of their nationalistic programs in order to drew the general public to the nationalistic movement in 1920. They also decided that all Congressmen should wear hand-woven cloth, Khadi, and adopted spinning wheels as the logo type of Indian National Congress. Khadi, Indian national cloth, was a symbol of national unification, freedom and equality, and also a means of economic self-sufficiency, Swadeshi, and eventually led India to autonomy, Swaraji. Therefore, it can be concluded that the cloth converted Indias economic and political identity.

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A Treatise on the Cross-Cultural Analysis of Indian Consumers' Conspicuous Consumption of Veblen Products

  • Potluri, Rajasekhara Mouly;Ansari, Rizwana;Challa, Siva Kumar;Puttam, Lavanya
    • The Journal of Industrial Distribution & Business
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    • v.5 no.3
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    • pp.35-43
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    • 2014
  • Purpose - This study aims to identify the reasons behind the conspicuous consumption of Veblen products, viz. fashion designer wear, diamond and gold jewellery, and high-end cars, to examine how conspicuous consumption varies between Aryan and Dravidian cultures. Research design, data, and methodology - The researchers meticulously review the relevant literature, administered a well-structured questionnaire, and conducted personal interviews on various influential factors relating to the consumption of Veblen products. The convenience sampling technique was used to gather data, with a total sample of 200, equally selected from eight cities of both North and South India the collected data was analyzed through ANOVA and Z-Proportion tests. Results - Indian consumers' conspicuous consumption significantly varies among the Veblen products selected for the study, between the Aryan and Dravidian cultures. Regarding conspicuous consumption of branded accessories, 65 percent of Aryan culture Indians responded positively as against only 45 percent of the Dravidian culture Indians. Conclusions - This ingenious study proffers valuable insights about the conspicuous buying behavior of affluent class consumers in India, which are lucrative for both the corporate sector and academia.

Sherman Alexie's The Lone Ranger and Tonto Fistfight in Heaven and Smoke Signals: Reservation Realism and Indianness in the New Era (셔만 알렉시의 『고독한 보안관과 톤토가 천국에서 싸우다』와 <스모크 시그널즈>: 아메리카 인디언 보호구역 리얼리즘과 신세기 인디언주의)

  • Rho, Heongyun
    • English & American cultural studies
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    • v.9 no.1
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    • pp.163-184
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    • 2009
  • Sherman Alexie deals with reservation realism in The Lone Ranger and Tonto Fistfight in Heaven and Smoke Signals. By reservation realism he means American Indian traditions and its problems like alcoholism, violence, unemployment, depression, and poverty on the reservation. It cannot be denied that the traditional ceremonies have played significant roles in making it possible for American Indians to keep their own ethnic identities. It is, however, also true that the same traditions have prevented them from embracing modernity. Alexie believes that it is high time that Indians living on the reservation discarded the old tradition of racial exclusiveness for a gradual crossing of cultural borders. What is seriously needed on today's reservation is not the historic figure of Crazy Horse, a stoic and masculine warrior in the late 19th century, but Sacagawea, a Shoshoni Indian who helped Meriwether Lewis and William Clark to explore the American West in the early 19th century. When asked to be more specific about cross cultural examples, Alexie proposes successful Indian doctors and lawyers as role models on the reservation.

Human Epididymis Protein 4 Reference Intervals in a Multiethnic Asian Women Population

  • Mokhtar, N.M.;Thevarajah, M.;M.A., Noorazmi;M., Isahak
    • Asian Pacific Journal of Cancer Prevention
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    • v.13 no.12
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    • pp.6391-6395
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    • 2012
  • Background: Ovarian cancer is ranked as the fifth most common cause of cancer death in women. In Malaysia, it is the fourth most common cancer in females. CA125 has been the tumor marker of choice in ovarian cancer but its diagnostic specificity in early stages is only 50%. Hence, there is a critical need to identify an alternative tumor marker that is capable of detecting detect ovarian cancer at an early stage. HE4 is a new tumor marker proposed for the early diagnosis of ovarian cancer and disease recurrence. Currently, none of the normal ranges of HE4 quoted in the literature are based on data for a multiethnic Asian population. Therefore, the aim of this study was to determine reference intervals for HE4 in an Asian population presenting in University Malaya Medical Centre, a tertiary reference hospital. Materials and Methods: 300 healthy women were recruited comprising 150 premenopausal and 150 postmenopausal women, aged from 20-76 years. All women were subjected to a pelvic ultrasonograph and were confirmed to be free from ovarian pathology on recruitment. Serum HE4 levels were determined by chemiluminescent microparticle immunoassay (CMIA, Abbott Architect). The reference intervals were determined following CLSI guidelines (C28-A2) using a non-parametric method. Results: The upper limits of the $95^{th}$ percentile reference interval (90%CI) for all the women collectively were 64.6 pmol/L, and 58.4 pmol/L for premenopausal) and 69.0 pmol/L for postmenopausal. The concentration of HE4 was noted to increase with age especially in women who were more than 50 years old. We also noted that our proposed reference limit was lower compared to the level given by manufacturer Abbott Architect HE4 kit insert (58.4 vs 70 pmol/L for premenopausal group and 69.0 vs 140 pmol/L in the postmenopausal group). The study also showed a significant difference in HE4 concentrations between ethnic groups (Malays and Indians). The levels of HE4 in Indians appeared higher than in Malays (p<0.05), while no significant differences were noted between the Malays and Chinese ethnic groups. Conclusions: More data are needed to establish a reference interval that will better represent the multiethnic Malaysian population. Probably a larger sampling size of equal representation of the Malay, Chinese, Indians as well as the other native ethnic communities will give us a greater confidence on whether genetics plays a role in reference interval determination.