COMPSCI274C. Artificial Intelligence in Biology and Medicine. Additionally, its equity analysis compared combined housing and transportation costs for EJ populations to the rest of the region's population. Agencies may be able to improve their ability to judge whether to assign "EJ" status to neighboring tracts by including those whose concentrations fall within a given standard deviation of the threshold. However, an effective transit access assessment considers a range of variables such as times of day, service frequencies, existing and potential origins and destinations, the quality of connections to transit stations, predictability of travel times, and wait times at transit stops. Principles and practice of providing technical assistance to novice learners in information and computer sciences. Introduction to qualitative research methods used to study computerization and information systems, such as open-ended interviewing, participant observation, and ethnography. 4 Units. Example calculation: TAZ 1 has three other TAZs within a 20minute drive: TAZ 2, TAZ 3, and TAZ 4. Morgantown Monongalia MPO used EPA EJSCREEN to map disadvantaged populations as they relate to areas with environmental concerns. Transfer applicants are students who have completed at least 12 semester hours of college-level coursework (after high school graduation) OR have attempted at least one semester of full-time coursework and maintained enrollment through the add/drop period (after high school graduation). Introduces concepts and principles of collaborative systems. Some specific topics are: (1) techniques for trading trending and mean-reverting instruments, (2) statistical arbitrage and pairs trading, (3) detection of time-series mean reversion or stationarity, (4) cross-sectional momentum and contrarian strategies, (5) back-testing methodologies and corresponding performance measures, and (6) Kelly formula, money and risk management. 4 Units. Develops a comprehensive understanding of the hardware and software technology, the communication protocols, and the security and privacy requirements underlying the Internet of Things ecosystem, particularly those using computing elements (processors, DSPs/ ASIPs), sensors, and accessing cloud services. For example, large MPOs and State DOTs with extensive resources may wish to consider the focus areas to identify and address the needs of diverse, rapidly changing EJ populations, while small MPOs and State DOTs that serve small cities and rural areas may wish to consider the focus areas to conduct simpler, yet equally rigorous, assessments. Only those schools/transcripts reviewed by our Admissions office are included. This information is also available on FHWA's GIS website, https://hepgis.fhwa.dot.gov/fhwagis/#, Morgantown Monongalia MPO used the U.S. EPA EJSCREEN tool to identify affected populations and to measure exposure to environmental hazards adjacent to project locations. Project-based course that actively explores how programing techniques are used for solving STEM real-world problems. FHWA. 4 Units. A complete application includes: Proficiency Examinations: Credit is generally awarded for grades of 3 or below (out of 7, with 1 being the highest) on two-unit subjects. As stated in 23 CFR 450 316(a)(1) (vii) "Seeking out and considering the needs of those traditionally underserved by existing transportation systems, such as lowincome and minority households, who may face challenges accessing employment and other services" This is accomplished by assessing public input and technical analyses (e.g., transit gap analysis, multimodal transportation system analysis, including accessible pedestrian walkways, bicycle transportation facilities, and intermodal facilities that support intercity transportation, including intercity buses and intercity bus facilities and commuter vanpool providers7 ). 4 Units. The research found that threshold concentrations can appear arbitrary or obscure, especially if an agency has not fully documented its rationale for selecting a given threshold concentration, as was the case for most of the plans and programs reviewed for this research. 4 Units. Since the first graduation in 1989, we expect to haveover 1,000 graduates when the present cohort completes the programme. Statistical methods commonly used to analyze data arising from clinical studies. 2 Units. I&CSCI51 with a grade of C or better. By discovering this current need, it could then analyze the distribution of safety funding (e.g., TA SetAside, FTA Capital funds) to assess whether it was responding adequately. Here's how to get in touch with us. Students study data organization, algorithm design and analysis, design and organization of hardware and network systems, software engineering, artificial intelligence, social aspects of system design and use, and management of technology. San Francisco's Metropolitan Transportation Commission identifies locations that include minority populations and lowincome populations for its planning process, as well as areas with other "disadvantage factors," as displayed in Table 3. As defined in the DOT and FHWA environmental justice orders, adverse effects include, but are not limited to 13 : Estimating the existing levels of exposure to health and safety hazards across a region can help agencies identify areas where adverse effects may be disproportionately high and adversely effecting EJ populations. Creating an index that identifies areas having multiple types of underserved populations Agencies should identify and consider the needs of lowincome populations and minority populations independently during an EJ analysis, but other people also experience transportation disadvantages, such as people with disabilities, older adults, children and youth, or transitdependent populations. Covers fundamental concepts in the design and analysis of algorithms and is geared toward non-specialists in theoretical computer science. By setting the threshold concentrations as percentages of lowincome and minority residents, an agency may risk overlooking densely populated, diverse communities that have high. Embedded Software. Cambridge Pre-University: Credit is generally awarded for scores of M3 or higher on Principal Subjects. For those applying into one of our 130+ combined majors, please review the course information for each individual college or program involved in the combined major. CSE 45C with a grade of C or better. One of these, the NGOMicrogrant Program, funded communitybased organizations that regularly interact with, are trusted by, and include members of traditionally underrepresented populations to foster participation in the development of the TNJ Regional Plan for Sustainable Development and to undertake small planning projects or training workshops in their communities. Move 2040: Regional Transportation Plan, Appendix 5: Outreach, Federal Highway Administration. Rogue Valley, OR MPO completed a needs assessment that led to identifying several towns with concentrations of lowincome populations and/or minority populations. First-year students can participate in NUterm in Summer 1 of their first year, taking advantage of exciting and unique course offerings or regular classes during the May/June semester. Once admitted, you can submit full syllabi through your Application Status Check for the academic departments to review and determine any transfer credit. All other courses are recommended. COMPSCI122A. Data Science Majors have first consideration for enrollment. Please see more on what we consider official results to be. COMPSCI180A. Introduction to principles of machine learning and data-mining applied to real-world datasets. COMPSCI272. Recent social and technological developments in human-computer interaction and design. Security Classification (of this page)
Recommended: COMPSCI143A. SWE243P. Statistical Methods II: Categorical Data. That means the impact could spread far beyond the agencys payday lending rule. CSE 46 with a grade of C or better. The public participation plan includes a process for soliciting information and considering the needs of all affected parties, especially those traditionally underserved by existing transportation systems, such as lowincome populations and minority populations. The TPO set four overall goals for its public participation process, outlined below. You may apply up to 32 semester hours of advanced credit toward your undergraduate degree. Introduction to role of information systems in organizations, components and structure of organizational information systems, and techniques used in information systems analysis, design, and implementation. Design of instruments, sampling, sample sizes, and data analysis. Prerequisite: IN4MATX283 and IN4MATX284. Prerequisite: Required: Python programming knowledge. COMPSCI162. Populationweighted methods, when combined with travel demand model outputs, can be useful for assessing the comparative benefits and burdens of transportation plans and programs on all types of population groups, including EJ populations. 4 Units. For courses that do not appear in this database, admitted students will need to upload syllabi through the application status check for transfer credit evaluation. Transit accessibility analyses can be challenging to structure effectively. 2016-17 through 1996-97
Transportation planning and programming are important points at which to assess EJ principles. Agencies can use the data from their public involvement efforts to help them better understand locations for targeted outreach and relevant organizations with which to partner. Keystone Professional Writing and Communication for Computer Science Careers. Omaha's Metropolitan Area Planning Agency (MAPA) used a geographic approach to ascribe investments in its LRTP to EJ populations. Restriction: Bren School of ICS Honors students only. Probability Models. Restriction: Master of Software Engineering Degree students only. Intermediate Probability and Statistical Theory I. The denial of, reduction in, or significant delay in the receipt of benefits of DOT programs, policies, or activities.". The research found that tailoring public involvement to EJ communities requires a multifaceted approach that provides a range of opportunities to participate. Software Engineering Majors have first consideration for enrollment. Required: Knowledge of basic statistics and linear algebra. DOT and FHWA EJ Orders state that "disproportionately high and adverse" refers to an adverse effect that (1) is predominately borne by a minority population and/or a lowincome population; or (2) will be suffered by the minority population and/or lowincome population and is appreciably more severe or greater in magnitude than the adverse effect that will be suffered by the nonminority population and/or nonlowincome population. 4 Units. 4 Units. Plan 2045 Connection North Jersey, Public Outreach Appendix, Southern New Hampshire Planning Commission. Restriction: School of Info & Computer Sci students have first consideration for enrollment. Some agencies document a concerted effort to include lowincome representatives and minority representatives on advisory committees and other decisionmaking bodies. IN4MATX299. Overall, this measure is a relatively quick and easy way to scan spending allocations across an entire array of proposed projects. ), stipends, and, as needed, storefront project information centers. Transfer credit rules are retired after five years and re-evaluated as new information becomes available. Topics include the fundamentals of interaction, user experience, design for usability, and evaluation of products for their usability. Computational Systems Biology. These types of planninglevel analyses can also help identify the equity implications of policies such as tolling or congestion pricing. A funding comparison that makes the comparisons on a per capita basis may be more appropriate. For example, a new pedestrian facility will not likely benefit individuals within the Census tract that live beyond walking distance of the facility. Dotdensity maps overlaid on gradient maps are particularly effective in conveying both absolute numbers and relative concentrations of populations. The MidOhio RPC in Columbus assembled a series of dotdensity maps to show the concentrations of a variety of population groups (i.e., minority, Hispanic, individuals in poverty, older adults (65+), persons with disabilities, and households with no vehicle). This 11 credit-hour course can be completed in one semester. Evaluation and fieldwork for health systems. Measuring effectiveness in engaging minority or lowincome individuals and using that data to improve public involvement programs. The PGY2 Hematology/Oncology Pharmacy Residency at the Hospital of the University of Pennsylvania (HUP) is structured to develop graduates of a PGY1 Pharmacy Residency into clinical specialists who can successfully care for adults with cancer, including solid tumor malignancies, hematologic malignancies, those undergoing a hematopoietic cell Prerequisite: COMPSCI178 or COMPSCI273A or STATS120B. 25, Understanding community needs is a vital component of identifying project concepts during the transportation planning process, from long rang plans to projectlevel environmental review, and helps shape project decisions and outcomes under NEPA. The total number of jobs within TAZs 14 is 100. This course covers statistical methods and models of risk management, especially of Value-at-Risk (VaR).
4 Units. STATS210C. MATH3A with a grade of C+ or better. Prerequisite: I&CSCI31 or I&CSCI32A or AP Computer Science A. AP Computer Science A with a minimum score of 3. Before awarding points to a project located in an EJ area, consider whether the adjacent community will necessarily benefit. Based on the results of that analysis, MARC began working with the highest risk areas to implement countermeasures. For more information, contact the ICS graduate counselor at 949-824-5156 or send an email to gcounsel@ics.uci.edu. COMPSCI142A. Why cant I be considered a transfer student? These individuals can advise the agency on how to approach a variety of community leaders and advocates; with respect to recruiting community leaders as "ambassadors" for a planning process; and where appropriate; help train them in transportation issues and decisionmaking processes. Type of Report and Period Covered
Academic Counseling: 949-824-5156 4 Units. Agencies should evaluate such results with sensitivity to how regional benefits are distributed between EJ and nonEJ populations. Global Disruption and Information Technology. The research found that some agencies identify "EJ areas" based on the concentrations of lowincome populations and minority populations in those locations. Conceptual basis for tangible and embodied interaction. Puget Sound Regional Council in the Seattle area allocates 10 out of 90 points in its TIP project selection process to the category Social Equity and Access to Opportunity. Senior Design Project. 4 Units. In addition to the required materials for first-year applicants, early high school graduate applicants must provide statements of support from the school principal or guidance counselor and the students parents. 2017. IN4MATX283. Disciplines for the 2016-17 Academic Year (PDF, 4m)
All schools may not be represented in our transfer equivalency guide. COMPSCI211A. I&CSCI6N with a grade of C or better. Conducting targeted EJ outreach and developing tailored materials require staff time and financial resources. Eligible students participate in the ICS Honors Seminar (I&CSCIH197), which provides an introduction to the range of current faculty research. Topics from: (i) Linear regression models; (ii) Generalized linear models; (iii) Model selection and regularization; (iv) Kernel and local polynomial regression; selection of smoothing parameters; (v) Generalized additive models; (vi) Hidden Markov models and Bayesian networks. A repository of datasets including data on communities, health, and Medicare. DOT EJ Order6 : lowincome populations and/or minority populations. Prerequisite: STATS7 or STATS8 or AP90 or (STATS120A and STATS120B and STATS120C). Statistical Methods I: Linear Models. This report provides a summary of approaches currently used in practice today, with a specific focus on notable practices for conducting EJ assessments during transportation planning and programming. Implement at least a working prototype and test this using relevant use cases and/or input data. COMPSCI250A. Prerequisite: I&CSCI6D and (MATH3A or I&CSCI6N) and MATH2B and (I&CSCI46 or CSE 46) and (COMPSCI112 or COMPSCI116 or COMPSCI171 or COMPSCI178). Study of architectural issues and their relation to technology and software: design of processor, interconnections, and memory hierarchies. SWE265P. The agency typically establishes a threshold concentration (often the regional average) based on the residential population, which is used to categorize each geographic unit as either "EJ" or "nonEJ." To better understand and analyze neighborhoodlevel issues, agencies can use a combination of public input and technical analyses such as bicycling and pedestrian audits and communication tools such as mySidewalk to track, analyze, and communicate progress on improving active transportation infrastructure. Studies in selected areas of software engineering. Consistent with other performancebased planning and programming approaches, other agencies have created evaluation criteria that measure the potential benefit, as discussed below. Representing information in digital form. Additionally, adjusting for similarly sized geographic zones can be important in fringe areas, small cities, or mixed type areas. HUMAN1C with a grade of C or better. Students are expected to bring to bear the concepts acquired during the program. Disciplines for the 2014-15 Academic Year (PDF, 3m)
ICS faculty actively lead and participate in a variety of research laboratories, institutes and centers, including the Institute for Genomics and Bioinformatics; Institute for Software Research; Institute for Virtual Environments and Computer Games; California Institute for Telecommunications and Information Technology (Calit2); Data Science Initiative; Center for Machine Learning and Intelligent Systems; Center for Digital Transformation; Center for Emergency Response Technologies; Center for Algorithms and Theory of Computation; Center for Research in Sustainability, Collapse-Preparedness & Information Technology; Secure Computing and Networking Center; Center for Ethnography; Social & Technological Action Research Group; Secure Systems and Software Laboratory; Software Engineering and Analysis Lab; Computational Vision Lab; Transformative Play Lab; Laboratory for Ubiquitous Computing and Interaction; Cybersecurity Policy & Research Institute (CPRI);Institute for Future Health; HPI Research Center in Machine Learning and Data Science at UCI; and the Steckler Center for Responsible, Ethical, and Accessible Technology (CREATE). Project in Algorithms and Data Structures. Design case studies in wireless, multimedia, and/or networking domains. IN4MATX241. Prerequisite: Familiarity with linear algebra is required. Covers fundamental principles underlying data management systems. Get a taste of life at Northeastern in person or through our interactive virtual tour. Informatics Majors have first consideration for enrollment. Please reach out to an admissionsfor more information or emailNUVets@northeastern.edu. STATS299. Computer Game Science Majors have first consideration for enrollment. 4 Units. An introduction to the lexical, syntactic, semantic, and pragmatic characteristics of the Java language for experienced programmers. Title VI of the Civil Rights Act of 1964, which prohibits exclusion from participation in, denial of benefits of, and discrimination under Federallyassisted
The tuition fee for the full-time programme is HK$204,000* for the 2023-24 intake and that for the part-time programme is HK$102,000* per year for two years. See, All-India Senior School Certificate Examination (Standard XII), Indian School Certificate Examinations (Standard XII). For example, a finding that most of the region's roadway projects or dollars were located outside of EJ areas could be interpreted in two distinctly different ways, absent other information: 1) one could decide that the agency was not investing enough in the EJ areas; or 2) one would decide that the agency was maintaining the cohesion of EJ communities by not disrupting them with major highway projects. Emphasis on the development of automatic tools (i.e., compilers/environments) for the efficient exploitation of parallel machines, and the trade-offs between hardware and software in the design of supercomputing and high-performance machines. Well-developed written and oral communication skills relevant to computer science professionals including oral presentations, short descriptive writing assignments, and one longer writing assignment related to a research replication project. 4 Units. Please refer to our Deadlines and Decisions page for information regarding our transfer application timeline. We will not be considering transfer applicants for the Spring 2023 term. Northeastern will only award credit for exams that were administered by AQA, Cambridge Assessment (including OCR), CCEA, Pearson Edexcel, WJEC, or any subsidiaries. Other agencies proposed steps to guard against potential adverse effects on minority populations and/or lowincome populations, without documenting specific findings. Game Technologies and Interactive Media. Many agencies generally consider the net effect of any transportation activity as positive for the adjacent communities. Specifically, the environmental justice is one of the considerations in planning processes designed to accommodate all populations, as required in: Lowincome populations and minority populations were, for many years, typically underrepresented in the transportation decisionmaking process. I&CSCI20. Materials fee. Assessment:coursework (40%) and examination(60%). Public Health Majors have first consideration for enrollment. IN4MATX102. Agencies may wish to consider calculating their investment analysis on a per capita basis to adjust for the relative size of the populations that are likely affected by the projects. All jobs were identified within a 20minute transit and auto travel time of a given TAZ. Although the sample only contains 25% of the nation's MPOs, the sample accounts for 41% of the nation's population that lives within an MPO service area. I&CSCI32A with a grade of C or better. Examples of other categorization approaches include the following: While categorizing spending by project type may not indicate benefits or burdens, it provides agencies a relatively simple approach to begin assessing the potential effects of transportation investments. Prerequisite: COMPSCI112 or COMPSCI171 or IN4MATX121 or ART 106B or I&CSCI163 or I&CSCI166. info on community assets, such as local social services, Birmingham MPO, West Virginia DOT, Rogue Valley MPO. Theory and application of multivariate statistical methods. Time-space-structure trade-offs. This is a limitation for scoring of any kind, especially when criteria categories are unclear or difficult to define. Lowincome The U.S. Prerequisite: IN4MATX113 and IN4MATX121 and IN4MATX131 and IN4MATX151. The dots are randomly placed throughout the geographic unit; they do not represent the exact location of the populations mapped, nor do they represent specific households or individuals. Most approaches use General Transit Feed Specifications (GTFS) data, a standardized, opensource format that allows transit agencies to share and continually update their network data, including route geographies, stops, fares, and schedules. Applied Information Retrieval. The Office of Access and Inclusion was created in 2014 as a joint initiative between ICS and UCIs Samueli School of Engineering to support the recruitment, retention, and graduation of undergraduate and graduate students from populations underrepresented in engineering and computer science. IN4MATX288. Similarly, access to major retail centers may not always be particularly meaningful for lowincome populations. 4 Units. Restriction: Computer Game Science Majors have first consideration for enrollment. Other environmental risks include extreme weather events and rising sea levels, particularly in coastal areas, impact transportation infrastructure and vulnerable populations The National Oceanic and Atmospheric Administration developed a Digital Coast Sea Level Rise Viewer12 that shows areas of high human vulnerability to hazards in coastal areas based on the built environment and population attributes, such as age and income. Agencies may wish to conduct transit access analysis using isochrone maps to determine whether individuals have access to important locations and services within a defined timeframe. Source: NIRPC. Data on school quality, student attendance, and participation in free school lunch program. The agency may wish to consider using a survey to get a broad sense of what people are concerned about within a given population or community, then conduct a focus group or individual interviews to discern why people are sensitive about those issues. Buffer analyses also cannot determine how many destinations are accessible within a reasonable travel time from that transit stop. 4 Units. COMPSCI271P with a grade of B or better. Restriction: Education Sciences Majors only. The research found that many agencies' public involvement plans, and other documents, generally describe minimal efforts to reach EJ populations, often limited to distributing meeting notices to minority news outlets and organizations serving lowincome populations and/or minority populations. SWE249P. ENGRMAE10 with a grade of C or better. 4 Units. The participants' racial, ethnic,
DTFH6116D00015, 12. 4 Units. Restriction: Master of Hum Com Interact Des Degree students only. Requirements Engineering and Specification. Computational Systems Biology. Computer Systems Architecture. PSRC developed three general outreach approaches to engage these audiences and matched these outreach activities with specific organizations and their stakeholders. Credit for one or all required courses may be given at the time of admission to those students who have completed a masters degree in computer science or a closely related field. 168, 23 U.S.C. jobs, colleges, hospitals, and retail stores), the percent of the population within 20 minutes of amenities, and average travel times for trips to these amenities. Campuswide Honors Collegium students only. STATS280. 139(f)(4)(E) and 23 CFR 771.111(a)(2), 21 FHWA Order https://www.fhwa.dot.gov/legsregs/directives/orders/664023a.cfm, 22 FHWA Order https://www.fhwa.dot.gov/legsregs/directives/orders/664023a.cfm. For each agency, the researchers scanned LRTP, TIP, public participation plans, Title VI plans, unified planning work programs, and other available reports relevant to EJ considerations and assessments. Intermediate-level language features and programming concepts for larger, more complex, higher-quality software. COMPSCI238. 4. Same as IN4MATX124. 6. Students complete an end-to-end user interface programming project based on an iterative design paradigm. Presents important recent developments in operating systems, topics not covered in undergraduate operating systems courses. As noted in the chapter on Assessing EJ Populations, use of brightline cutoffs of residential concentrations to designate zones as EJ TAZs can overlook some readily identifiable groups of lowincome persons and/or minority persons. Studies in selected areas of Information and Computer Science. EJ guidance does not require these populations in an EJ analysis but including them in the analyses can help agencies improve decision making and regional equity. I&CSCI6D with a grade of C or better. Classroom presentations, working with individuals, grading, motivating students. User Experience Evaluation . Introduction to network security, including network threats and attacks, as well as defenses against such attacks. The term can also be used for native species that DOT and FHWA directives provide guidance for addressing EJ, but many State DOTs and MPOs have been seeking more specific information. Before enrolling at the university, all applicants for early admission must have completed all units required for high school graduation or must have earned the GED. Repeatability: May be taken for credit 3 times. Title and Subtitle
degree in Computer Science is also accepted. Rather, agencies can use targeted outreach and information gathered about EJ communities' needs and concerns to help understand which indicators are the most meaningful.
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