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The Impact Of Skeletal Muscle Disuse On Distinct Echo Intensity Bands: A Retrospective Analysis, Zachary S. Logeson, Rob J. Maclennan, Gerard Kyle B. Abad, Johnathon M. Methven, Molly R. Gradl, Matheus D. Pinto, Ronei S. Pinto, Matt S. Stock Jan 2022

The Impact Of Skeletal Muscle Disuse On Distinct Echo Intensity Bands: A Retrospective Analysis, Zachary S. Logeson, Rob J. Maclennan, Gerard Kyle B. Abad, Johnathon M. Methven, Molly R. Gradl, Matheus D. Pinto, Ronei S. Pinto, Matt S. Stock

Research outputs 2022 to 2026

Echo intensity (EI) is a novel tool for assessing muscle quality. EI has traditionally been reported as the mean of the pixel histogram, with 0 and 255 arbitrary units (A.U.) representing excellent and poor muscle quality, respectively. Recent work conducted in youth and younger and older adults suggested that analyzing specific EI bands, rather than the mean, may provide unique insights into the effectiveness of exercise and rehabilitation interventions. As our previous work showed deterioration of muscle quality after knee joint immobilization, we sought to investigate whether the increase in EI following disuse was limited to specific EI bands. Thirteen …


The Safety And Efficacy Of Using Moxibustion And Or Acupuncture For Cancer-Related Insomnia: A Systematic Review And Meta-Analysis Of Randomised Controlled Trials, Carol Chunfeng Wang, Ellen Yichun Han, Mark Jenkins, Xuepei Hong, Shuqin Pang, Lisa Whitehead, Deborah L. Kirk, Anne Williams Jan 2022

The Safety And Efficacy Of Using Moxibustion And Or Acupuncture For Cancer-Related Insomnia: A Systematic Review And Meta-Analysis Of Randomised Controlled Trials, Carol Chunfeng Wang, Ellen Yichun Han, Mark Jenkins, Xuepei Hong, Shuqin Pang, Lisa Whitehead, Deborah L. Kirk, Anne Williams

Research outputs 2022 to 2026

Introduction:

This study aimed to synthesise the best available evidence on the safety and efficacy of using moxibustion and/or acupuncture to manage cancer-related insomnia (CRI).

Methods:

The PRISMA framework guided the review. Nine databases were searched from its inception to July 2020, published in English or Chinese. Randomised clinical trials (RCTs) of moxibustion and or acupuncture for the treatment of CRI were selected for inclusion. Methodological quality was assessed using the method suggested by the Cochrane collaboration. The Cochrane Review Manager was used to conduct a meta-analysis.

Results:

Fourteen RCTs met the eligibility criteria. Twelve RCTs used the Pittsburgh Sleep …


Investigating Secondary Mathematics Teachers’ Analogies To Function, Vesife Hatisaru Jan 2022

Investigating Secondary Mathematics Teachers’ Analogies To Function, Vesife Hatisaru

Research outputs 2022 to 2026

This study investigates the analogies used by a sample of secondary mathematics teachers when they described the concept of function. The study is concerned with understanding what analogies were used by the participant teachers and conceptions of functions positioned in those analogies. Using examples from a set of responses to five open-ended questionnaire items, the article presents the main analogies found in the descriptions of the participant teachers and examines ways in which these are structurally mapped to function by applying Gentner’s structure-mapping theory of analogy. Among those discussed are the child–mother linkage and machine/factory analogies. Of interest is the …


An Investigation Into The Measurement Properties Of The King-Devick Eye Tracking System, M. Hecimovich, D. King, Myles Murphy, K. Koyoma Jan 2022

An Investigation Into The Measurement Properties Of The King-Devick Eye Tracking System, M. Hecimovich, D. King, Myles Murphy, K. Koyoma

Research outputs 2022 to 2026

Objectives: Eye tracking has been gaining increasing attention as a possible assessment and monitoring tool for concussion. The King-Devick test (K-DT) was expanded to include an infrared video-oculography-based eye tracker (K-D ET). Therefore, the aim was to provide evidence on the reliability of the K-D ET system under an exercise condition. Methods: Participants (N = 61; 26 male, 35 female; age range 19-25) were allocated to an exercise or sedentary group. Both groups completed a baseline K-D ET measurement and then either two 10-min exercise or sedentary interventions with repeated K-D ET measurements between interventions. Results: The test-retest reliability of …


Geostatistical Tools To Assess Shifts In Recreational Fishing, Shannon J. Burchert, Glenn A. Hyndes, Karina Ryan, Ute Mueller Jan 2022

Geostatistical Tools To Assess Shifts In Recreational Fishing, Shannon J. Burchert, Glenn A. Hyndes, Karina Ryan, Ute Mueller

Research outputs 2022 to 2026

The use of geostatistical indices to examine fishery-dependent data over time is novel. We assess the value of a range of these indices for describing trends in boat-based recreational fishing in Western Australia and areas of high effort and catches for two demersal species with varying biological characteristics, life histories and distributions. The number of blocks (10- × 10-nautical mile (~19- × 19-km) area) visited decreased by 40%, while the number of fishing trips with demersal species catch increased by 15%. Spatial indices showed a south-easterly shift in demersal catch per unit effort (CPUE) across survey years. The southerly shift …


Musculoskeletal Injury Epidemiology In Law Enforcement And Firefighter Recruits During Physical Training: A Systematic Review, Myles Calder Murphy, Holly-Ann George, Muhammad Naqi, Patrick J. Owen, Paola Chivers, Nicolas H. Hart Jan 2022

Musculoskeletal Injury Epidemiology In Law Enforcement And Firefighter Recruits During Physical Training: A Systematic Review, Myles Calder Murphy, Holly-Ann George, Muhammad Naqi, Patrick J. Owen, Paola Chivers, Nicolas H. Hart

Research outputs 2022 to 2026

Objectives: Report the injury epidemiology of law enforcement and firefighter recruits. Design: A systematic epidemiological review following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses 2020 guidelines was completed. Data sources: Five online databases were searched from database inception to 5 May 2021. Eligibility criteria for selecting studies: Prospective and retrospective studies that reported data on musculoskeletal injuries sustained by law enforcement or firefighter recruits were included. We reported on all components of injury where data were available. All injury incidence rates were calculated as per 1000 training days (Poisson 95% CI) to allow comparisons between studies. Study quality …


Realistic Motion Avatars Are The Future For Social Interaction In Virtual Reality, Shane L. Rogers, Rebecca Broadbent, Jemma Brown, Allan Fraser, Craig P. Speelman Jan 2022

Realistic Motion Avatars Are The Future For Social Interaction In Virtual Reality, Shane L. Rogers, Rebecca Broadbent, Jemma Brown, Allan Fraser, Craig P. Speelman

Research outputs 2022 to 2026

This study evaluated participant self-reported appraisal of social interactions with another person in virtual reality (VR) where their conversational partner was represented by a realistic motion avatar. We use the term realistic motion avatar because: 1. The avatar was modelled to look like the conversational partner it represented, and 2. Full face and body motion capture was utilised so that the avatar mimicked the facial and body language of the conversational partner in real-time. We compared social interaction in VR with face-to-face interaction across two communicative contexts: 1. Getting acquainted conversation, and 2. A structured interview where the participant engaged …


Exercise Medicine For Cancer Cachexia: Targeted Exercise To Counteract Mechanisms And Treatment Side-Effects, Georgios Mavropalias, Marc Sim, Dennis R. Taaffe, Daniel A. Galvao, Nigel Spry, William Kraemer, Keijo Häkkinen, Robert U. Newton Jan 2022

Exercise Medicine For Cancer Cachexia: Targeted Exercise To Counteract Mechanisms And Treatment Side-Effects, Georgios Mavropalias, Marc Sim, Dennis R. Taaffe, Daniel A. Galvao, Nigel Spry, William Kraemer, Keijo Häkkinen, Robert U. Newton

Research outputs 2022 to 2026

Purpose: Cancer-induced muscle wasting (i.e., cancer cachexia, CC) is a common and devastating syndrome that results in the death of more than 1 in 5 patients. Although primarily a result of elevated inflammation, there are multiple mechanisms that complement and amplify one another. Research on the use of exercise to manage CC is still limited, while exercise for CC management has been recently discouraged. Moreover, there is a lack of understanding that exercise is not a single medicine, but mode, type, dosage, and timing (exercise prescription) have distinct health outcomes. The purpose of this review was to examine the effects …


Calcaneal Quantitative Ultrasound Is Associated With All-Cause And Cardiovascular Disease Mortality Independent Of Hip Bone Mineral Density, Abadi K. Gebre, R.L. Prince, J.T. Schousboe, D.P. Kiel, P.L. Thompson, K. Zhu, W.H. Lim, Marc Sim, Joshua R. Lewis Jan 2022

Calcaneal Quantitative Ultrasound Is Associated With All-Cause And Cardiovascular Disease Mortality Independent Of Hip Bone Mineral Density, Abadi K. Gebre, R.L. Prince, J.T. Schousboe, D.P. Kiel, P.L. Thompson, K. Zhu, W.H. Lim, Marc Sim, Joshua R. Lewis

Research outputs 2022 to 2026

Summary: Osteoporosis has been linked with increased risk of cardiovascular disease previously. However, few studies have detailed bone and vascular information. In a prospective study of older women, we demonstrated heel quantitative ultrasound measures were associated with increased cardiovascular and all-cause mortality, independent of established cardiovascular risk factors. Introduction: Osteoporosis and low bone mineral density (BMD) have been previously linked to cardiovascular disease (CVD) and mortality. Calcaneal quantitative ultrasound (QUS) is used to evaluate bone material properties, especially in older women. However, it is uncertain whether it is related to risk of mortality. This study was aimed to investigate the …


The Digital Sabbath And The Digital Distraction: Arts-Based Research Methods For New Audiences, Lisa F. Paris, Julia Morris, John Bailey Jan 2022

The Digital Sabbath And The Digital Distraction: Arts-Based Research Methods For New Audiences, Lisa F. Paris, Julia Morris, John Bailey

Research outputs 2022 to 2026

Despite the known affordances of Arts-Based Research Practice within the international education environment, its use remains relatively uncommon in Western Australia. The reasons for this are likely the contested nature of quality criteria by which Arts-Based Practice is evaluated as well as the challenges as well associated with the dissemination of research findings. Mixed-methods research is increasingly recognised as an appropriate and practical approach for education phenomena, and within this domain, inquiry that combines traditional qualitative and arts-based strategies offers the education researcher advantages that are not readily available through other approaches. As professional artists and researchers we share our …


Matrilateral Bias Of Grandparental Investment In Grandchildren Persists Despite The Grandchildren’S Adverse Early Life Experiences, Samuli Helle, Antti O. Tanskanen, David A. Coall, Mirkka Danielsbacka Jan 2022

Matrilateral Bias Of Grandparental Investment In Grandchildren Persists Despite The Grandchildren’S Adverse Early Life Experiences, Samuli Helle, Antti O. Tanskanen, David A. Coall, Mirkka Danielsbacka

Research outputs 2022 to 2026

Evolutionary theory predicts a downward flow of investment from older to younger generations, representing individual efforts to maximize inclusive fitness. Maternal grandparents and maternal grandmothers (MGMs) in particular consistently show the highest levels of investment (e.g. time, care and resources) in their grandchildren. Grandparental investment overall may depend on social and environmental conditions that affect the development of children and modify the benefits and costs of investment. Currently, the responses of grandparents to adverse early life experiences (AELEs) in their grandchildren are assessed from a perspective of increased investment to meet increased need. Here, we formulate an alternative prediction that …


A New Comprehensive Dimensionless Inflow Performance Relationship For Gas Wells, Azim Kalantariasl, Isa Farhadi, Soosan Farzani, Alireza Keshavarz Jan 2022

A New Comprehensive Dimensionless Inflow Performance Relationship For Gas Wells, Azim Kalantariasl, Isa Farhadi, Soosan Farzani, Alireza Keshavarz

Research outputs 2022 to 2026

Prediction of gas well deliverability is important for reservoir management. Conventional flow after flow, isochronal or modified isochronal tests are common methods for calculation of well deliverability. Single-point test using Vogel-type dimensionless inflow performance relationships (IPR) was also proposed to overcome the need for multi-point tests. However, analysis of field data showed that existing dimensionless IPR correlations fail to accurately predict well deliverability for some reservoir conditions. In this study, a wide range of reservoir rock and fluid data was used to develop a comprehensive dimensionless IPR correlation for calculation of gas well deliverability from single-point test data. Multi-point well …


Oscar Wilde, Whiskey And The Peacock Room, Roy R. Behrens Jan 2022

Oscar Wilde, Whiskey And The Peacock Room, Roy R. Behrens

Faculty Publications

No abstract provided.


Elastic Tubes: The Ideal Equipment For Telehealth Exercise Medicine In The Management Of Prostate Cancer?, Georgios Mavropalias Jan 2022

Elastic Tubes: The Ideal Equipment For Telehealth Exercise Medicine In The Management Of Prostate Cancer?, Georgios Mavropalias

Research outputs 2022 to 2026

Prostate cancer (PCa) affects 1 in 8 men, but exercise therapy has been shown to be a very effective intervention not only to induce physiological benefits but to also reduce the side effects of cancer treatments typically administered during PCa. The COVID19 pandemic has restricted access to exercise clinics, a problem which always existed for people living in rural and remote areas. This caused many exercise physiologists and researchers to transition their clinic-based exercise to online, home-based exercise. We would like to propose that researchers and exercise physiologists should consider the use of elastic tubes in both research and the …


Exercise In Advanced Prostate Cancer Elevates Myokine Levels And Suppresses In-Vitro Cell Growth, Jin Soo Kim, Dennis R. Taaffe, Daniel A. Galvão, Nicolas H. Hart, Elin Gray, Charles J. Ryan, Stacey A. Kenfield, Fred Saad, Robert U. Newton Jan 2022

Exercise In Advanced Prostate Cancer Elevates Myokine Levels And Suppresses In-Vitro Cell Growth, Jin Soo Kim, Dennis R. Taaffe, Daniel A. Galvão, Nicolas H. Hart, Elin Gray, Charles J. Ryan, Stacey A. Kenfield, Fred Saad, Robert U. Newton

Research outputs 2022 to 2026

Background:

Altering the systemic milieu through exercise has been proposed as a potential mechanism underlying exercise-driven tumour suppression. It is not yet known whether men with advanced prostate cancer can elicit such adaptations following a program of exercise. The purpose is to examine myokine levels of serum acquired from metastatic castrate-resistant prostate cancer (mCRPC) patients recruited to the INTERVAL-GAP4 trial before and after 6 months of exercise and its tumour-suppressive effect.

Methods:

Twenty-five men with mCRPC (age = 74.7 ± 7.1 yrs) were randomised to supervised multimodal (aerobic and resistance) exercise (EX) or self-directed exercise control group (CON). Body composition …


Challenging And Confronting: The Role Of Humanities In Fostering Critical Thinking, Cultural Competency And An Evolution Of Worldview In Enabling Education, Lydia Edwards, Brendan Ritchie Jan 2022

Challenging And Confronting: The Role Of Humanities In Fostering Critical Thinking, Cultural Competency And An Evolution Of Worldview In Enabling Education, Lydia Edwards, Brendan Ritchie

Research outputs 2022 to 2026

Humanities discourse forms part of several Australian academic enabling programs, either embedded within the broader curriculum, or as part of a standalone unit. Within Edith Cowan University’s UniPrep course, an introductory Humanities unit is offered to students as one of two electives alongside three other core units. The unit introduces students to key concepts within the Humanities, exploring disciplines such as ethics, philosophy, language, history, religion, politics, law, Indigenous studies and fine arts. In addition to offering students an understanding of these disciplines, studying Humanities within the context of an academic enabling program can provide students with several other benefits. …


Impact Of Study Abroad To Nazi Concentration Camps: Perceptions Of Interpreting Students On Identity-Building, Sherry Shaw, E. Lynn Jacobowitz, Kaitlynn Himmelreich Dec 2021

Impact Of Study Abroad To Nazi Concentration Camps: Perceptions Of Interpreting Students On Identity-Building, Sherry Shaw, E. Lynn Jacobowitz, Kaitlynn Himmelreich

Journal of Interpretation

This study focuses on the perceptions of post-secondary interpreting students who traveled to concentration camps, Auschwitz-Birkenau (Poland) and Schloss Hartheim (Austria). The historical context of spoken language interpreters in concentration camps, eugenics in the Deaf community, and extermination of people with disabilities underpin the study’s mixed-methods design, incorporating social identity and transformative learning theories to explore professional identity development. A Deaf, Jewish moderator-participant facilitated four focus groups using photo elicitation to foster narratives. Participants ranked photos and value statements to reveal identity components that most impacted them. A grounded theory approach to analysis revealed four themes triangulated with survey data: …


Examining Teacher Leadership: Phenomenology Of The Perceived Challenges Of Being A Teacher Leader, Noelle H. Green Dec 2021

Examining Teacher Leadership: Phenomenology Of The Perceived Challenges Of Being A Teacher Leader, Noelle H. Green

The Interactive Journal of Global Leadership and Learning

Today’s school leaders recognize that one person, mainly the principal, cannot adequately address the needs of all members of the school community. Many principals rely on teacher leaders to lead alongside them to further school improvement, knowing that the traditional way of thinking of school leadership as being the sole role of the principal is no longer effective or efficient. While K-12 teachers typically have a strong background in child development, psychology, and pedagogy, many lack experience in leading and facilitating adults and have little background in adult learning theory.

The purpose of this research is to determine how K-12 …


Designing Effective Online Courses: Exploring The Relationships Amongst Online Teaching Self-Efficacy, Professional Development, Online Teaching Experience, And Reported Implementation Of Effective Higher Education Online Course Design Practices, Elizabeth Mcmahon Dec 2021

Designing Effective Online Courses: Exploring The Relationships Amongst Online Teaching Self-Efficacy, Professional Development, Online Teaching Experience, And Reported Implementation Of Effective Higher Education Online Course Design Practices, Elizabeth Mcmahon

The Interactive Journal of Global Leadership and Learning

How best to prepare and support higher education faculty to design and teach effective online courses is a topic of great significance to higher education institutional leaders and faculty developers. This study explored how hours of professional development along with online teaching and learning experiences were related to online teaching self-efficacy and the extent to which participants reported implementation of effective online course design practices. Using a non-experimental quantitative correlational explanatory research study design, data were collected using a questionnaire. Participants included 104 online faculty from a large public higher education system located in the upper Midwest that includes both …


Core Self-Evaluation Theory In Qualitative Research: Extending A Quantitative Theory Into A Qualitative Framework To Study Community College Faculty., Patria Lawton Dec 2021

Core Self-Evaluation Theory In Qualitative Research: Extending A Quantitative Theory Into A Qualitative Framework To Study Community College Faculty., Patria Lawton

The Interactive Journal of Global Leadership and Learning

The use of qualitative research in higher education has long been underutilized, specifically when examining community colleges. The purpose of this article is to demonstrate the need for more qualitative research focusing on the lives and work of community college faculty and to introduce the reader to Judge et al. (1997) Core Self-Evaluation Theory (CSE). The article describes the rationale and process of utilizing CSE as a viable theoretical framework in qualitative research. The author discusses the way in which CSE was extended from a traditional quantitative measure to a qualitative framework by walking the reader through a study which …


Self-Evaluation Of Educational Leadership Practices During Covid-19, Mike Coquyt Dec 2021

Self-Evaluation Of Educational Leadership Practices During Covid-19, Mike Coquyt

The Interactive Journal of Global Leadership and Learning

Due to the COVID-19 pandemic, school districts, and specifically, superintendents, are under increased pressure to lead. Irregularity and ambiguity are now the mantras of those tasked with leading in our schools. Many current research studies aim to evaluate the possible effects of COVID-19 on the system of education (Azorín, 2020; Hargreaves & Fullan, 2020), and advice on how to lead during a crisis (Harris & Jones, 2020; Leithwood et al., 2020, Netolicky, 2020). There are no standards or benchmarks to follow that could potentially aid school leaders as they navigate, lead, and make important decisions that affect how quality instruction …


The Personal And Professional Impact Of Covid-19 On School Counselors: An Exploratory Study., Taryn Akgul, Jessica Brown, Lisa Karch Dec 2021

The Personal And Professional Impact Of Covid-19 On School Counselors: An Exploratory Study., Taryn Akgul, Jessica Brown, Lisa Karch

The Interactive Journal of Global Leadership and Learning

School Counselors historically have faced multiple challenges that impact their lives personally and professionally. Due to numerous and competing demands, school counselors are likely to experience a plethora of stressors including role conflict, high student to school counselor ratios, minimal support, and increasing mental health needs of students. The COVID 19 pandemic exacerbated these challenges by changing and adding to the responsibilities of school counselors, reducing access to appropriate support systems, and increasing students’ needs for counseling services. This qualitative, exploratory study utilized phenomenological inquiry to examine the impact of these challenges on school counselors’ personal and professional lives. The …


Identifying Key Success Indicators In Student Letters For Reinstatement From Suspension, Angela Bowlus, Jamaica Delmar Dec 2021

Identifying Key Success Indicators In Student Letters For Reinstatement From Suspension, Angela Bowlus, Jamaica Delmar

The Interactive Journal of Global Leadership and Learning

Retaining and graduating students continues to be an issue that higher education institutions are longing to solve, especially for the growing non-traditional student body whose list of competing priorities continues to grow. As academic suspension hinders persistence, this article examines a key aspect of the reinstatement from suspension process for students: the letter of appeal. The narrative provided is impacted by how the writer expresses their acknowledgment of what went wrong and what changes will be made to ensure administrators of future success, it too is impacted by the interpretation of the institutional decision maker. By reviewing a sample of …


Factors That Affect The Rate Of Preterm Birth: An Examination Of The Inter-Related Impacts Of Social Determinants, Behavior And Physical Health Status, Krystal Michelle Hunter Dec 2021

Factors That Affect The Rate Of Preterm Birth: An Examination Of The Inter-Related Impacts Of Social Determinants, Behavior And Physical Health Status, Krystal Michelle Hunter

Dissertations

The work seeks to examine the factors that have significant relationships to the rate of preterm birth (PTB) along with its cost to society.

There are four papers within this work. This purpose of the first paper is to measure the impact that healthy behaviors have on the rate of PTB when modeled with other factors like household demographics, community deprivation, chronic disease and mental health. This work finds that positive health behaviors has a negative relationship with PTB. The interaction between body mass index (BMI) and social class and its relationship to PTB is examined in the second paper. …


Exposing And Fixing Causes Of Inconsistency And Nondeterminism In Clustering Implementations, Xin Yin Dec 2021

Exposing And Fixing Causes Of Inconsistency And Nondeterminism In Clustering Implementations, Xin Yin

Dissertations

Cluster analysis aka Clustering is used in myriad applications, including high-stakes domains, by millions of users. Clustering users should be able to assume that clustering implementations are correct, reliable, and for a given algorithm, interchangeable. Based on observations in a wide-range of real-world clustering implementations, this dissertation challenges the aforementioned assumptions.

This dissertation introduces an approach named SmokeOut that uses differential clustering to show that clustering implementations suffer from nondeterminism and inconsistency: on a given input dataset and using a given clustering algorithm, clustering outcomes and accuracy vary widely between (1) successive runs of the same toolkit, i.e., nondeterminism, and …


Crash Injury Severity Prediction With Artificial Neural Networks, Rima Abisaad Dec 2021

Crash Injury Severity Prediction With Artificial Neural Networks, Rima Abisaad

Dissertations

Motor vehicle crashes are one of our nation's most serious social, economic and health issues. They are the leading cause of death among children and young adults, killing approximately 1.35 million people each year. Providing a safe and efficient transportation system is the primary goal of transportation engineering and planning. To help reduce traffic fatalities and injuries on roadways, crash prediction models are used to forecast the injury severity of potential crashes and apply precautionary countermeasures accordingly. Most of these models are reactive as they use historical crash data to categorize crash-related factors. Recently, advancements have been made in developing …


Model Checks For Two-Sample Location-Scale, Atefeh Javidialsaadi Dec 2021

Model Checks For Two-Sample Location-Scale, Atefeh Javidialsaadi

Dissertations

Two-sample location-scale refers to a model that permits a pair of standardized random variables to have a common distribution. This means that if X1 and X2 are two random variables with means µ1 and µ2 and standard deviations ?1 and ?2, then (X1 - µ1)/?1 and (X2 - µ2)/?2 have some common unspecified standard or base distribution F0. Function-based hypothesis testing for these models refers to formal tests that would help determine whether or not two samples may have come from some location-scale …


On Performance Optimization And Prediction Of Parallel Computing Frameworks In Big Data Systems, Haifa Alquwaiee Dec 2021

On Performance Optimization And Prediction Of Parallel Computing Frameworks In Big Data Systems, Haifa Alquwaiee

Dissertations

A wide spectrum of big data applications in science, engineering, and industry generate large datasets, which must be managed and processed in a timely and reliable manner for knowledge discovery. These tasks are now commonly executed in big data computing systems exemplified by Hadoop based on parallel processing and distributed storage and management. For example, many companies and research institutions have developed and deployed big data systems on top of NoSQL databases such as HBase and MongoDB, and parallel computing frameworks such as MapReduce and Spark, to ensure timely data analyses and efficient result delivery for decision making and business …


Statistics-Based Anomaly Detection And Correction Method For Amazon Customer Reviews, Ishani Chatterjee Dec 2021

Statistics-Based Anomaly Detection And Correction Method For Amazon Customer Reviews, Ishani Chatterjee

Dissertations

People nowadays use the Internet to project their assessments, impressions, ideas, and observations about various subjects or products on numerous social networking sites. These sites serve as a great source of gathering information for data analytics, sentiment analysis, natural language processing, etc. The most critical challenge is interpreting this data and capturing the sentiment behind these expressions. Sentiment analysis is analyzing, processing, concluding, and inferencing subjective texts with the views. Companies use sentiment analysis to understand public opinions, perform market research, analyze brand reputation, recognize customer experiences, and study social media influence. According to the different needs for aspect granularity, …


Machine Learning Techniques For Network Analysis, Irfan Lateef Dec 2021

Machine Learning Techniques For Network Analysis, Irfan Lateef

Dissertations

The network's size and the traffic on it are both increasing exponentially, making it difficult to look at its behavior holistically and address challenges by looking at link level behavior. It is possible that there are casual relationships between links of a network that are not directly connected and which may not be obvious to observe. The goal of this dissertation is to study and characterize the behavior of the entire network by using eigensubspace based techniques and apply them to network traffic engineering applications.

A new method that uses the joint time-frequency interpretation of eigensubspace representation for network statistics …