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Analysis Of Expression Patterns Of Brassinosteroid-Responsive Genes In Arabidopsis Root Using Single-Cell Rna Sequencing Datasets, Thanaporn Wongkham
Analysis Of Expression Patterns Of Brassinosteroid-Responsive Genes In Arabidopsis Root Using Single-Cell Rna Sequencing Datasets, Thanaporn Wongkham
Chulalongkorn University Theses and Dissertations (Chula ETD)
Brassinosteroid (BR) plays a complex role in root growth and development by regulating the expression of downstream target genes through the BR signaling pathway. In this scRNA-seq study of Arabidopsis roots, tissue- and developmental-specific roles of BR were identified. Atrichoblast, an epidermal cell that develops into a non-hair cell, displayed the highest enrichment of BR-induced genes in the elongation and maturation zones among all cell types. Trajectory analysis revealed distinct expression patterns of BR biosynthesis and signaling genes between atrichoblasts and trichoblasts. Atrichoblasts exhibited higher expression levels of BR biosynthesis genes (DET2 and ROT3) and BR signaling genes (BRI1 and …
Whole Genome Sequencing, De Novo Assembly, And Comparative Analysis Of Varanus Salvator And Megaustenia Siamensis, Wanna Chetruengchai
Whole Genome Sequencing, De Novo Assembly, And Comparative Analysis Of Varanus Salvator And Megaustenia Siamensis, Wanna Chetruengchai
Chulalongkorn University Theses and Dissertations (Chula ETD)
Background: Understanding the animal genome structure and function is pivotal for expanding our current knowledge of evolution, biodiversity, cosmeceutical and medical applications. Each species has a unique characteristic feature. Varanus salvator is a reptile (vertebrate) prevalent in Thailand. It has evolved over millions of years to adapt and survive in urban environments, polluted canals, and garbage dumps. It still survives without noticeable effects. Megaustenia siamensis, an invertebrate, is famous for its ability to produce biological adhesive substances enabling it to stick to trees’ leaves even in heavy rain. However, there is very little genomics or transcriptomics data for V. salvator …
Combining Technical Analysis And Deep Learning Models For Stock Market Trading, Phurinut Pholsri
Combining Technical Analysis And Deep Learning Models For Stock Market Trading, Phurinut Pholsri
Chulalongkorn University Theses and Dissertations (Chula ETD)
The issuance of stocks constitutes a means by which ownership in a company is represented, and its distribution may vary depending on whether the company is limited or public. The stock market offers the potential for high returns, thereby serving as an attractive avenue for investment. Against this backdrop, the objective of this study is to develop a predictive model for stock prices that can facilitate profitable trading outcomes. To achieve this aim, the study focuses on intraday and hourly trading and utilizes a hybrid model that integrates Bidirectional Long Short-Term Memory (BiLSTM) and Convolutional Neural Network (CNN) architectures, along …
Learning Model For Improving Quality Of Life Of Cambodian Migrant Workers Working And Living In Thailand, Chanrasmey Lay
Learning Model For Improving Quality Of Life Of Cambodian Migrant Workers Working And Living In Thailand, Chanrasmey Lay
Chulalongkorn University Theses and Dissertations (Chula ETD)
The purpose of this research study were 1) to study the current living situation of Cambodian migrant workers working and living in Thailand, 2) to study how all stakeholders and those Cambodian migrant workers could work together to improve the quality of life of those Cambodian migrant workers living and working in Thailand, and 3) to propose a learning model for improving the quality of life of Cambodian migrant workers working and living in Thailand. The data was collected quantitatively and qualitatively from the survey and in-depth interview. The sample for the survey was 100 Cambodian migrant workers who were …
An Analysis On Trends Of Research Topics In Civic Education Using Dynamic Topic Model, Poon Thongsai
An Analysis On Trends Of Research Topics In Civic Education Using Dynamic Topic Model, Poon Thongsai
Chulalongkorn University Theses and Dissertations (Chula ETD)
The aim of this thesis is to study the trend of civic and citizenship education research from 2000 to 2020 and the influence the regional background of researches has on the research discussion. Relevant data is collected from ERIC and SCOPUS database. This includes abstracts, published year, regional background of researchers, and author h-index. The keywords used are “civic education” or “citizenship education” or “civics”. There are 4917 papers extracted in total. Upon doing further preparation, 4854 articles are prepared for analysis. We apply Structural Topic model (STM) technique to the abstracts with covariates including the published year and the …
Academic Management Strategies Of Secondary Schools Based On The Concept Of Intercultural Competence, Muanfan Korattana
Academic Management Strategies Of Secondary Schools Based On The Concept Of Intercultural Competence, Muanfan Korattana
Chulalongkorn University Theses and Dissertations (Chula ETD)
The research objectives were to 1) study conceptual frameworks of academic management of secondary schools and intercultural competence, 2) study students’ intercultural competence levels, 3) analyze strengths, weaknesses, opportunities, and threats (SWOT) of academic management of secondary schools based on the concept of intercultural competence, and 4) develop academic management strategies based on the concept of intercultural competence, using a multiphase mixed-methods design methodology. The study population was 19 schools, with 307 respondents, including school administrators, head teachers, and teachers. Research instruments included questionnaires and evaluation forms. Data analysis included frequencies, percentages, arithmetic mean, standard deviations, modified priority needs index …
Academic Management Strategies Of Secondary Schools In Cambodia Based On The Concept Of Innovation Leadership Skills, Nguon Siek
Chulalongkorn University Theses and Dissertations (Chula ETD)
This study aimed to 1) study conceptual frameworks of academic management of secondary schools in Cambodia and innovation leadership skills, 2) study students’ innovation leadership skills levels, 3) analyze strengths, weaknesses, opportunities, and threats of academic management based on the concept of innovation leadership skills, and 4) develop academic management strategies based on the concept of innovation leadership skills. Multiphase mixed-methods design were employed. Samples included 2,662 students as respondents in Phase II and 94 public secondary schools in Phase III. Respondents included school administrators and teachers. Research instruments included evaluation forms and questionnaires. Data were analyzed using frequency, percentage, …
Classification Of Cardiac Arrhythmias Based On Overlapped Ecg Image With Lightweight Neural Network, Khaing Su Thway
Classification Of Cardiac Arrhythmias Based On Overlapped Ecg Image With Lightweight Neural Network, Khaing Su Thway
Chulalongkorn University Theses and Dissertations (Chula ETD)
This dissertation presents the classification of different types of cardiac arrhythmias, including Atrial Fibrillation (AF), Normal Sinus Rhythm (NSR), Premature Atrial Contraction (PAC), and Premature Ventricular Contraction (PVC), using a lightweight neural network. A novel ECG data transformation method, referred to as transforming into overlapped ECG images, has been developed and utilized as input images for our neural network. During the transformation process, individual heartbeats within a 30-second time frame are cropped based on heart rate calculations. These resulting beats are then overlapped with respect to the x and y axis limits, generating distinctive images representing different arrhythmia types examined …
Comparison Of Aroma Active Compounds In Fresh Thai Holy Basil Leaves From 2 Varieties, Thanatcha Vichienkalayarat
Comparison Of Aroma Active Compounds In Fresh Thai Holy Basil Leaves From 2 Varieties, Thanatcha Vichienkalayarat
Chulalongkorn University Theses and Dissertations (Chula ETD)
Holy Basil is an herb with a high consumption in Thailand domestically and internationally due to its unique odor. A study on the aroma active profile of holy basil would allow for better quality control and food product development. The goal of this study is to identify and compare aroma active compounds in fresh Thai holy basil leaves from 2 varieties (Ocimum tenuiflorum var. Rama and Ocimum tenuiflorum var. Shyama) using sensomics approach. First, olfactory profiling was performed by trained panelists to characterize odor attributes and their intensity. Second, volatile compounds were isolated by solvent extraction, and non-volatile constituents were …
Lead Removal From Water By Modified Activated Carbon Produced From Banana Stem, Imelda Octa Tampubolon
Lead Removal From Water By Modified Activated Carbon Produced From Banana Stem, Imelda Octa Tampubolon
Chulalongkorn University Theses and Dissertations (Chula ETD)
Banana stem-activated carbon (BSAC) and modified banana stem-activated carbon, containing sulfur, nitrogen, and oxygen-containing groups derived from banana stem, were prepared and studied for Pb(II) ion removal. The materials were characterized by scanning electron microscopy, X-Ray diffraction, surface area analysis, and Fourier transform infrared spectroscopy. SEM images showed that the materials are porous, and XRD confirmed that the structures are amorphous and resemble the graphitic hexagonal structure of carbon materials. Surface areas of these materials ranged from 517.67 m2/g for the bare banana stem activated carbon to 234.03, 453.74, 252.97, and 22.96 m2/g for sulfur, oxygen, sulfur and oxygen and …
Unpacking Gender Inequality For Inclusive Development: A Case Study Of Myanmar Female Migrant Workers In Samut Sakhon Province, Thailand, Hsan Thawdar Htun
Unpacking Gender Inequality For Inclusive Development: A Case Study Of Myanmar Female Migrant Workers In Samut Sakhon Province, Thailand, Hsan Thawdar Htun
Chulalongkorn University Theses and Dissertations (Chula ETD)
The study aims to address the issue of gender inequality in Thailand's seafood industry, with a specific focus on Myanmar female migrant workers in Mahachai (Samut Sakhon province). Although women migrant workers play a significant role in Thailand's economy, they have been facing various challenges in low-wage industries. Gender inequality remains a prominent concern in these low-skilled labor-intensive workplaces like seafood industry. While there have been studies on migration that include both men and women or focus solely on women, gender has not received sufficient emphasis in understanding the experiences of female migrant workers, particularly in the seafood industry. This …
Intersectionality And Livelihoods Of Conflict-Induced Displaced Myanmar Women In Mae Sot, Thailand, Su Myat Thwe
Intersectionality And Livelihoods Of Conflict-Induced Displaced Myanmar Women In Mae Sot, Thailand, Su Myat Thwe
Chulalongkorn University Theses and Dissertations (Chula ETD)
The Sustainable Development Goals Report (2022) highlighted the global displacement crisis as 24.5 million population impacted by conflict by mid-2021; 311 out of every 100,000 people worldwide seeking refuge outside their country of origin[1]. The cycle of migration to Thailand from Myanmar has a special history with many intersecting factors of forced migration and a new trend emerges following 1st February 2021: only 1,527 cases in 9 shelters[2]; 986,670 regularized as migrant workers in 2021[3]; tens of thousands of unrecorded. The role of Myanmar’s unsung heroines cannot go forgotten. From a sociocultural conservative country with a constitution drafted by a …
Assessing The Contribution Of Thailand’S Poultry Agribusiness Towardsmitigating Climate Change, Tita Phairaksa
Assessing The Contribution Of Thailand’S Poultry Agribusiness Towardsmitigating Climate Change, Tita Phairaksa
Chulalongkorn University Theses and Dissertations (Chula ETD)
This research provides an overview of the Thailand agreement on greenhouse gas emissions, specifically focusing on the meat industry, and examines the roles of the government, private companies, and civil society in Thailand. Research indicates that the meat industry has significant environmental impacts, including greenhouse gas emissions, deforestation, and biodiversity loss. Livestock for meat consumption has been a major contributor to environmental issues such as climate change, water pollution, and deforestation. Livestock alone contributes a substantial percentage to global climate change. This issue has become a critical transboundary concern affecting not only one specific country or region. In response to …
Hallyu’S Media Hybridization: A Case Study Of A Korean Series Remake For Thai Audiences, Nutchapon Nimitphuwanai
Hallyu’S Media Hybridization: A Case Study Of A Korean Series Remake For Thai Audiences, Nutchapon Nimitphuwanai
Chulalongkorn University Theses and Dissertations (Chula ETD)
Korean culture has currently spread to many countries and benefited both the economy and society, but it also has the potential to integrate with those cultures. Hallyu is centered to the export of cultural products in order to further the spread of its culture throughout the world. Thailand is one of the countries that has been influenced by Hallyu, and the impact on Thai television has not exemplified cultural imperialism but hybridization. Hallyu, on the other hand, is not a single direction, but a composite of mixed and local reconstructions. Korean media imports are also incorporated into the local. Certain …
Juxtaposition Images Of Two Koreas Portrayed In Crash Landing On You And Its Effect On Thai Audiences' Perspective, Phonpraphai Chanthanee
Juxtaposition Images Of Two Koreas Portrayed In Crash Landing On You And Its Effect On Thai Audiences' Perspective, Phonpraphai Chanthanee
Chulalongkorn University Theses and Dissertations (Chula ETD)
This study examines the historical and political contexts of the two Koreas in terms of different ideologies that affect various elements of society by exploring insights into the backgrounds of South Korea and North Korea from a literature review. To analyze the disparities between the two nations, the research focuses on the scripts, visuals, and hidden agendas depicted in the renowned Korean series Crash Landing on You, along with investigating the production process and relevant interviews. In addition to exploring the narration, the study also surveyed the impact of the drama on the international perspective of the two Koreas through …
Exploring Roles Of Mir-885-5p In Hepatocellular Carcinoma, Archittapon Nokkeaw
Exploring Roles Of Mir-885-5p In Hepatocellular Carcinoma, Archittapon Nokkeaw
Chulalongkorn University Theses and Dissertations (Chula ETD)
Hepatocellular carcinoma (HCC), the most prevalent form of liver cancer, exerts a significant burden on Southeast Asian countries and stands as the third leading cause of cancer-related mortality worldwide. Despite this alarming impact, effective treatments for HCC are lacking, resulting in low survival rates and high recurrence rates. Therefore, a comprehensive understanding of the disease's underlying mechanisms is crucial for the development of novel and potent therapies. Recently, it has been recognized that microRNAs (miRNAs) play a vital role in tumorigenesis, including HCC. Our bioinformatic analysis has highlighted hsa-miR-885-5p as a potential candidate miRNA due to its downregulation in HCC …
Dosimetric Differences Between Scheduled And Adapted Plans Generated From Ethos Adaptive Radiotherapy For Patients With Prostate Cancer, Sarita Suvira
Dosimetric Differences Between Scheduled And Adapted Plans Generated From Ethos Adaptive Radiotherapy For Patients With Prostate Cancer, Sarita Suvira
Chulalongkorn University Theses and Dissertations (Chula ETD)
Prostate is one of the organs that can easily move or change during the treatment fractions. Adaptive radiotherapy can help to reduce the uncertainty of interfraction and decrease the side effects produced from the radiation given to the patients. The objective of this study was to provide evidence of the efficiency of adaptive radiotherapy for prostate cancer patients by investigating the dosimetric differences between the scheduled and adapted plans generated from Ethos. The treatment data of 100 fractions of prostate cancer patients who had previously been treated on Ethos daily adaptive radiotherapy were collected. The treatment data in each fraction …
Regulatory T Cell In Drug-Induced Severe Cutaneous Adverse Reactions (Scars) During Acute And Recovery Phase, Suparada Khanaruksombat
Regulatory T Cell In Drug-Induced Severe Cutaneous Adverse Reactions (Scars) During Acute And Recovery Phase, Suparada Khanaruksombat
Chulalongkorn University Theses and Dissertations (Chula ETD)
Drug reaction with eosinophilia and systemic symptoms (DRESS) is a type of SCARs induced by various drugs. The autoimmune consequences were observed throughout the recovery phase ranging between 10 – 20 % of DRESS patients. The dynamics of regulatory T cells (Tregs) are thought to be responsible for the many symptoms of DRESS. They may be a key player in developing autoimmune sequelae in this syndrome. This study concentrated on the number and function of CD4+CD25+CD127-FoxP3+ Tregs in autoimmune development in DRESS patients. CD4+CD25+CD127-FoxP3+ Tregs and their immunophenotyping were characterized using peripheral blood mononuclear cells (PBMCs) from patients by Flow …
Anxiety And Social Experience Stressors Of Lgbt In Thailand, Bunatta Aritatpokin
Anxiety And Social Experience Stressors Of Lgbt In Thailand, Bunatta Aritatpokin
Chulalongkorn University Theses and Dissertations (Chula ETD)
The enhancement of the quality of life, according to the Sustainable Development Goals set by the United Nations (UN-SDG), places importance in equality for all groups of people, in all aspects. In this regard, although the Thailand sphere has been praised for its efforts to demonstrate its progressiveness regarding equality for groups who are more vulnerable to stressors, in practice, it is still quite lacking which could cause issues with mental health, such as anxiety and other stressors. This descriptive cross sectional quantitative research study explores the anxiety and social experience stressors of once such group - those of different …
Phthalate Ester Biodegradation In Agricultural Soil Using Exogenous Bacterial Consortium Under Fertilizer Addition, Theodora Mega Putri
Phthalate Ester Biodegradation In Agricultural Soil Using Exogenous Bacterial Consortium Under Fertilizer Addition, Theodora Mega Putri
Chulalongkorn University Theses and Dissertations (Chula ETD)
Phthalate esters (PAEs) have been classified as a priority contaminant due to their endocrine-disrupting properties and abundance in the environment. Previously, several PAE-degrading consortia were enriched from landfill soil. This study aimed to initially select a consortium with efficient degradation activity, to characterize based on degradation kinetics and community dynamics, and to evaluate bioaugmentation feasibility while maintaining activity through continuous transfer. It was obtained based on enriched consortium selection that LF-NK-DEHP could simultaneously degrade 92.9% 100 mg l-1 DBP and 63.4% 100 mg l-1 DEHP within seven days. Kinetic degradation revealed DBP degradation by LF-NK-DEHP to fit the modified Gompertz …
Biopolymer Nanocomposites For Food And Healthcare Applications, Tatiya Siripongpreda
Biopolymer Nanocomposites For Food And Healthcare Applications, Tatiya Siripongpreda
Chulalongkorn University Theses and Dissertations (Chula ETD)
This dissertation focuses on development of biopolymers by integrating nanomaterials to improve the properties of pristine polymers for enhancing the performances of chemical sensors and laser desorption/ionization mass spectroscopy (LDI-MS) applied for food quality control health monitoring and biomedical applications. The dissertation is divided into 4 parts: the first part, polylactic acid and cellulose were used for dual detection platform of biogenic amines for food spoilage indication. Highly porous PLA film is fabricated by adding nanosized calcium carbonate resulted in high sensing element entrapment. On another side of platform, pristine cellulose is modified with graphene oxide and exploited a substrate …
Renieramycin T Derivative Dh_22 Induces Apoptosis In Lung Cancer Cells By Downregulation Of C-Myc Protein, Indiana Gita Anggraeni
Renieramycin T Derivative Dh_22 Induces Apoptosis In Lung Cancer Cells By Downregulation Of C-Myc Protein, Indiana Gita Anggraeni
Chulalongkorn University Theses and Dissertations (Chula ETD)
Lung cancer is a prevalent cause of death, indicated by an elevated c-Myc level. We synthesized a new derivative of renieramycin T (RT), named DH_22, and tested it for anti-cancer activities in human lung cancer cells. In the cell viability and nuclear staining tests, DH_22 was discovered to be cytotoxic, with an IC50 of around 13 μM; and found to mediate apoptosis in the lung cancer cells. Meanwhile, in a mechanistic sense, DH_22 contributed to the activation of p53-dependent apoptosis and decreased the cellular level of c-Myc. The p53-dependent mechanism was indicated by an increase of p53, an induction of …
Free Radical Scavengers From Dendrobium Virgineum, Pongsawat Panuthai
Free Radical Scavengers From Dendrobium Virgineum, Pongsawat Panuthai
Chulalongkorn University Theses and Dissertations (Chula ETD)
Free radicals are unstable, highly reactive, molecules which can cause several degenerative diseases such as mutagenesis and carcinogenesis. This research aims to study the chemical constitutents of Dendrobium virgineum and their antioxidant activity in 3 different test models including DPPH radical scavenging assay, superoxide radical scavenging activity assay and oxygen radical absorbance capacity assay. Nine compounds were isolated and determined to be two new compounds named 2,8-dimethoxy-9,10-dihydro-4,5-phenanthrenediol and 2,5-dimethoxy-7-hydroxy-9,10-dihydro-1,4-phenanthrenequinone, together with seven known compounds, which are 2-methoxy-9,10-dihydro-4,5-phenanthrenediol, gigantol, 5-methoxy-7-hydroxy-9,10-dihydro-1,4-phenanthrenequinone, p-coumaric acid, tristin, 2,5,7-trihydroxy-4-methoxy-9,10-dihydrophenanthrene and 9,10-dihydro-2,4,7-phenanthrenetriol. The result obtained from the three testing models revealed that 2,5,7-trihydroxy-4-methoxy-9,10-dihydrophenanthrene showed strongest antioxidant activity. …
The Emergence Of The Non-Aligned Foreign Policy Of Burma From The End Of The Second World War To Bandung Conference, Aung Kyaw Min
The Emergence Of The Non-Aligned Foreign Policy Of Burma From The End Of The Second World War To Bandung Conference, Aung Kyaw Min
Chulalongkorn University Theses and Dissertations (Chula ETD)
Burma has been practicing non-aligned foreign policy since its independence. Most of the literature studied on Burma's foreign policy argued that Burma's non-aligned foreign policy was initiated around 1950. As Burma became a colony under the British Empire from 1886 to 1948, the experience of colonialism might also play an essential role in foreign relations in Burma. After independence, Burma also faced numerous challenges, such as insurgency problems. Therefore, the primary objective of this study is to examine the emergence of the ideological foundation of the non-aligned foreign policy of Burma after the Second World War. Moreover, this study will …
Street Protests In Thailand During 2019 To 2022, Wending Zhang
Street Protests In Thailand During 2019 To 2022, Wending Zhang
Chulalongkorn University Theses and Dissertations (Chula ETD)
The Covid-19 pandemic was adversely affecting Thailand amidst strong attacks especially by the youth groups on the government. The main force of Thai youth protests has made street protests in Thailand different from those of the past. By problematizing this emerging phenomenon, this paper proposes to tackle two research questions. How are the protests in Thailand during the Covid-19 pandemic different from those the past? How does the massive outbreak of protests generate implications for present and future Thailand? Therefore, this paper combines the theories of Radical Politics, Digital Activism and Contentious Politics, adopts qualitative research and quantitative research, mainly …
The Chinese Association In Thailand And Its Development From 1907 To 1963, Daniel Jiang
The Chinese Association In Thailand And Its Development From 1907 To 1963, Daniel Jiang
Chulalongkorn University Theses and Dissertations (Chula ETD)
This research argues the history of the Chinese Association in Thailand (CAT) is strongly connected to the transformation of self-identity among the pro-Republic of China Thai Chinese. Since the foundation of CAT in 1907 by the Tongmenghui members, the association itself represents the rise of Chinese nationalism amongst ethnic Chinese in Siam. The Chinese nationalism in Thailand was challenged by several major factors during the following periods: first was the rise of Siamese nationalism that clashed with the Chinese nationalism since the reign of Rama VI in the 1910s; second was the anti-Chinese policies during the second World War, as …
Folk Beliefs, Religions And Cultural Tourism In Modern Vietnamese Society: A Case Study Of Perfume Temple Festival, Xuan Wang
Chulalongkorn University Theses and Dissertations (Chula ETD)
This thesis presents an analysis of the folk beliefs and cultural tourism in modern Vietnam through a case study of the Perfume Temple Festival. It is presumed that folk beliefs and traditional folklore have always constituted the spiritual foundation of Vietnamese people in present day society. It is found that the introduction of religions from outside Vietnam does not affect traditional folk beliefs. These religious beliefs have been integrated into Vietnamese beliefs and traditional culture. This integration contributes to the stability and harmony of modern Vietnamese society. The Perfume Temple Festival, as one of the biggest national temple festivals, embodies …
The Effects Of Co-Ingestion Of Highly Branched Cyclic Dextrin And Dietary Nitrate On Physiological Responses And Endurance Capacity In Recreational Endurance Runners, Songdhasn Chinapong
The Effects Of Co-Ingestion Of Highly Branched Cyclic Dextrin And Dietary Nitrate On Physiological Responses And Endurance Capacity In Recreational Endurance Runners, Songdhasn Chinapong
Chulalongkorn University Theses and Dissertations (Chula ETD)
This study aimed to investigate the effects of co-ingestion of HBCD and dietary nitrate on physiological responses and endurance capacity in recreational endurance runners compared with an isocaloric HBCD beverage, a maltodextrin-dietary nitrate beverage, and a maltodextrin beverage during high-intensity prolong running. Nine male marathon runners (age 35.00 ± 4.00 years) participated in a double-blind crossover design, where they were randomly assigned to receive either the co-ingesting 1.5 g HBCD·kg-1 BM and 500 mg dietary NO3- (~8.00 mmol NO3-) beverages (HBCD+NO3-), the ingesting 1.5 g HBCD·kg-1 BM (HBCD), the co-ingesting 1.5 g MD·kg-1 BM and 500 mg dietary NO3- (~8.00 …
A Comparison Of Imbalanced Data Handling Methods For Pre-Trained Model In Multi-Label Classification Of Stack Overflow, Arisa Umparat
A Comparison Of Imbalanced Data Handling Methods For Pre-Trained Model In Multi-Label Classification Of Stack Overflow, Arisa Umparat
Chulalongkorn University Theses and Dissertations (Chula ETD)
Tag classification is essential in Stack Overflow. Instead of combining through pages or replies of irrelevant information, users can easily and quickly pinpoint relevant posts and answers using tags. Since User-submitted posts can have multiple tags, classifying tags in Stack Overflow can be challenging. This results in an imbalance problem between labels in the whole labelset. Pretrained deep learning models with small datasets can improve tag classification accuracy. Common multi-label resampling techniques with machine learning classifiers can also fix this issue. Still, few studies have explored which resampling technique can improve the performance of pre-trained deep models for predicting tags. …
Effects Of Indirect Corrective Feedback And Metalinguistic Corrective Feedback On Chinese-Lower Secondary Students’ English Writing Ability, Yuxin Liu
Chulalongkorn University Theses and Dissertations (Chula ETD)
The current study aimed to investigate the different effects of indirect corrective feedback and metalinguistic corrective feedback on Chinese lower-secondary students’ English writing ability and explored students’ opinions towards the two types of feedback in two aspects: students’ preference and students’ understanding. The participants were thirty grade 8 students who studied at a public school in Rizhao City, Shandong Province, China. The instruments for collecting data were pretest, posttests, and interview questions. Quantitative results from paired sample t-tests indicated that both indirect and metalinguistic corrective feedback improved students’ writing ability. While quantitative results from the independent sample t-test and two-way …