Digital Commons Network^™

Big Data Distributed Support Vector Machine, Baby Nirmala, Raed Abueid, Munef Abdullah Ahmed

Mesopotamian Journal of Big Data

Data mining and machine learning (ML) methods are being used more than ever before in cyber security. The use of machine learning (ML) is one of the potential solutions that may be successful against zero day attacks, starting with the categorization of IP traffic and filtering harmful traffic for intrusion detection. In this field, certain published systematic reviews were taken into consideration. Contemporary systematic reviews may incorporate both older and more recent works in the topic of investigation. All of the papers we looked at were thus recent. Data from 2016 to 2021 were utilized in the study. Both security …

A Survey On Distributed Reinforcement Learning, Maroning Useng, Suleiman Abdulrahman

Mesopotamian Journal of Big Data

In many settings, reinforcement learning (RL) has proven to be an effective tool for tackling difficult decision-making challenges. Traditional RL algorithms, on the other hand, frequently hit walls when confronted with issues of a sufficiently great scale or complexity. Distributed reinforcement learning (DRL) is a new area of study that hopes to circumvent these restrictions by dividing the learning workload among several computers. In this work, we offer a thorough overview of DRL, discussing its history, difficulties, applications, evaluation, scalability, and outstanding issues. We classify DRL approaches and frameworks and examine their similarities and differences. We also highlight the difficulties …

Using Neural Networks To Model Complex Mathematical Functions, Abdelfatah Kouidere, Mondher Damak

Mesopotamian Journal of Big Data

Accurately modeling highly complex and irregular mathematical functions like fractals, chaos, and turbulence poses longstanding challenges. Traditional physics-based approaches often fail due to analytic intractability and extreme sensitivity. In this work, we pioneer the usage of long short-term memory (LSTM) recurrent neural networks for learning representations of such complex mathematical functions. We train custom-designed deep LSTM architectures on functions including the Lorenz attractor, Mandelbrot set, and Mackey-Glass delay differential equation. The networks achieve excellent quantitative performance across critical evaluation metrics like mean squared error and R-squared. Qualitative visualizations also demonstrate highly precise function replication and generalization. Comparisons to polynomial regression …

Minimum Dataset And Metadata Guidelines For Soil-Test Correlation And Calibration Research, Nathan A. Slaton, Sarah E. Lyons, Deanna L. Osmond, Sylvie M. Brouder, Steve W. Culman, Gerson L. Drescher, Luciano C. Gatiboni, John Hoben, Peter J.A. Kleinman, Joshua M. Mcgrath, Robert O. Miller, Austin Pearce, Amy L. Shober, John T. Spargo, Jeff J. Volenec

Crop, Soil and Environmental Sciences Faculty Publications and Presentations

Soil-test correlation and calibration data are essential to modern agriculture, and their continued relevance is underscored by the expansion of precision farming and the persistence of sustainable soil management priorities. In support of transparent, science-based fertilizer recommendations, we seek to establish a core set of required and recommended information for soil-test P and K correlation and calibration studies, a minimum dataset, building on previous research. The Fertilizer Recommendation Support Tool (FRST) project team and collaborators are developing a national database that will support a soil-test-based nutrient management decision aid tool. The FRST team includes over 80 scientists from 37 land-grant …

Promoting Vaccine Innovation, Mirit Eyal-Cohen, Ana Santos Rutschman

Faculty Publications

As society grows to understand the need to promote innovation, policymakers try to employ an arsenal of policy tools, from traditional intellectual property (“IP”) to newer tools such as grants, regulatory vouchers, and prizes. This Article argues that these frameworks crowd out certain types of investments in innovation projects that have a high social value. Vaccine innovation is a case in point. Despite the immense socioeconomic benefit of vaccines, existing policies have been limited in fostering investments in this space. This is because they fail to directly address the relevant bottleneck issues distinct to vaccine development.

This Article offers a …

Viral Sovereignty,Vaccine Diplomacy,And Vaccine Nationalism: The Institutions Of Global Vaccine Access, Sam F. Halabi, Ana Santos Rutschman

Faculty Publications

The COVID-19 pandemic has triggered a global vaccine race. Distributive questions about which countries will receive scarce doses and under which conditions pervade international law and diplomacy. This Article is the first to describe the phenomena that have driven the development of international vaccine-sharing mechanisms, identify the international organizational forces that explain the phenomena, and explain how international organizations may facilitate international cooperation before, during, and after global crises.

This Article explores the longstanding dissociation between global public health imperatives and nationalist responses to pandemics within the frameworks of “vaccine nationalism,” “viral sovereignty,” and “vaccine diplomacy.” The Article then considers …

Elderly Educated Blacks And The Influence Of Exercise Identity, Self-Determination, And Social Determinants Of Health On Physical Activity, George Leonard Shaw Jr., Miles Anthony Irving

Journal of the Georgia Public Health Association

ABSTRACT:

Background: This study examined the influence of socio-economic status (SES), exercise self-definition, and self-determination variables on physical activity participation among African American retirees.

Methods: Both African American men and women, of at least 60 years of age, were surveyed. All participants lived independently. The data collected included demographic, Godin Leisure-Time Physical Activity Questionnaire (LTPA), Exercise Self-Definition Questionnaire (ESD), Behavioral Regulations Exercise Questionnaire-2 (BREQ-2), and Basic Psychological Needs Satisfaction in Exercise Scale (BPNES). The findings and analysis were conducted using data from149 participants.

Results: Only gender was a statistically significant predictor of physical activity participation in the study. Based on …

Addressing Maternal Mental Health Among Black Perinatal Women In Atlanta, Georgia: A Cbpr Approach, Natalie Hernandez, Sherilyn Francis, Brielle Evans, Andrea G. Parker, Jemea Dorsey, Danette Mclaurin Glass, Mica Whitfield, Elise Blasingame, Pamela Braxton, Rasheeta Chandler

Journal of the Georgia Public Health Association

Background: Perinatal mood and anxiety disorders (PMADs) are the most common complication of pregnancy, affecting up to 1 in 5 childbearing women, with higher rates among low-income minority women. One in seven women suffer from perinatal depression. This study aimed to (1) assess the mental and emotional health challenges of underserved Black perinatal women in Atlanta, Georgia (GA) and (2) examine local priorities and sources of care for mental health among underserved women in Atlanta, GA.

Methods: A community-based participatory research partnership between Morehouse School of Medicine (MSM) and the Center for Black Women’s Wellness (CBWW)’s Atlanta Healthy Start Community …

Barriers To Hiv Related Services Among Men Who Have Sex With Men (Msm) In Rural Georgia, Jordan D. Helms, Alvin Tran, Neal Carnes, Eric J. Nehl

Journal of the Georgia Public Health Association

Background: Gay, bisexual, and men who have sex with men (MSM) living in the Southeastern United States are at high risk of contracting HIV, and those in rural communities experience challenges in accessing HIV prevention and treatment.

Methods: Seven health care workers and 17 MSM in rural health care districts participated in semi-structured interviews. A theory-informed thematic analysis approach was used to summarize and compare perspectives between health care workers and MSM participants.

Results: Stigma, insufficient resources, and social structures of rural life emerged as barriers to accessing HIV-related services

Conclusions: Overcoming these barriers are necessary to reduce HIV infection …

Intragovernmental Speech And Sanction, Katherine A. Shaw

Articles

This Essay, prepared as part of a symposium on Professor Helen Norton’s The Government’s Speech and the Constitution, asks what role, if any, we should understand the Constitution to play in mediating disputes over speech between and among government entities. Focusing on the examples of impeachment and censure, the piece considers scenarios in which one arm of government takes action in response to the speech of another arm or entity of government, exploring what role the Constitution should play in shaping or constraining those responses.

Steering Loan Modifications Post-Pandemic, Pamela Foohey, Dalie Jimenez, Christopher K. Odinet

Articles

As part of federal and state relief programs created during the COVID-19 pandemic, many American households received pauses on their largest debts, particularly on mortgages and student loans. Others may have come to agreements with their lenders, likewise pausing or altering payment on other debts, such as auto loans and credit cards. This relief allowed households to allocate their savings and income to necessary expenses, like groceries, utilities, and medicine. But forbearance does not equal forgiveness. At the end of the various relief periods and moratoria, people will have to resume paying all their debts, the amounts of which may …

Enhancing Children's Achievement In Basic Science Using Library Electronic Books: A Case Of Simple Repeated Evaluation, Christian Ugwuanyi Phd

Library Philosophy and Practice (e-journal)

The 21^st century classrooms demand a lot from both the teachers and the learners due to the technological developments and demands in teaching and learning. These days, most parents buy their children (smart/android phones, tablets, or laptops without knowing the educational benefits of these gadgets in accessing online learning materials. The 21^st century technology has made the use of e-books very beneficial to the teaming population of learners who have access to the internet, but it is worrisome that there is a dearth of research on such issues in the Nigerian context. Thus, this research examined the effect …

Review Of Manuscripts On “Library Marketing” Published In Library Philosophy And Practice (E-Journal), Ikram Ul Haq, Muhammad Tanveer, Haider Mahmood

Library Philosophy and Practice (e-journal)

Objective: The assessment of scholarly communication on the particular area of knowledge has been used frequently by the subject specialists. The current study aimed to observe the coverage of articles on the subject area of “Library Marketing” in one of the library and information science journals, Library Philosophy and Practice (e-journal).

Methods: Data search was performed on the Elsevier’s Scopus database on October 10, 2021. The name of the journal was written in the main search box after selecting the “source title” option and in the second search box, “library marketing” was written …

Assessment Of Preschool Librarians’ Library Disciplining Strategies For Effective Use Of Preschool Library, Charity C. Okeke M.Ed, Clara O. Ifelunni Phd, Anthonia N. Ngwoke Phd, Gloria C. Ugwu Phd, Eucharia N. Aye Phd, Chinedu I.O. Okeke Prof, Nnamdi T. Ekeanyanwu Prof, Christian S. Ugwuanyi Phd

Library Philosophy and Practice (e-journal)

Effective use of school libraries is very germane in achieving effective teaching and learning at various levels of education. Most importantly, the cultivation of the habit of using library by preschool children at the foundation phase will go a long way in patterning the reading habits of the children as they advance in their education. Currently, most preschool children exhibit unruly traits which are potential threats to effe3ctive management of preschool library. However, literature is scarce on the disciplining practices of the preschool Librarians for effective management of school library. Thus, this study was necessitated to explore the library disciplining …

Global Research Trends In Public Libraries: A Bibliometric Evaluation Of “Public Library Quarterly”, Muhammad Tanveer, Ikram Ul Haq, Haider Mahmood

Library Philosophy and Practice (e-journal)

Objectives of the study: The paper is about evaluating the bibliometric parameters of the documents published in the prominent journal, “Public Library Quarterly” (PLQ) from 1979 to 2021.

Research Design: The dataset for this retrospective study was retrieved from the Scopus database. The bibliographic information of all kinds of documents was downloaded in the Comma Separated Value (CSV) file, further converted into Microsoft Excel for analysis. The bibliometric indicators of publications and citations by years, authorship pattern, most contributing countries, productive authors, frequently used keywords and salient appearances of highly cited were examined. Microsoft Excel, VOSviewer and Biblioshiney software …

Assessment Of Electronic Learning Usage In The Upper Basic Education French Language Curriculum: Implication For Evaluation Of Library And Information Science Resources, Kenneth Oma Eze Phd, Ekwutosi Monica Nnadi Phd, Christian Sunday Ugwuanyi Phd

Library Philosophy and Practice (e-journal)

People who work in a library and information science unit are passionate about making a positive difference in the world. Librarians are the people who work in this field, and their job is to bridge the gaps that exist between people, information, and technology. In today’s classroom instructional delivery, the use of electronic learning (e-learning) has become imperative. Thus, the study investigated the extent of implementation of e-learning in the upper basic education French language curriculum and its implication for the evaluation of Library and Information Science Resources. A sample of 370 students participated in the study. A 15–item questionnaire …

Library And Information Science Research In Asia Region: A Bibliometric Perspective, Suwarno Suwarno

Library Philosophy and Practice (e-journal)

It is expected that the usage of LIS in research papers will continue to expand in the coming years. This expansion may be seen throughout a wide range of scientific disciplines as well. This study conducts a bibliometric analysis of 1,127 papers on the use of LIS research, which were published in 206 scientific publications and authored by 1,685 authors (245 single-authored documents and 1,440 multi-authored documents). The purpose of this investigation is to determine which issue in LIS is currently trending. To analyze the data, we extracted it from the Scopus database and ran it using R software's Bibliometrix …

Remote Justice & Domestic Violence: Process Pluralism Lessons From The Pandemic, Andrea K. Schneider, Heather Hlavka, Sameena Mulla, Erin Schubert, Aleksandra J. Snowden

Articles

Domestic violence procedures, like so many court processes around the world, were forced to go online and remote during the pandemic. The impact was dramatic—there were fewer restraining order petitions filed in the first place and an even lower amount granted. In short, domestic violence survivors, among the most vulnerable in our court system, were even more challenged in the last two years. Like many court systems, Milwaukee will never go back to being fully in-person for all procedures in conjunction with domestic violence. The evolving hybrid choices could provide additional access to justice, or these processes could create additional …

Analyzing Collaborative Practices Of Education And Mental Health Professionals In An Education Program Serving Students With Emotional And Behavioral Disorders: A Case Study Utilizing A Cultural Historical Activity Lens, Elizabeth A. Jara

University of the Pacific Theses and Dissertations

This qualitative single case study examined systemic collaborative practices related to service implementation for high school students with Emotional and Behavioral Disorders (EBD) in a public school intensive therapeutic intervention program. Specifically, this study explored the interdependent and co-creative relational structures, actions, and activities of education and mental health professionals as supported by program leadership. This study used semi-structured interviews to investigate (1) how special education and mental health leadership support implementation of service, and (2) how ideologies of education and mental health professionals’ impact collaborative practices? Cultural Historical Activity Theory served as the theoretical and methodological lens for this …

Addictive Technology And Its Implications For Antitrust Enforcement, James Niels Rosenquist, Fiona M. Scott Morton, Samuel N. Weinstein

Articles

The advent of mobile devices and digital media platforms in the past decade represents the biggest shock to cognition in human history. Robust medical evidence is emerging that digital media platforms are addictive and, when used in excess, harmful to users’ mental health. Other types of addictive products, like tobacco and prescription drugs, are heavily regulated to protect consumers. Currently, there is no regulatory structure protecting digital media users from these harms. Antitrust enforcement and regulation that lowers entry barriers could help consumers of social media by increasing competition. Economic theory tells us that more choice in digital media will …

Dynamic Pricing Algorithms, Consumer Harm, And Regulatory Response, Alexander Mackay, Samuel Weinstein

Articles

Pricing algorithms are rapidly transforming markets, from ride-sharing, to air travel, to online retail. Regulators and scholars have watched this development with a wary eye. Their focus so far has been on the potential for pricing algorithms to facilitate explicit and tacit collusion. This Article argues that the policy challenges pricing algorithms pose are far broader than collusive conduct. It demonstrates that algorithmic pricing can lead to higher prices for consumers in competitive markets and even in the absence of collusion. This consumer harm can be initiated by a single firm employing a superior pricing algorithm. Higher prices arise from …

Relevance Of Internet Of Things To Health Institutions In Clinical Data Management: Implication For Librarians, Faith O. Mesagan, Moses Elechi, Francis O. Adurota, Chinedu Obinna Ejimonye, Onyinyechi G. Ossai

Library Philosophy and Practice (e-journal)

The Internet of Things (IoT) is the internetworking of physical devices which consists of an embedded system with sensors, actuators and network connectivity that enable collection and exchange of data. Each day, we are witnessing the emergence of new technologies that have the capability to embed into our environment and measure the physical, social and contextual phenomenon. The technology behind IOT is driven by various technological forces such as smart devices, wireless network, and pervasive connectivity among others. Data collection, management and accessibility are made easy with Internet of Things IOT. The Internet of Things (IoT) is aimed at formulating …

“A Force Created”: The U.S. Chamber Of Commerce And The Politics Of Corporate Immunity, Myriam E. Gilles

Articles

Upon its founding in 1912, the U.S. Chamber of Commerce was conceived as a “force created” to exert “a beneficent influence upon our national life” by integrating the views of the business community into governmental policies and regulations. That a force was created is beyond question. Beneficence is a separate issue.

The Rules Of Professional Responsibility And Legal Finance: A Status Update, Anthony J. Sebok

Articles

Legal finance occurs when strangers fund litigation for profit. Traditionally looked upon with suspicion in the common law, and limited by the doctrines of champerty and maintenance, legal finance is now a thriving part of the American legal landscape. Legal finance has been promoted as a solution to the access-to-justice problems facing working and middle class Americans, as well as a new asset class for Wall Street. At the center of legal finance, however, are lawyers – not the lawyers who write the contracts for the financing – but the lawyers for the cases being financed.
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Moonshots, Matthew Wansley

Articles

In the last half-century, technological progress has stagnated. Rapid advances in information technology disguise the slow pace of productivity growth in other fields. Reigniting technological progress may require firms to invest in moonshots—long-term projects to commercialize innovations. Yet all but a few giant tech firms shy away from moonshots, even when the expected returns would justify the investment. The root of the problem is corporate structure. The process of developing a novel technology does not generate the kind of interim feedback that shareholders need to monitor managers and managers need to motivate employees. Managers who anticipate these agency problems invest …

Post-Grant Adjudication Of Drug Patents: Agency And/Or Court?, Arti K. Rai, Saurabh Vishnubhakat, Jorge Lemus, Erik Hovenkamp

Articles

The America Invents Act of 2011 (AIA) created a robust administrative system-the Patent Trial and Appeal Board (PTAB)-that provides a route for challenging the validity of granted patents outside of district courts. Congress determined that administrative adjudication of the validity of initial patent grants could be cheaper and more scientifically accurate than district court adjudication of such validity.

For private economic value per patent, few areas of technology can match the biopharmaceutical industry. This is particularly true for small-molecule drugs. A billion-dollar drug monopoly may be protected from competition by a relatively small number of patents. Accordingly, the social cost …

Information Literacy Skills, Teachers’ Self-Efficacy And Use Of Information Resources By Secondary School Teachers In Selected Secondary Schools In Ijebu Ode Local Government, Ogun State., Opeyemi Ebenezer Afolabi, Oluwaseyi Esther Afolabi, Marcus Oladotun Aragbaye

Library Philosophy and Practice (e-journal)

This study examined the information literacy skills, self-efficacy and use of information resources by secondary school teachers in selected secondary schools in Ijebu ode local government, Ogun state. Descriptive survey research design was adopted for this study. Total enumeration technique was used in selecting the respondents for the research. A validated, self-designed and close-ended questionnaire was used as the instrument in gathering data from the respondents. Descriptive statistics (frequency, percentage, mean) and Pearson Product Moment Correlation (PPMC) were used to analyze the data gathered through questionnaire.

Findings revealed that the major information literacy skills possessed by teachers are using electronic …

Awareness And Patronage Of Library Reference Services Among Undergraduate Students In Adeyemi College Of Education, Ondo State, Nigeria, Oresiri Jamogha, Ejiro Jamogha

Library Philosophy and Practice (e-journal)

Reference services are personal assistance given to library users in their search for information and these services are most likely patronized by those who are aware of them, hence, this study investigated the awareness and patronage of library reference services among undergraduate students in Adeyemi College of Education, Ondo State, Nigeria. The study adopted survey design and a multistage sampling technique was used to select 370 undergraduate for the study. Questionnaire was used for data collection and was administered to 370 respondents out of which, 317 copies were found useful for the study. The research questions were answered using simple …

Relationship Between Entrepreneurial Self-Efficacy And Entrepreneurial Intention In Medical Library And Information Science Students: An Iranian Perspective, Ronak Hamzehei, Mohammad Karim Saberi, Zahra Moradi, Zhaleh Moradveysi, Mahdi Shaghaghi

Library Philosophy and Practice (e-journal)

Purpose: The main purpose of this study is to investigate the relationship between entrepreneurial self-efficacy and entrepreneurial intention of students in the field of medical library and information science.

Methods: This study quantitatively examined seven hypotheses through Structural Equation Modeling (SEM) techniques. Using the census method, 79 students of medical library and information science of Hamadan University of Medical Sciences, Iran, were studied. Data was collected using the Entrepreneurial Self-efficacy Questionnaire proposed by De Noble et al. (1999) and the Entrepreneurial Intention Questionnaire presented by the Linan and Chen (2011). Descriptive and inferential data analysis was performed using SPSS and …

Parent Involvement Towards Children’S Reading Habit: A Focus Group Survey From Nashik, India, Suvarna P. Desale, Rajendra M. Kumbhar Ph.D.

Library Philosophy and Practice (e-journal)

Abstract

Purpose - This study was carried out to ascertain parents’ attitude about reading related activities of children, to discover parents’ efforts for instilling the reading habit in their children, to understand the challenges faced by parents in inculcating reading habit in their children, and to suggest possible solutions to the parents’ difficulties related to their children’s reading habits.

Design/ Methodology - The research was conducted using the Survey method, with Focus Group Discussion used as the data collection tool. The research sample was 24 parents of pupils who were studying in the primary and secondary Marathi medium schools in …