The course focuses on the problem of supervised learning within the framework of Statistical Learning Theory. It starts with a review of classical statistical techniques, including Regularization Theory in RKHS for multivariate function approximation from sparse data. Next, VC theory is discussed in detail and used to justify classification and regression techniques such as Regularization Networks and Support Vector Machines. Selected topics such as boosting, feature selection and multiclass classification will complete the theory part of the course. During the course we will examine applications of several learning techniques in areas such as computer vision, computer graphics, database search and time-series analysis and prediction. We will briefly discuss implications of learning theories for how the brain may learn from experience, focusing on the neurobiology of object recognition. We plan to emphasize hands-on applications and exercises, paralleling the rapidly increasing practical uses of the techniques described in the subject.

Introduces students to the theory, algorithms, and applications of optimization. The optimization methodologies include linear programming, network optimization, dynamic programming, integer programming, non-linear programming, and heuristics. Applications to logistics, manufacturing, transportation, E-commerce, project management, and finance.

This is a course in how corporations make use of the insights and tools of risk management. Most courses on derivatives, futures and options, and financial engineering are taught from the viewpoint of investment bankers and traders in the securities. This course is taught from the point of view of the manufacturing corporation, the utility, the software firm‰ŰÓany potential end-user of derivatives, but not the dealer. Most related courses focus on the extensive taxonomy of instruments and the complex models developed to price them, and on ways to exploit mispricing. While this course will make use of some of these pricing models, the focus is on how corporations use the insights and models to improve their operations, to increase the value of their real assets, or to create the financial flexibility necessary to implement their core strategy.

Examines techniques and procedures relevant for project planning and implementation in developing countries, including project identification, feasibility analysis, design and implementation monitoring. Considers how to evaluate economic and distributive effects of completed or ongoing development projects. Specific attention given to how institutional setting and other practical influences affect the use of conventional analytical tools.

Are you involved in the development and execution of technical projects and eager to know what it takes to fund a project successfully? Would you like to be more in touch with the latest developments in project finance and able to use these to your advantage? If so, you’re in the right place!

This course will provide you with the fundamental knowledge and necessary tools to create the optimum financing structure for your project and enhance its potential to attract funding.

The approach taken is both theoretically sound and practically relevant. This is achieved by using case studies to illustrate the topics, as well as assignments that give learners first-hand experience in what it takes to put together a financeable project.

At the end of the course, you’ll understand what is required to achieve successful project financing.

Those who work on infrastructure and industrial projects, especially, will need to have a good understanding of how project financing works and how project investors and lenders think and assess the risks of a project.

Projects are increasingly set up through cooperation between different groups of stakeholders such as Public Private Partnerships (PPPs). Project contracts are evolving to facilitate and structure such co-operations, which has in turn led to a range of novel contracts and methods of financing.

1.040 Project Management focuses on the management and implementation of construction projects, primarily infrastructure projects. A project refers to a temporary piece of work undertaken to create a unique product or service. Whereas operations are continuous and repeating, projects are finite and have an end date. Projects bring form or function to ideas or need. Some notable projects include the Manhattan Project (developing the first nuclear weapon); the Human Genome Project (mapping the human genome); and the Central Artery Project (Boston's Big Dig"). The field of project management deals with the planning, execution, and controlling of projects. The course is divided into three parts: Part 1: project finance Part 2: project evaluation Part 3: project organization This course will cover the basic tools, skills, and knowledge necessary to successfully manage a project through its inception, design, planning, construction, and transition phases. There will be several guest lectures discussing current projects, and a construction site visit to MIT's Media Lab extension."

This course covers theory and evidence on government taxation policy. Topics include tax incidence, optimal tax theory, the effect of taxation on labor supply and savings, taxation and corporate behavior, and tax expenditure policy.

Explores the role of government in the economy, applying tools of basic microeconomics to answer important policy questions such as government response to global warming, school choice by K-12 students, Social Security versus private retirement savings accounts, government versus private health insurance, setting income tax rates for individuals and corporations.

This half-semester course introduces and surveys the major public capital market real estate vehicles, REITs and MBS (with primary emphasis on CMBS). Some background is also included in basic modern portfolio theory and equilibrium asset pricing. This course is primarily designed to provide MSRED students with a basic introduction to the public capital market sources of financial capital for real estate, and how those markets value such capital investments.

This course is an introduction to the most fundamental concepts, principles, analytical methods and tools useful for making investment and finance decisions regarding commercial real estate assets. As the first of a two-course sequence, this course will focus on the basic building blocks and the "micro" level, which pertains to individual properties and deals.

Subject provides a conceptual framework for thinking about taxes. Applications covered include mergers and acquisitions, tax arbitrage strategies, business entity choice, executive compensation, multi-national tax planning, and others. Aimed at investment bankers and consultants who need to understand how taxes affect the structure of deals; managers and analysts who need to understand how firms strategically respond to taxes; and entrepreneurs who want to structure their finances in a tax-advantaged manner.

Management methods of relevance to public transportation systems. Topics: strategic planning management; labor relations; maintenance planning and administration; financing; marketing and fare policy; and management information and decision support systems. Shows how these general management tasks are dealt with in the transit industry and presents alternative strategies. Identifies alternative arrangements for service provision, including different ways of involving the private sector in public transportation.

A survey subject of current concepts, theories, and issues in strategic management of transportation organizations. Provides transportation logistics and engineering systems students with an overview of the operating context, leadership challenges, strategies, and management tools that are used in today's public and private transportation organizations. The following concepts, tools, and issues are presented in both public and private sector cases: alternative models of decision-making, strategic planning (e.g., use of SWOT analysis and scenario development), stakeholder valuation and analysis, government-based regulation and cooperation within the transportation enterprise, disaster communications, change management, and the impact of globalization.

The main objective of this course is to give broad insight into the different facets of transportation systems, while providing a solid introduction to transportation demand and cost analyses. As part of the core in the Master of Science in Transportation program, the course will not focus on a specific transportation mode but will use the various modes to apply the theoretical and analytical concepts presented in the lectures and readings. Introduces transportation systems analysis, stressing demand and economic aspects. Covers the key principles governing transportation planning, investment, operations and maintenance. Introduces the microeconomic concepts central to transportation systems. Topics covered include economic theories of the firm, the consumer, and the market, demand models, discrete choice analysis, cost models and production functions, and pricing theory. Application to transportation systems include congestion pricing, technological change, resource allocation, market structure and regulation, revenue forecasting, public and private transportation finance, and project evaluation; covering urban passenger transportation, freight, aviation and intelligent transportation systems."

For many years, Cambridge, MA, as host to two major research universities, has been the scene of debates as to how best to meet the competing expectations of different stakeholders. Where there has been success, it has frequently been the result, at least in part, of inventive urban design proposals and the design and implementation of new institutional arrangements to accomplish those proposals. Where there has been failure it has often been explained by the inability - or unwillingness - of one stakeholder to accept and accommodate the expectations of another. The two most recent fall Urban Design Studios have examined these issues at a larger scale. In 2001 we looked at the possible patterns for growth and change in Cambridge, UK, as triggered by the plans of Cambridge University. And in 2002 we looked at these same issues along the length of the MIT 'frontier' in Cambridge, MA as they related to the development of MIT and the biotech research industry. In the fall 2003 Urban Design Studio we propose to focus in on an area adjacent to Cambridgeport and the western end of the MIT campus, roughly centered on Fort Washington. Our goal is to discover the ways in which good urban form, an apt mix of activities, and effective institutional mechanisms might all be brought together in ways that respect shared expectations and reconcile competing expectations - perhaps in unexpected and adroit ways.

The design of urban environments. Strategies for change in large areas of cities, to be developed over time, involving different actors. Fitting forms into natural, man-made, historical, and cultural contexts; enabling desirable activity patterns; conceptualizing built form; providing infrastructure and service systems; guiding the sensory character of development. Involves architecture and planning students in joint work; requires individual designs or design and planning guidelines.

This readings-based course analyzes the structure and operation of government systems in developing countries, with particular emphasis on regional and local governments. Major topics include: the role of decentralization in national economic reform programs; the potential impact of decentralized governments on local economic development; determination of optimal arrangements for sharing fiscal responsibilities among levels of government; evaluation of local revenue and expenditure decisions; and assessment of prospects and options for intergovernmental fiscal reform. Emphasis is on basic economic concerns, with consideration given to political, institutional, and cultural factors.

Online resource focused on budgeting, savings, income and careers, and investing that contains interactive activities and built in pre and post assessments for you to easily track student progress.

Venture uses case studies, interactive business simulations, and personal development activities to teach students how to think entrepreneurially in business and in life. Students will design a simulated business, perfect their business pitch and create an ePortfolio reflecting their personal career goals.