General
First Makerere Workshop on Social Systems & Computation
Published
15 years agoon
Summary Top researchers from Northwestern University (Chicago), University of British Columbia (Vancouver) and Makerere (Kampala) are teaming up to offer a workshop on cutting-edge methods for computational modeling of social systems, algorithm design, and machine learning. The sessions will take place between December 3rd and 10th, and there is no cost for attendance; however, registration is mandatory.
Summary Top researchers from Northwestern University (Chicago), University of British Columbia (Vancouver) and Makerere (Kampala) are teaming up to offer a workshop on cutting-edge methods for computational modeling of social systems, algorithm design, and machine learning. The sessions will take place between December 3rd and 10th, and there is no cost for attendance; however, registration is mandatory.
Attendance is limited to academic staff working at a Ugandan university; students doing research in related areas may also be given special permission to attend if space permits. Participants will have the opportunity to publish papers in official, reviewed workshop proceedings at a later date. A certificate of completion will be provided to participants who attend at least two thirds of workshop sessions.
Overview Traditionally, computer science has viewed data as coming from either an adversarial source or from nature itself, giving rise to worst-case and average-case design and analysis of optimization algorithms. In recent years with the advent of modern technologies like the Internet, it has become increasingly apparent that neither of these assumptions reflects reality. Data is neither adversarial nor average, but rather inputs to algorithms are constructed by a diverse set of self-interested agents in an economy, all aiming to maximize their own happiness. Thus the raw data is often not available to an algorithm designer, but must be solicited from the agents–that is, the designer faces an economic constraint. The primary goal of this workshop is to explore the implications of this observation. We will study the performance of algorithms in the presence of utility-maximizing agents and ask whether alternate designs might create incentives for agents to act more optimally. Simultaneously, we will look at other more traditional optimization problems such as approximation and learning and techniques to solve them, pointing out that these may often be leveraged to solve issues in the economic setting.
Related Research Areas Computer Science Theory; Artificial Intelligence; Economics; Business
Format The workshop will consist of six 3-hour lectures, plus meal/breakout sessions for informal research discussion. Spaces are strictly limited, and attendees must pre-register. We will aim to select topics and session times that are best for our participants. To register, and to indicate your preferences for topics and dates, please complete the survey at http://www.surveymonkey.com/s/WWGMKZG.
List of Candidate Topics The workshop will consist of up to six of the following twelve topics.
Introduction to Game Theory
Game theory is the mathematical study of interaction among independent, self-interested agents. It has been applied to disciplines as diverse as economics, political science, biology, psychology, linguistics—and computer science. This tutorial will introduce what has become the dominant branch of game theory, called noncooperative game theory, and will specifically describe normal-form games, a canonical representation in this discipline. The tutorial will be motivated by the question: "In a strategic interaction, what joint outcomes make sense?"
Voting Theory
Voting (or "Social Choice") theory adopts a“designer perspective” to multiagent systems, asking what rules should be put in place by the authority (the “designer”) orchestrating a set of agents. Specifically, how should a central authority pool the preferences of different agents so as to best reflect the wishes of the population as a whole? (Contrast this with Game Theory, whichadopts what might be called the “agent perspective”: its focus is on making statements about how agents should or would act in a given situation.) This tutorial will describe famous voting rules, show problems with them, and explain Arrow's famous impossibility result.
Mechanism Design and Auctions
Social choice theory is nonstrategic: it takes the preferences of agents as given, and investigates ways in which they can be aggregated. But of course those preferences are usually not known. Instead, agents must be asked to declare them, which they may do dishonestly. Since as a designer you wish to find an optimal outcome with respect to the agents’ true preferences (e.g., electing a leader that truly reflects the agents’ preferences), optimizing with respect to the declared preferences will not in general achieve the objective. This tutorial will introduce Mechanism Design, the study of identifying socially desirable protocols for making decisions in such settings. It will describe the core principles behind this theory, and explain the famous "Vickrey-Clarke-Groves" mechanism, an ingenious technique for selecting globally-utility-maximizing outcomes even among selfish agents. It will also describe Auction Theory, the most famous application of mechanism design. Auctions are mechanisms that decide who should receive a scarce resource, and that impose payments upon some or all participants, based on agents' "bids".
Constraint Satisfaction Problem Solving
This hands-on tutorial will teach participants about solving Constraint Satisfaction Problems using search and constraint propagation techniques. This is a representation language from artificial intelligence, used to describe problems in scheduling, circuit verification, DNA structure prediction, vehicle routing, and many other practical problems. The tutorial will consider the problem of solving Sudoku puzzles as a running example. By the end of the session, participants will have written software (in Python) capable of solving any Sudoku puzzle in less than a second.
Bayesian methods and Probabilisitic Inference
Bayesian methods are commonly used for recognising patterns and making predictions in the fields of medicine, economics, finance and engineering, powering all manner of applications from fingerprint recognition to spam filters to robotic self-driving cars. This session will show how principles of probability can be used when making inferences from large datasets, covering issues such as prior knowledge and hyperpriors, the construction of "belief networks", and nonparametric methods such as Gaussian processes. Several applications will be demonstrated.
Computer Vision
It is useful to be able to automatically answer questions about an image, such as "is this the face of person X?", "how many cars are there on this street?" or "is there anything unusual about this x-ray?". This session will look at some of the current state of the art in computer vision techniques, including methods for representing the information in an image (feature extraction), and to recognise objects in an image given such a representation. We will particularly spend some time looking at approaches which have been found to work well empirically on object recognition, such as generalised Hough transforms, boosted cascades of Haar wavelet classifiers, and visual bag-of-words methods. Locally relevant applications in crop disease diagnosis, parasite detection in blood samples and traffic monitoring will be demonstrated as illustrating examples.
Learning Causal Structure from Data
Until a few decades ago, it was thought to be impossible to learn causes and effects from purely observational data without doing experiments. Sometimes, however, it is impossible to do experiments (e.g. in some branches of genetics), or experiments may be costly or unethical (e.g. situations in climate change or medicine), so the emergence of computational methods for distinguishing causes, effects and confounding variables is likely to have wide implications. Some principles are now understood for learning the causal structure between different variables, and this session will explain the most successful current approaches, their possibilities and their limitations.
Internet Search and Monetization
The internet is one of the most fundamental and important applications of computer science. Central to its existence are search engines which enable us to find content on the web. This module focuses on the algorithms like PageRank that these search engines use to help us find webpages. It also studies how these engines make money through advertising.
Social Networks
Social networks describe the structure of interpersonal relationships and have many alarmingly predictable properties. While most people have just a few friends, most social networks have at least a few very popular people. Furthermore, most people are closely linked to every other person so that a message (or an idea or a disease) can spread rapidly throughout the network. Finally, social networks tend to be fairly clustered — i.e., if two people share a common friend it is quite likely that they are also friends. This module will discuss the typical structures of social networks, models that explain these structures, and the impact of these structures on activities in the social network such as message routing or the adoption of new technologies.
Two-Sided Matching Markets
Many markets involve two “sides'' that wish to be matched to one another. For example, a marriage market matches women to men; a job market matches workers to employers. In such settings, people on each side have strict preferences over the options on the other side of the market. Hence, a woman Julie may like David best, John second best, and Christopher third. David on the other hand may prefer Mary to Julie. In such settings, what matches might we expect to form? Can these matches be computed by a centralized algorithm, a match-maker for example, and what are the corresponding incentives of the participants? These questions are of fundamental importance as such centralized algorithms are in use in many important markets. In many countries, medical students are matched to hospitals using such algorithms, or school children to schools.
Approximation Algorithms
In the field of algorithms, many tasks turn out to be computationally difficult. That is, the time to complete the task is fundamentally large compared to the size of the problem. For example, consider the problem of finding the optimal way to visit 10 cities, visiting each exactly once. To minimize travel time, one could test all possible travel schedules, but for 10 cities there are already 3.5M of them! Unfortunately, there is not a significantly quicker way to find the optimal solution. However, one can find an approximately optimal solution quickly. That is, with just a few things to check, one can design a schedule that takes at most 50% more time than the optimal one. In this module we showcase a few general techniques for computing approximate solutions to hard problems, including the use of randomization and linear programming.
Graph Theory
A graph is a combinatorial object consisting of nodes and edges, and is a extremely valuable abstraction of many practical problems. For example, nodes might represent jobs and edges might connect pairs of jobs that can not be performed simultaneously. Alternatively, nodes might represent electronic components on a circuit board and edges the wiring that connects them. Many questions that arise in such domains can be cast as an optimization question in the corresponding graph. The number of workers required to complete all jobs in fixed time frame in the first example is at its heart a graph coloring problem. Asking whether one can lay out the circuit board so no two wires cross becomes the problem of determining which graphs have planar representations. This course defines graphs, shows how to solve a few fundamental graph problems, and applies them to practical settings.
Speaker Bios
Nicole Immorlica is an assistant professor in the Economics Group of Northwestern University's EECS department in Chicago, IL, USA. She joined Northwestern in Fall 2008 after postdoctoral positions at Microsoft Research in Seattle, Washington, USA and Centruum voor Wiskunde en Informatica (CWI) in Amsterdam, The Netherlands. She received her Ph.D. from MIT in Boston, MA, USA, in 2005 under the joint supervision of Erik Demaine and David Karger. Her main research area is algorithmic game theory where she investigates economic and social implications of modern technologies including social networks, advertising auctions, and online auction design.
Kevin Leyton-Brown is an associate professor in computer science at the University of British Columbia, Vancouver, Canada. He received a B.Sc. from McMaster University (1998), and an M.Sc. and PhD from Stanford University (2001; 2003). Much of his work is at the intersection of computer science and microeconomics, addressing computational problems in economic contexts and incentive issues in multiagent systems. He also studies the application of machine learning to the automated design and analysis of algorithms for solving hard computational problems.
John Quinn is a Senior Lecturer in Computer Science at Makerere University. He received a BA in Computer Science from the University of Cambridge (2000) and a PhD from the University of Edinburgh (2007). He coordinates the Machine Learning Group at Makerere, and his research interests are in pattern recognition and computer vision particularly applied to developing world problems.
You may like
General
Admission List to Bachelor of Education External (BED) 2026/27 -Government Sponsorship
Published
3 days agoon
May 20, 2026By
Mak Editor
The Office of Academic Registrar, Makerere University has released the admission list of Diploma holders provisionally admitted to Bachelor of Education (EXTERNAL) programme under Private Sponsorship for the Academic Year 2026/2027 pending verification of their academic documents by the awarding institutions.
The List can be accessed by following the link below:
General
Makerere University Kicks Off Semester Two Examinations Amid High Student Expectations
Published
4 days agoon
May 19, 2026
Makerere University, the oldest and most prestigious institution of higher learning in Uganda and one of the foremost universities on the African continent, has officially commenced its Semester Two examinations for the 2025/2026 academic year. The much-anticipated assessment period marks a critical milestone in the academic calendar, bringing together thousands of students from across the university’s numerous colleges, schools, faculties, and institutes as they sit their end of semester papers in a bid to demonstrate mastery of the content covered throughout the semester.
The examinations, which span a carefully structured timetable released by the Academic Registrar, are being conducted across the various examination halls, lecture theaters, and designated assessment venues spread throughout the Makerere Hill campus. Security and integrity measures have been reinforced to ensure that the examinations are conducted in a fair, orderly, and transparent manner, upholding the university’s longstanding commitment to academic excellence and integrity.
This year’s examination season arrives at a particularly significant moment for the institution. Having navigated numerous challenges in recent years including disruptions to the academic calendar, resource constraints, and the ongoing effort to modernize curriculum delivery, Makerere finds itself reaffirming its core identity as a centre of academic rigour and intellectual development. The commencement of these examinations is therefore a statement of institutional resilience and the continued determination of both staff and students to uphold the highest standards of scholarship.
A Season of Academic Reckoning
For the student body, the commencement of Semester Two examinations signals the culmination of months of learning, late night reading sessions, group discussions, coursework submissions, and individual academic effort. Across the hostels, libraries, and common rooms of Makerere, the atmosphere has unmistakably shifted into one of focused determination. Students can be seen poring over lecture notes, textbooks, and past examination papers in every available space, from the steps of the Main Library to the benches of Freedom Square.
The university administration, through the various college deans and heads of department, has urged students to approach the examinations with calmness, thorough preparation, and utmost honesty. Messages reminding students of the dire consequences of academic malpractice have been widely circulated, as Makerere maintains a strict zero tolerance policy toward examination fraud, plagiarism, and any form of misconduct during assessments.

Beyond the pressure of performance, the examination period also carries a deeply communal character on the Makerere campus. Students from different programmes, regions, and backgrounds find themselves united by the shared experience of preparation and assessment. Study groups form spontaneously in corridors and courtyards, senior students mentor their juniors on examination technique, and a spirit of collective striving pervades the institution. It is one of the defining features of life at Makerere, where the pursuit of knowledge is understood as both a personal endeavour and a shared social responsibility.
Preparation and Logistical Readiness
Ahead of the examination period, the university undertook extensive logistical preparations to ensure smooth and uninterrupted conduct of all papers. The Academic Registrar worked in close coordination with college examination officers to finalize seating arrangements, allocate invigilators, distribute examination materials, and confirm examination schedules with both academic staff and students. Special provisions were made for students with disabilities and those with documented medical conditions that may require additional time or special seating accommodations.
The university also invested in refreshing and reinforcing the physical examination venues. Lecture theaters and examination halls have been reorganized to ensure adequate spacing between candidates, proper ventilation, and clear visibility of invigilation personnel at all times. In line with best practices for examination administration, the university ensured that all required stationery, answer booklets, and supplementary materials were available and ready for distribution before the commencement of each paper.
Communication between the university and its students was also given particular attention in the lead up to the examinations. The Academic Registrar disseminated detailed instructions regarding reporting times, permitted materials, dress code requirements, and procedures for handling examination anomalies. Students were also reminded of the appeals process available to them should they have concerns about any aspect of their assessment. These communications were shared through the university’s official online portals, notice boards, college bulletins, and student representative councils to ensure maximum reach across the diverse student population.

The role of academic staff in the success of the examination period cannot be overstated. Lecturers and course instructors spent the final weeks of the semester conducting revision sessions, responding to student queries, and ensuring that all coursework components had been duly submitted and graded before the formal examination window opened. Many went above and beyond the requirements of their schedules to hold additional consultation hours, offering students every possible opportunity to consolidate their understanding and approach the examinations with confidence.
The Student Experience During Examinations
The experience of sitting Semester Two examinations at Makerere University is one that students across all disciplines describe as both challenging and transformative. Whether one is pursuing a degree in Medicine, Engineering, Law, Education, Agriculture, Business, or the Arts and Humanities, the examination period demands a high level of intellectual engagement and self discipline. For final year students in particular, these examinations carry enormous weight, as outstanding results can open doors to prestigious postgraduate opportunities, professional careers, and scholarship programmes both within Uganda and internationally.
First and second year students, many of whom are still adjusting to the demanding academic culture of university life, have also been encouraged to view these examinations not with fear, but as an opportunity to measure their growth and identify areas requiring further attention. The university’s Student Support Services office has throughout the semester offered counseling, academic advising, and peer mentorship programmes designed to equip students with the tools needed to manage examination related stress and perform at their best.
The physical and mental wellbeing of students during this period has also been a priority for the university. The university health center has been operating with extended hours to attend to students who may require medical attention, while the counseling and guidance unit has been available to offer psychological support to those experiencing anxiety or other forms of distress linked to the pressure of examinations. Student leaders have similarly been active in organizing welfare activities such as communal meals, devotional gatherings, and motivational talks to sustain morale across the student community.

International students studying at Makerere under various exchange and bilateral agreements have also been fully integrated into the examination process. The International Office worked to ensure that these students were aware of all relevant regulations, that their results would be properly transmitted to their home institutions, and that any unique logistical needs they may have had were addressed in a timely and sensitive manner. Makerere‘s growing profile as a destination for regional and international students makes this kind of inclusive administration increasingly important.
Upholding the Integrity of the Examination Process
Academic integrity remains one of the most sacred principles at Makerere University. The institution has, over its century long history, produced graduates who go on to serve in the highest echelons of government, civil society, academia, and industry, not only in Uganda but across East Africa and the broader global community. The credibility of a Makerere degree is therefore inseparable from the integrity with which its examinations are conducted. To this end, trained invigilators are deployed at every examination venue, and supervisory visits by senior academic officers are carried out throughout the examination period.
Students found in possession of unauthorized materials, communicating with fellow candidates without permission, or engaging in any other form of misconduct face serious disciplinary consequences, including cancellation of their papers, suspension from the university, or permanent expulsion in the most severe cases. These measures are not intended to intimidate but rather to protect the integrity of each student’s genuine academic effort and safeguard the reputation of the qualifications they earn.
It is worth noting that the vast majority of Makerere students approach their examinations with complete honesty and a genuine desire to succeed on the strength of their own preparation. The university’s integrity framework is designed not to cast suspicion on the student body as a whole, but to create a level playing field in which every student’s results accurately reflect their own knowledge, effort, and intellectual ability. The culture of academic integrity is something that Makerere actively cultivates through orientation programmes, faculty mentorship, and ongoing student engagement on the values that underpin the university’s academic mission.
A Legacy of Excellence in Focus
Makerere University was established in 1922 as a technical school and has grown over the decades into a comprehensive research university offering programmes at the undergraduate, postgraduate, and doctoral levels across virtually every field of human knowledge. Today, with an enrollment of tens of thousands of students drawn from Uganda and across Africa, the university occupies a unique and irreplaceable role in the intellectual, social, and economic development of the region. Each examination season is therefore not merely a bureaucratic academic exercise but a living expression of this legacy of excellence.
The University Council, Senate, and Vice Chancellor have collectively reiterated their commitment to ensuring that the assessment process is not only rigorous and fair but also supportive of student welfare. Plans are already in place for timely marking and moderation of scripts, with results expected to be released within the stipulated periods as outlined in the academic calendar, allowing students to plan ahead for the subsequent semester or, for those completing their programmes, for graduation and the next chapter of their lives.

Alumni of Makerere University, many of whom occupy positions of influence in Uganda and beyond, frequently look back on their examination experiences as formative moments that shaped their professional discipline, their capacity for sustained effort, and their ability to perform under pressure. The lessons learned in the examination hall, they often say, extend far beyond the academic content being tested. They speak to the development of character, persistence, and the kind of intellectual confidence that only comes from having genuinely mastered a body of knowledge. In this sense, the examinations of Semester Two 2026 are not merely an ending but a beginning for each of the thousands of students who sit them.
Looking Ahead: Results, Graduation, and Beyond
Once the examination period concludes, attention will swiftly turn to the processes of marking, moderation, and results release. The university’s academic staff are expected to adhere to strict timelines in the submission of marked scripts and the entry of results into the university’s academic management system. External examiners, drawn from other universities and professional bodies, play an important role in moderating the standards of assessment across programmes, ensuring that Makerere‘s results are benchmarked against regional and international norms.
For students who are completing their final year of study, the conclusion of Semester Two examinations sets in motion the graduation process. Makerere University‘s graduation ceremonies are among the most celebrated events in Uganda’s annual calendar, attended by families, dignitaries, government officials, and members of the public who gather to witness the conferment of degrees upon a new generation of graduates. The graduation ceremony is a moment of immense pride for the university, for the families who have supported their children through years of study, and above all for the graduates themselves who cross the stage having earned their qualifications through genuine effort and dedication.

Students who do not achieve the required grades in one or more papers will have access to the university’s retake and supplementary examination provisions, which are designed to give genuine learners a fair opportunity to demonstrate competence without being permanently disadvantaged by a single poor performance. The university’s academic regulations provide clear and transparent guidelines on eligibility for retakes, the conditions under which supplementary examinations may be granted, and the procedures for lodging appeals. These provisions reflect Makerere’s understanding that the journey of learning is rarely linear and that fairness requires the system to accommodate the full range of student circumstances.
A Message of Encouragement
To every student sitting examinations at Makerere University this season, the message from the university community is one of solidarity and encouragement. The journey through university is not always easy, but it is invariably worthwhile. Every late night spent studying, every difficult concept wrestled into understanding, and every assignment completed under pressure has been preparation for exactly this moment. The examination hall is where months of intellectual labor are given form and voice, and every student carries within them the capacity to rise to the occasion.
The university’s academic and administrative staff, from the Vice Chancellor and the Deans down to the examination room invigilators and the groundskeepers who ensure the campus is clean and welcoming each morning, are all invested in the success of every student. Makerere is not merely a place of learning; it is a community built on mutual commitment to the advancement of knowledge and the development of human potential. Every student who walks into an examination venue this season walks in as a representative of that community and carries with them the hopes of their family, their region, and their country.
As Makerere University proceeds through its Semester Two examination period, the entire institution stands united behind its students. From the academic staff who prepared and marked the papers, to the support staff who maintained the examination venues, to the administration that coordinated the logistics and upheld the rules, everyone is working together toward a single goal: providing every student with the fairest possible opportunity to demonstrate what they know and what they are capable of achieving. Makerere University remains, as it has always been, a place where minds are shaped, potential is realized, and futures are built.
The Writer is a Volunteer in the Public Relations Office, Makerere University and the Mak Sharks PRO | Est. 2014
General
Makerere University Newsletter Jan-Mar 2026
Published
4 days agoon
May 19, 2026By
Mak Editor
The activities of the first quarter of 2026 depict Makerere University not just as a place of learning but as a dynamic space where ideas, ambition, and opportunity shape the future.
This edition highlights a university in motion. The Career Fair 2026 stood out as a powerful moment of reflection and discovery. Under the theme “Machine vs. Man,” students were challenged to rethink their place in a rapidly evolving world shaped by artificial intelligence. What emerged was not fear, but clarity a recognition that the future belongs to those who are adaptable, innovative, and willing to learn continuously. Beyond the discussions, the fair created meaningful connections, opening pathways to careers, further study, and entrepreneurship.
The launch of the Open, Distance and eLearning (ODeL) initiative is a practical step toward inclusive and accessible education. By embracing digital transformation, Makerere is expanding learning beyond physical classrooms and positioning itself as a leader in flexible, technology-driven education. This shift reflects a broader commitment to ensuring that quality education reaches more learners, within Uganda and beyond.
This issue also celebrates the people behind the progress. From staff committing wholeheartedly to the student community they serve to student leaders navigating complex challenges, the stories this quarter demonstrate the personal resilience, creativity, and purpose that drive the institutional transformation at the Hill.
Trending
-
General2 weeks agoBachelor of Laws Pre-Entry Examination Results 2026/2027
-
General1 week agoCall for Research Support Applications from Master’s Students who have Completed their First Year of Taught Classes at Makerere University
-
General3 days agoAdmission List to Bachelor of Education External (BED) 2026/27 -Government Sponsorship
-
General2 weeks agoMakerere University Waste Management Boosted by Centenary Bank
-
General4 days agoMakerere University Kicks Off Semester Two Examinations Amid High Student Expectations